diff --git a/ML/PNN/pnn_training_closure.py b/ML/PNN/pnn_training_closure.py index ad73824b..42d81404 100644 --- a/ML/PNN/pnn_training_closure.py +++ b/ML/PNN/pnn_training_closure.py @@ -19,13 +19,16 @@ from tqdm import tqdm # Plot options (binning, labels, optional y_ratio_range) -from data.plot_options import plot_options as PLOT_OPTS + +#from data.plot_options import plot_options as PLOT_OPTS +from plot.bit.propaganda_plot_options import plot_options as PLOT_OPTS #temporary change # ---------------- args ---------------- p = argparse.ArgumentParser(description="PNN training-closure per-feature plots (YAML-driven)") p.add_argument("config", help="Path to global YAML config") p.add_argument("--job", default=None, help="PNN job id to run (omit to list)") p.add_argument("--small", action="store_true", help="Only first shard for debugging") +p.add_argument("--lumi_scale", type=float, default=None, help="Scale lumi?") p.add_argument("--for_debug", action="store_true", help="Use _for_debug directories") p.add_argument("--n_split", default=None, help="Set sample split") args = p.parse_args() @@ -160,12 +163,17 @@ def list_and_exit(): loaders.append(eff_loader) -# Reset n_split -if args.n_split: - for l in loaders: - if isinstance(l, SelectionView): +for l in loaders: + # Reset n_split + if isinstance(l, SelectionView): + if args.lumi_scale is not None: + l.base.weight_rescale = args.lumi_scale + if args.n_split: l.base.split = args.n_split - else: + else: + if args.lumi_scale is not None: + l.weight_rescale = args.lumi_scale + if args.n_split: l.split = args.n_split # ---------------- sanity: same features across loaders ---------------- @@ -212,9 +220,8 @@ def list_and_exit(): plot_dir = os.path.join( user.plot_directory, + "PNN_training_closure", cfg_base + ("_for_debug" if args.for_debug else ""), - "training_closure", - "PNN", J["id"], ) os.makedirs(plot_dir, exist_ok=True) diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_1.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_1.yaml deleted file mode 100644 index 5e34e674..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_1.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_1_TTLep_pow_2016 - type: ich - parameters: [c0] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_1_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2016_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2016_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - - id: icph_TTLep_pow_2016_scales - type: icph - region: SR_binned - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - - id: icph_TTLep_pow_2016_showerISR - type: icph - region: SR_binned - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - - id: icph_TTLep_pow_2016_showerFSR - type: icph - region: SR_binned - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2016_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2016_CMS_res_j_0_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - - id: icph_TTLep_pow_2016_CMS_res_j_1_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - - id: icph_TTLep_pow_2016_CMS_res_j_2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - 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- - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_2.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_2.yaml deleted file mode 100644 index 3ffd9bf7..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_2.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_2_TTLep_pow_2016 - type: ich - parameters: [c0, c1] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - 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- - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_3.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_3.yaml deleted file mode 100644 index 845419dc..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_3.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_3_TTLep_pow_2016 - type: ich - parameters: [c0, c1, c2] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_3_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2016_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2016_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - 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- - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_4.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_4.yaml deleted file mode 100644 index 59765cf2..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_4.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_4_TTLep_pow_2016 - type: ich - parameters: [c0, c1, c2, c3] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - 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loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_5.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_5.yaml deleted file mode 100644 index 1d1686ca..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_5.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - 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parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - 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parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_5_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - 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loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_7.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_7.yaml deleted file mode 100644 index 262bf34d..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_7.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_7_TTLep_pow_2016 - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_7_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - 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parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_8_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - 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loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_9.yaml b/configs/binned_v5_CMSJES/2016/binned_2016_9.yaml deleted file mode 100644 index 6bb69d54..00000000 --- a/configs/binned_v5_CMSJES/2016/binned_2016_9.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_9_TTLep_pow_2016 - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_9_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - 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combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_1.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_1.yaml deleted file mode 100644 index 231967bb..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_1.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_1_TTLep_pow_2016APV - type: ich - parameters: [c0] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - 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type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_2.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_2.yaml deleted file mode 100644 index 8a734fb7..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_2.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_2_TTLep_pow_2016APV - type: ich - parameters: [c0, c1] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_2_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016APV_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016APV_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - - id: icph_TTLep_pow_2016APV_scales - type: icph - region: SR_binned - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - - id: icph_TTLep_pow_2016APV_showerISR - type: icph - region: SR_binned - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - - id: icph_TTLep_pow_2016APV_showerFSR - type: icph - region: SR_binned - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2016APV_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - - id: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - 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- - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - 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id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_3.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_3.yaml deleted file mode 100644 index 665d8f16..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_3.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_3_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_3_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016APV_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016APV_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - 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loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - - id: icph_TTLep_pow_2016APV_showerFSR - type: icph - region: SR_binned - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2016APV_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_4.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_4.yaml deleted file mode 100644 index 9163fd02..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_4.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_4_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_4_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2016APV_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016APV_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016APV_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - - id: icph_TTLep_pow_2016APV_scales - type: icph - region: SR_binned - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - 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base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2016APV_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - - id: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - 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diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_5.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_5.yaml deleted file mode 100644 index 837baec6..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_5.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_5_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3, c4] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_5_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - 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- - id: icph_TTLep_pow_2016APV_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2016APV_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - 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base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_7.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_7.yaml deleted file mode 100644 index e5cd9d83..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_7.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_7_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - 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type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - 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- coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_8.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_8.yaml deleted file mode 100644 index 54e3bc24..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_8.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_8_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_8_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7,8] - 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id: icph_TTLep_pow_2016APV_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2016APV_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2016APV_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - 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- - id: icph_TTLep_pow_2016APV_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - - id: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - 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type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_9.yaml b/configs/binned_v5_CMSJES/2016APV/binned_2016APV_9.yaml deleted file mode 100644 index b1929fd1..00000000 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_9.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_9_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - 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parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_9_TTLep_pow_2016APV - type: ich - region: SR_binned - process: TTLep_pow_2016APV - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - 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loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016APV_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_1.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_1.yaml deleted file mode 100644 index 7c735597..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_1.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - 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loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_2.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_2.yaml deleted file mode 100644 index 6778effe..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_2.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - 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type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - 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- - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_3.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_3.yaml deleted file mode 100644 index ccd39aa7..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_3.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_3_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - 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loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_4.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_4.yaml deleted file mode 100644 index ac837f7f..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_4.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_4_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2, c3] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - 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parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: icph - job: icph_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_4_TTLep_pow_2017 - type: ich - region: SR_binned - process: TTLep_pow_2017 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2017_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2017_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - 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- - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_5.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_5.yaml deleted file mode 100644 index eb146995..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_5.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_5_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2, c3, c4] - systematics: - - id: L1Prefire - type: icph - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_8.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_8.yaml deleted file mode 100644 index 562fbe9f..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_8.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_8_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: icph - job: icph_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_8_TTLep_pow_2017 - type: ich - region: SR_binned - process: TTLep_pow_2017 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - 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loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_9.yaml b/configs/binned_v5_CMSJES/2017/binned_2017_9.yaml deleted file mode 100644 index 8de8a52e..00000000 --- a/configs/binned_v5_CMSJES/2017/binned_2017_9.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_9_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - 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- - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/2018/binned_2018_1.yaml b/configs/binned_v5_CMSJES/2018/binned_2018_1.yaml deleted file mode 100644 index aec84533..00000000 --- a/configs/binned_v5_CMSJES/2018/binned_2018_1.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2018 - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: ich_NG_PDF4LHC21_1_TTLep_pow_2018 - type: ich - parameters: [c0] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - 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parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - 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base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - - id: icph_TTLep_pow_2018_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2018/binned_2018_2.yaml b/configs/binned_v5_CMSJES/2018/binned_2018_2.yaml deleted file mode 100644 index 2b8a327c..00000000 --- a/configs/binned_v5_CMSJES/2018/binned_2018_2.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2018 - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: ich_NG_PDF4LHC21_2_TTLep_pow_2018 - type: ich - parameters: [c0, c1] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: icph - job: icph_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_2_TTLep_pow_2018 - type: ich - region: SR_binned - process: TTLep_pow_2018 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2018_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2018_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2018_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2018_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2018_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2018_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - - id: icph_TTLep_pow_2018_scales - type: icph - region: SR_binned - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - - id: icph_TTLep_pow_2018_showerISR - type: icph - region: SR_binned - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - - id: icph_TTLep_pow_2018_showerFSR - type: icph - region: SR_binned - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2018_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2018_CMS_res_j_0_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_1_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_2_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_3_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_4_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_5_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - - id: icph_TTLep_pow_2018_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2018/binned_2018_3.yaml b/configs/binned_v5_CMSJES/2018/binned_2018_3.yaml deleted file mode 100644 index e7c1cc4e..00000000 --- a/configs/binned_v5_CMSJES/2018/binned_2018_3.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2018 - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: ich_NG_PDF4LHC21_3_TTLep_pow_2018 - type: ich - parameters: [c0, c1, c2] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: icph - job: icph_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_3_TTLep_pow_2018 - type: ich - region: SR_binned - process: TTLep_pow_2018 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - 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loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - - id: icph_TTLep_pow_2018_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - diff --git a/configs/binned_v5_CMSJES/2018/binned_2018_4.yaml b/configs/binned_v5_CMSJES/2018/binned_2018_4.yaml deleted file mode 100644 index fe9b3619..00000000 --- a/configs/binned_v5_CMSJES/2018/binned_2018_4.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2018_v5_CMSJES - 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parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - 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parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: icph - job: icph_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_4_TTLep_pow_2018 - type: ich - region: SR_binned - process: TTLep_pow_2018 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2018_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2018_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - 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type: icph - job: icph_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - - id: icph_TTLep_pow_2018_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - diff --git a/configs/binned_v5_CMSJES/binned_2016APV_original.yaml b/configs/binned_v5_CMSJES/binned_2016APV_original.yaml deleted file mode 100644 index 52130862..00000000 --- a/configs/binned_v5_CMSJES/binned_2016APV_original.yaml +++ /dev/null @@ -1,661 +0,0 @@ -version: binned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016APV - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: ich_NG_PDF4LHC21_6_TTLep_pow_2016APV - type: ich - parameters: [c0, c1, c2, c3, c4, c5] - systematics: - 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parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: icph - job: icph_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - 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diff --git a/configs/binned_v5_CMSJES/binned_2016_original.yaml b/configs/binned_v5_CMSJES/binned_2016_original.yaml deleted file mode 100644 index 26d7f551..00000000 --- a/configs/binned_v5_CMSJES/binned_2016_original.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2016 - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: ich_NG_PDF4LHC21_6_TTLep_pow_2016 - type: ich - parameters: [c0, c1, c2, c3, c4, c5] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - job: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: icph - job: icph_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_6_TTLep_pow_2016 - type: ich - region: SR_binned - process: TTLep_pow_2016 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2016_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2016 - 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- - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - - id: icph_TTLep_pow_2016_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - diff --git a/configs/binned_v5_CMSJES/binned_2017_original.yaml b/configs/binned_v5_CMSJES/binned_2017_original.yaml deleted file mode 100644 index 439f56f6..00000000 --- a/configs/binned_v5_CMSJES/binned_2017_original.yaml +++ /dev/null @@ -1,642 +0,0 @@ -version: binned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2017 - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: ich_NG_PDF4LHC21_6_TTLep_pow_2017 - type: ich - parameters: [c0, c1, c2, c3, c4, c5] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - - id: icph_TTLep_pow_2017_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up diff --git a/configs/binned_v5_CMSJES/binned_2018_original.yaml b/configs/binned_v5_CMSJES/binned_2018_original.yaml deleted file mode 100644 index c1d22c64..00000000 --- a/configs/binned_v5_CMSJES/binned_2018_original.yaml +++ /dev/null @@ -1,643 +0,0 @@ -version: binned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_binning: - - ["tr_ttbar_mass", [300, 400, 500, 650, 1500]] - - ["tr_ttbar_y", [-2.5, -1.2, -0.8, -0.4, 0.4, 0.8, 1.2, 2.5]] - -likelihood: - binned: - - id: SR_2018 - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: ich_NG_PDF4LHC21_6_TTLep_pow_2018 - type: ich - parameters: [c0, c1, c2, c3, c4, c5] - systematics: - - id: L1Prefire - type: icph - job: icph_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: icph - job: icph_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: icph - job: icph_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: icph - job: icph_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: icph - job: icph_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: icph - job: icph_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: icph - job: icph_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: icph - job: icph_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: icph - job: icph_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: icph - job: icph_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: icph - job: icph_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - job: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: icph - job: icph_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - id: ich_NG_PDF4LHC21_6_TTLep_pow_2018 - type: ich - region: SR_binned - process: TTLep_pow_2018 - pdf: - #pdf_n: [1, 2, 4, 5, 10, 12] - #pdf_type: PODBasis - pdf_n: [1,2,3,4,5,6] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - - - id: icph_TTLep_pow_2018_L1Prefire - type: icph - region: SR_binned - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - - - id: icph_TTLep_pow_2018_PU - type: icph - region: SR_binned - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - - id: icph_TTLep_pow_2018_MuSF - type: icph - region: SR_binned - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - - id: icph_TTLep_pow_2018_EleSF - type: icph - region: SR_binned - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - - - id: icph_TTLep_pow_2018_BTag_b - type: icph - region: SR_binned - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - - - id: icph_TTLep_pow_2018_BTag_l - type: icph - region: SR_binned - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [ 0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [ 1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - - id: icph_TTLep_pow_2018_scales - type: icph - region: SR_binned - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - - id: icph_TTLep_pow_2018_showerISR - type: icph - region: SR_binned - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - - id: icph_TTLep_pow_2018_showerFSR - type: icph - region: SR_binned - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr1p0_fsr0p5"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr1p0_fsr2p0"] - - - id: icph_TTLep_pow_2018_alphaS - type: icph - region: SR_binned - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - - id: icph_TTLep_pow_2018_CMS_res_j_0_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_1_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_2_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_3_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_4_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - - id: icph_TTLep_pow_2018_CMS_res_j_5_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - - id: icph_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icph - region: SR_binned - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - - id: icph_TTLep_pow_2018_Uncl - type: icph - region: SR_binned - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - diff --git a/configs/binned_v5_CMSJES/make_configs_automated.sh b/configs/binned_v5_CMSJES/make_configs_automated.sh deleted file mode 100755 index ded2d611..00000000 --- a/configs/binned_v5_CMSJES/make_configs_automated.sh +++ /dev/null @@ -1,94 +0,0 @@ -#!/usr/bin/env bash -# Create binned CMSJES YAML configs for a given ERA (N=1..9). -# -# Usage: -# ./make_configs_automated.sh [-f] ERA -# -f overwrite existing output files - -set -euo pipefail - -force_overwrite=false - -usage() { - # Print command usage. - echo "Usage: $(basename "$0") [-f] ERA" - echo " -f Overwrite existing output files" -} - -while getopts ":fh" opt; do - case "$opt" in - f) force_overwrite=true ;; - h) - usage - exit 0 - ;; - \?) - echo "Error: invalid option -$OPTARG" >&2 - usage - exit 1 - ;; - esac -done -shift $((OPTIND - 1)) - -era="${1:-}" -if [[ -z "$era" ]]; then - echo "Error: ERA is required." >&2 - usage - exit 1 -fi - -script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" -source_file="${script_dir}/binned_${era}_original.yaml" -output_dir="${script_dir}/${era}" - -if [[ ! -f "$source_file" ]]; then - echo "Error: source file not found: $source_file" >&2 - exit 1 -fi - -if [[ ! -d "$output_dir" ]]; then - echo "Error: output directory not found: $output_dir" >&2 - exit 1 -fi - -old_job_text="ich_NG_PDF4LHC21_6_TTLep_pow_${era}" -old_parameters_text="\[c0, c1, c2, c3, c4, c5\]" -old_pdf_n_text="\[1,2,3,4,5,6\]" - -for n in {1..9}; do - new_job_text="ich_NG_PDF4LHC21_${n}_TTLep_pow_${era}" - output_file="${output_dir}/binned_${era}_${n}.yaml" - - if [[ -e "$output_file" && "$force_overwrite" != true ]]; then - echo "Skipping existing file: $output_file" - continue - fi - - parameter_list="[" - for ((i=0; i 0 )); then - parameter_list+=", " - fi - parameter_list+="c${i}" - done - parameter_list+="]" - - pdf_n_list="[" - for ((i=1; i<=n; i++)); do - if (( i > 1 )); then - pdf_n_list+="," - fi - pdf_n_list+="${i}" - done - pdf_n_list+="]" - - sed \ - -e "0,/${old_job_text}/s//${new_job_text}/" \ - -e "0,/${old_job_text}/s//${new_job_text}/" \ - -e "0,/${old_parameters_text}/s//${parameter_list}/" \ - -e "0,/${old_pdf_n_text}/s//${pdf_n_list}/" \ - "$source_file" > "$output_file" - - echo "Created: $output_file" -done \ No newline at end of file diff --git a/configs/binned_v5_CMSJES/2016/binned_2016_6.yaml b/configs/binned_v6/binned_2016.yaml similarity index 97% rename from configs/binned_v5_CMSJES/2016/binned_2016_6.yaml rename to configs/binned_v6/binned_2016.yaml index 26d7f551..521788f1 100644 --- a/configs/binned_v5_CMSJES/2016/binned_2016_6.yaml +++ b/configs/binned_v6/binned_2016.yaml @@ -1,4 +1,4 @@ -version: binned_2016_v5_CMSJES +version: binned_2016_v6 defaults: module_samples: "data.samples_RunII" @@ -17,6 +17,18 @@ likelihood: type: ich parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_1516 + type: lnN + value: 0.0118 + parameters: [nu_lumi_1516] + - id: Lumi_151617 + type: lnN + value: 0.0004 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0035 + parameters: [nu_lumi_15161718] - id: L1Prefire type: icph job: icph_TTLep_pow_2016_L1Prefire diff --git a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_6.yaml b/configs/binned_v6/binned_2016APV.yaml similarity index 98% rename from configs/binned_v5_CMSJES/2016APV/binned_2016APV_6.yaml rename to configs/binned_v6/binned_2016APV.yaml index 52130862..875061e9 100644 --- a/configs/binned_v5_CMSJES/2016APV/binned_2016APV_6.yaml +++ b/configs/binned_v6/binned_2016APV.yaml @@ -1,4 +1,4 @@ -version: binned_2016APV_v5_CMSJES +version: binned_2016APV_v6 defaults: module_samples: "data.samples_RunII" @@ -17,6 +17,18 @@ likelihood: type: ich parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_1516 + type: lnN + value: 0.0118 + parameters: [nu_lumi_1516] + - id: Lumi_151617 + type: lnN + value: 0.0004 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0035 + parameters: [nu_lumi_15161718] - id: L1Prefire type: icph job: icph_TTLep_pow_2016APV_L1Prefire diff --git a/configs/binned_v5_CMSJES/2017/binned_2017_6.yaml b/configs/binned_v6/binned_2017.yaml similarity index 98% rename from configs/binned_v5_CMSJES/2017/binned_2017_6.yaml rename to configs/binned_v6/binned_2017.yaml index 439f56f6..c3c81fee 100644 --- a/configs/binned_v5_CMSJES/2017/binned_2017_6.yaml +++ b/configs/binned_v6/binned_2017.yaml @@ -1,4 +1,4 @@ -version: binned_2017_v5_CMSJES +version: binned_2017_v6 defaults: module_samples: "data.samples_RunII" @@ -17,6 +17,14 @@ likelihood: type: ich parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_151617 + type: lnN + value: 0.0055 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0061 + parameters: [nu_lumi_15161718] - id: L1Prefire type: icph job: icph_TTLep_pow_2017_L1Prefire diff --git a/configs/binned_v5_CMSJES/2018/binned_2018_6.yaml b/configs/binned_v6/binned_2018.yaml similarity index 99% rename from configs/binned_v5_CMSJES/2018/binned_2018_6.yaml rename to configs/binned_v6/binned_2018.yaml index c1d22c64..c9417bbe 100644 --- a/configs/binned_v5_CMSJES/2018/binned_2018_6.yaml +++ b/configs/binned_v6/binned_2018.yaml @@ -1,4 +1,4 @@ -version: binned_2018_v5_CMSJES +version: binned_2018_v6 defaults: module_samples: "data.samples_RunII" @@ -17,6 +17,10 @@ likelihood: type: ich parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_15161718 + type: lnN + value: 0.0084 + parameters: [nu_lumi_15161718] - id: L1Prefire type: icph job: icph_TTLep_pow_2018_L1Prefire diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_1.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_1.yaml deleted file mode 100644 index 67c3d756..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_1.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_1_TTLep_pow_2016 - type: bit - parameters: [c0] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_2.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_2.yaml deleted file mode 100644 index 14a34833..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_2.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_2_TTLep_pow_2016 - type: bit - parameters: [c0, c1] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_2_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_2_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_3.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_3.yaml deleted file mode 100644 index 508fe880..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_3.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_3_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_3_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_3_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_4.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_4.yaml deleted file mode 100644 index e55e33c0..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_4.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_4_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_4_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_4_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_5.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_5.yaml deleted file mode 100644 index 3c5045a0..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_5.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_5_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3, c4] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_5_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_5_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_7.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_7.yaml deleted file mode 100644 index 7bd02cec..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_7.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_7_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_7_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_7_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_8.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_8.yaml deleted file mode 100644 index 18eef10c..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_8.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_8_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_8_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_8_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_9.yaml b/configs/unbinned_v5_CMSJES/2016/unbinned_2016_9.yaml deleted file mode 100644 index a507c80f..00000000 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_9.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_NG_PDF4LHC21_9_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_9_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_9_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_1.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_1.yaml deleted file mode 100644 index 101141af..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_1.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_1_TTLep_pow_2016APV - type: bit - parameters: [c0] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_2.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_2.yaml deleted file mode 100644 index ceb1123d..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_2.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_2_TTLep_pow_2016APV - type: bit - parameters: [c0, c1] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_2_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_2_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_3.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_3.yaml deleted file mode 100644 index b53803dc..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_3.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_3_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_3_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_3_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_4.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_4.yaml deleted file mode 100644 index 602c1434..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_4.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_4_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_4_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_4_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_5.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_5.yaml deleted file mode 100644 index f959843f..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_5.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_5_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_5_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_5_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_7.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_7.yaml deleted file mode 100644 index faf2c27b..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_7.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_7_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_7_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_7_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_8.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_8.yaml deleted file mode 100644 index 79814827..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_8.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_8_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_8_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_8_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_9.yaml b/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_9.yaml deleted file mode 100644 index ff3faf12..00000000 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_9.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_NG_PDF4LHC21_9_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_9_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_9_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_1.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_1.yaml deleted file mode 100644 index ed041feb..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_1.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_1_TTLep_pow_2017 - type: bit - parameters: [c0] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_3_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_4_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_5_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_2.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_2.yaml deleted file mode 100644 index b9b815be..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_2.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_2_TTLep_pow_2017 - type: bit - parameters: [c0, c1] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_2_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_2_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - 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filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - 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loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - 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type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_3.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_3.yaml deleted file mode 100644 index c1ae5873..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_3.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_3_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_3_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_3_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_3_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_4_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_5_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_4.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_4.yaml deleted file mode 100644 index 08fc881d..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_4.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_4_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_4_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_4_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - 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filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - 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loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - 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type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_5.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_5.yaml deleted file mode 100644 index 5b750740..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_5.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_5_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3, c4] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_5_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_5_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_3_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_4_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_5_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_7.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_7.yaml deleted file mode 100644 index c8a26c11..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_7.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_7_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_7_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_7_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - 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loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - 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nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - 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region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_8.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_8.yaml deleted file mode 100644 index 03e47dec..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_8.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_8_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_8_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_8_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - 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loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - 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- id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - 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- id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_9.yaml b/configs/unbinned_v5_CMSJES/2017/unbinned_2017_9.yaml deleted file mode 100644 index 5db900ec..00000000 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_9.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_NG_PDF4LHC21_9_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_9_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_9_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_3_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_4_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_5_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_1.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_1.yaml deleted file mode 100644 index f0699fb0..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_1.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_1_TTLep_pow_2018 - type: bit - parameters: [c0] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_2.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_2.yaml deleted file mode 100644 index 3f11331b..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_2.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_2_TTLep_pow_2018 - type: bit - parameters: [c0, c1] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_2_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_2_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_3.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_3.yaml deleted file mode 100644 index 7185d107..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_3.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_3_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_3_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_3_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_4.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_4.yaml deleted file mode 100644 index 7c045fec..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_4.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_4_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_4_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_4_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_5.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_5.yaml deleted file mode 100644 index 933a796f..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_5.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_5_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3, c4] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_5_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_5_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_7.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_7.yaml deleted file mode 100644 index 2a3c69e1..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_7.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_7_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_7_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_7_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_8.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_8.yaml deleted file mode 100644 index 2a48b269..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_8.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_8_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_8_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_8_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_9.yaml b/configs/unbinned_v5_CMSJES/2018/unbinned_2018_9.yaml deleted file mode 100644 index 02bee088..00000000 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_9.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_NG_PDF4LHC21_9_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3, c4, c5, c6, c7, c8] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_9_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_9_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/make_configs_automated.sh b/configs/unbinned_v5_CMSJES/make_configs_automated.sh deleted file mode 100755 index 9986f45f..00000000 --- a/configs/unbinned_v5_CMSJES/make_configs_automated.sh +++ /dev/null @@ -1,115 +0,0 @@ -#!/usr/bin/env bash -# Create unbinned YAML configs for a given ERA (N=1..9). -# -# Motivation behind choices: -# - Keep it simple and dependency-free: plain Bash + GNU sed. -# - Safety first: do not overwrite existing files unless -f is provided. -# - Correctness: replace the occurrences of "bit_pod_TTLep_pow_" -# both in POI and job definition in each generated file. -# -# Replaces the template job text in both the POI and job definition. -# for the one with the correct N -# -# Input: -# - Source: unbinned__original.yaml -# - Output dir: / (must already exist) -# -# Output files: -# - /unbinned__1.yaml ... /unbinned__9.yaml -# -# Usage: -# ./make_configs_automated.sh [-f] ERA -# -f overwrite existing output files - -set -euo pipefail - -force_overwrite=false - -usage() { - # Print command usage. - echo "Usage: $(basename "$0") [-f] ERA" - echo " -f Overwrite existing output files" -} - -while getopts ":fh" opt; do - case "$opt" in - f) force_overwrite=true ;; - h) - usage - exit 0 - ;; - \?) - echo "Error: invalid option -$OPTARG" >&2 - usage - exit 1 - ;; - esac -done -shift $((OPTIND - 1)) - -era="${1:-}" -if [[ -z "$era" ]]; then - echo "Error: ERA is required." >&2 - usage - exit 1 -fi - -script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" -source_file="${script_dir}/unbinned_${era}_original.yaml" -output_dir="${script_dir}/${era}" - -if [[ ! -f "$source_file" ]]; then - echo "Error: source file not found: $source_file" >&2 - exit 1 -fi - -if [[ ! -d "$output_dir" ]]; then - echo "Error: output directory not found: $output_dir" >&2 - exit 1 -fi - -old_job="bit_pod_TTLep_pow_${era}" -old_parameters="\[c0, c1, c2, c3, c4, c5\]" -template_job="bit_NG_PDF4LHC21_1_TTLep_pow_${era}" -template_job_n="\[1\]" -template_job_file="BIT_NG_PDF4LHC21_1_TTLep_pow_${era}.pkl" - - -for n in {1..9}; do - new_job="bit_NG_PDF4LHC21_${n}_TTLep_pow_${era}" - new_bit_file="BIT_NG_PDF4LHC21_${n}_TTLep_pow_${era}.pkl" - output_file="${output_dir}/unbinned_${era}_${n}.yaml" - - if [[ -e "$output_file" && "$force_overwrite" != true ]]; then - echo "Skipping existing file: $output_file" - continue - fi - - parameter_list="[" - for ((i=0; i 0 )); then - parameter_list+=", " - fi - parameter_list+="c${i}" - done - parameter_list+="]" - - new_job_n_list="[" - for ((i=1; i<=n; i++)); do - if (( i > 1 )); then - new_job_n_list+="," - fi - new_job_n_list+="${i}" - done - new_job_n_list+="]" - - sed \ - -e "0,/${old_job}/s//${new_job}/" \ - -e "0,/${old_parameters}/s//${parameter_list}/" \ - -e "0,/${template_job}/s//${new_job}/" \ - -e "0,/${template_job_n}/s//${new_job_n_list}/" \ - -e "0,/${template_job_file}/s//${new_bit_file}/" \ - "$source_file" > "$output_file" - - echo "Created: $output_file" -done \ No newline at end of file diff --git a/configs/unbinned_v5_CMSJES/unbinned_2016APV_original.yaml b/configs/unbinned_v5_CMSJES/unbinned_2016APV_original.yaml deleted file mode 100644 index 695e0c78..00000000 --- a/configs/unbinned_v5_CMSJES/unbinned_2016APV_original.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_pod_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4, c5] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/unbinned_2016APV_test.yaml b/configs/unbinned_v5_CMSJES/unbinned_2016APV_test.yaml deleted file mode 100644 index d0a5894a..00000000 --- a/configs/unbinned_v5_CMSJES/unbinned_2016APV_test.yaml +++ /dev/null @@ -1,2402 +0,0 @@ -version: unbinned_2016APV_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016APV - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016APV] - classes: - - id: TTLep_pow_2016APV - sample: TTLep_pow_2016APV - POI: - job: bit_pod_TTLep_pow_2016APV - type: bit - parameters: [c0, c1, c2, c3, c4, c5] - - systematics: - - id: Normalization_TTLep - type: lnN - value: 0.05 - parameters: [nu_norm_TTLep] - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016APV_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016APV_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016APV_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016APV_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016APV_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016APV_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016APV_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016APV_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016APV_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016APV - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016APV_Uncl - parameters: [nu_Uncl] - -jobs: - - id: bit_pod_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1, 2, 4, 5, 10, 12] - pdf_type: PODBasis - pdf_basis: 250503_pod_basis_40k - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_pod_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_2_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_2_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_3_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_3_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_4_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_4_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_5_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_5_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_6_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_6_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_7_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_7_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_8_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_8_TTLep_pow_2016APV.pkl" - - - id: bit_NG_PDF4LHC21_9_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_9_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_1_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_1_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_2_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_2_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_3_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_3_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_4_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_4_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_5_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_5_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_6_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_6_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_7_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_7_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_8_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_8_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF40_9_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF40 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF40_9_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_1_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_1_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_2_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_2_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_3_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_3_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_4_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_4_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_5_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_5_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_6_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_6_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_7_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_7_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_8_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_8_TTLep_pow_2016APV.pkl" - - - id: bit_NG_NNPDF31_9_TTLep_pow_2016APV - type: bit - region: SR_2016APV - process: TTLep_pow_2016APV - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1,2,3,4,5,6,7,8,9] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_NNPDF31_hessian - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_NNPDF31_9_TTLep_pow_2016APV.pkl" - - - id: scaler_TTLep_pow_2016APV - type: scaler - process: TTLep_pow_2016APV - region: SR_2016APV - selection: null - output: - filename: "Scaler_TTLep_pow_2016APV.pkl" - - - id: icp_TTLep_pow_2016APV_L1Prefire - type: icp - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_L1Prefire.pkl - - id: pnn_TTLep_pow_2016APV_L1Prefire - type: pnn - region: SR_2016APV - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_L1Prefire - - - id: icp_TTLep_pow_2016APV_PU - type: icp - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_PU.pkl - - - id: pnn_TTLep_pow_2016APV_PU - type: pnn - region: SR_2016APV - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_PU - - - id: icp_TTLep_pow_2016APV_MuSF - type: icp - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_MuSF.pkl - - id: pnn_TTLep_pow_2016APV_MuSF - type: pnn - region: SR_2016APV - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_MuSF - - id: icp_TTLep_pow_2016APV_EleSF - type: icp - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_EleSF.pkl - - id: pnn_TTLep_pow_2016APV_EleSF - type: pnn - region: SR_2016APV - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_EleSF - - id: icp_TTLep_pow_2016APV_BTag_b - type: icp - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_b.pkl - - id: pnn_TTLep_pow_2016APV_BTag_b - type: pnn - region: SR_2016APV - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_b - - id: icp_TTLep_pow_2016APV_BTag_l - type: icp - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_BTag_l.pkl - - id: pnn_TTLep_pow_2016APV_BTag_l - type: pnn - region: SR_2016APV - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_BTag_l - - - id: icp_TTLep_pow_2016APV_scales - type: icp - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_scales.pkl - - - id: pnn_TTLep_pow_2016APV_scales - type: pnn - region: SR_2016APV - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016APV - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_scales - - - id: icp_TTLep_pow_2016APV_showerISR - type: icp - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerISR.pkl - - - id: pnn_TTLep_pow_2016APV_showerISR - type: pnn - region: SR_2016APV - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerISR - - - id: icp_TTLep_pow_2016APV_showerFSR - type: icp - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_showerFSR.pkl - - - id: pnn_TTLep_pow_2016APV_showerFSR - type: pnn - region: SR_2016APV - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_showerFSR - - - id: icp_TTLep_pow_2016APV_alphaS - type: icp - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_alphaS.pkl - - - id: pnn_TTLep_pow_2016APV_alphaS - type: pnn - region: SR_2016APV - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_alphaS - - - id: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV.pkl - - - id: pnn_TTLep_pow_2016APV_CMS_res_j_0_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_0_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_0_2016APV - - - id: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_1_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_1_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_1_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_2_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_2_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_2_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_3_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_3_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_3_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_4_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_4_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_4_2016APV - - id: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: icp - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV.pkl - - id: pnn_TTLep_pow_2016APV_CMS_res_j_5_2016APV - type: pnn - region: SR_2016APV - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_res_j_5_2016APV_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_res_j_5_2016APV - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016APV - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016APV_Uncl - type: icp - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016APV_Uncl.pkl - - id: pnn_TTLep_pow_2016APV_Uncl - type: pnn - region: SR_2016APV - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016APV_Uncl_down - - coords: [0] - loader: TTLep_pow_2016APV - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016APV_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016APV - use_icp: icp_TTLep_pow_2016APV_Uncl - diff --git a/configs/unbinned_v5_CMSJES/unbinned_2016_original.yaml b/configs/unbinned_v5_CMSJES/unbinned_2016_original.yaml deleted file mode 100644 index 52ab971e..00000000 --- a/configs/unbinned_v5_CMSJES/unbinned_2016_original.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2016_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2016 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2016] - classes: - - id: TTLep_pow_2016 - sample: TTLep_pow_2016 - POI: - job: bit_pod_TTLep_pow_2016 - type: bit - parameters: [c0, c1, c2, c3, c4, c5] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2016_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2016_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2016_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2016_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2016_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2016_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2016_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2016_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2016_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2016_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - job: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2016_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2016 - type: bit - region: SR_2016 - process: TTLep_pow_2016 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2016.pkl" - - - id: scaler_TTLep_pow_2016 - type: scaler - process: TTLep_pow_2016 - region: SR_2016 - selection: null - output: - filename: "Scaler_TTLep_pow_2016.pkl" - - - id: icp_TTLep_pow_2016_L1Prefire - type: icp - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_L1Prefire.pkl - - id: pnn_TTLep_pow_2016_L1Prefire - type: pnn - region: SR_2016 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_L1Prefire - - - id: icp_TTLep_pow_2016_PU - type: icp - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_PU.pkl - - - id: pnn_TTLep_pow_2016_PU - type: pnn - region: SR_2016 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_PU - - - id: icp_TTLep_pow_2016_MuSF - type: icp - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_MuSF.pkl - - id: pnn_TTLep_pow_2016_MuSF - type: pnn - region: SR_2016 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_MuSF - - id: icp_TTLep_pow_2016_EleSF - type: icp - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_EleSF.pkl - - id: pnn_TTLep_pow_2016_EleSF - type: pnn - region: SR_2016 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_EleSF - - id: icp_TTLep_pow_2016_BTag_b - type: icp - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_b.pkl - - id: pnn_TTLep_pow_2016_BTag_b - type: pnn - region: SR_2016 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_b - - id: icp_TTLep_pow_2016_BTag_l - type: icp - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_BTag_l.pkl - - id: pnn_TTLep_pow_2016_BTag_l - type: pnn - region: SR_2016 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_BTag_l - - - id: icp_TTLep_pow_2016_scales - type: icp - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_scales.pkl - - - id: pnn_TTLep_pow_2016_scales - type: pnn - region: SR_2016 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2016 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_scales - - - id: icp_TTLep_pow_2016_showerISR - type: icp - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerISR.pkl - - - id: pnn_TTLep_pow_2016_showerISR - type: pnn - region: SR_2016 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerISR - - - id: icp_TTLep_pow_2016_showerFSR - type: icp - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_showerFSR.pkl - - - id: pnn_TTLep_pow_2016_showerFSR - type: pnn - region: SR_2016 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_showerFSR - - - id: icp_TTLep_pow_2016_alphaS - type: icp - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_alphaS.pkl - - - id: pnn_TTLep_pow_2016_alphaS - type: pnn - region: SR_2016 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_alphaS - - - id: icp_TTLep_pow_2016_CMS_res_j_0_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_0_2016.pkl - - - id: pnn_TTLep_pow_2016_CMS_res_j_0_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_0_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_0_2016 - - - id: icp_TTLep_pow_2016_CMS_res_j_1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_1_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_2_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_3_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_3_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_3_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_3_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_3_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_4_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_4_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_4_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_4_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_4_2016 - - id: icp_TTLep_pow_2016_CMS_res_j_5_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_res_j_5_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_res_j_5_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_res_j_5_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_res_j_5_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2016] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2016] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2016] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF_2016] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF_2016 - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: icp - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016.pkl - - id: pnn_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - type: pnn - region: SR_2016 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2016] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2016]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_CMS_scale_j_Regrouped_RelativeSample_2016 - - id: icp_TTLep_pow_2016_Uncl - type: icp - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2016_Uncl.pkl - - id: pnn_TTLep_pow_2016_Uncl - type: pnn - region: SR_2016 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2016_Uncl_down - - coords: [0] - loader: TTLep_pow_2016 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2016_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2016 - use_icp: icp_TTLep_pow_2016_Uncl - diff --git a/configs/unbinned_v5_CMSJES/unbinned_2017_original.yaml b/configs/unbinned_v5_CMSJES/unbinned_2017_original.yaml deleted file mode 100644 index f8afa209..00000000 --- a/configs/unbinned_v5_CMSJES/unbinned_2017_original.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2017_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2017 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2017] - classes: - - id: TTLep_pow_2017 - sample: TTLep_pow_2017 - POI: - job: bit_pod_TTLep_pow_2017 - type: bit - parameters: [c0, c1, c2, c3, c4, c5] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2017_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2017_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2017_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2017_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2017_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2017_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2017_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2017_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2017_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2017_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - job: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2017_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2017 - type: bit - region: SR_2017 - process: TTLep_pow_2017 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2017.pkl" - - - id: scaler_TTLep_pow_2017 - type: scaler - process: TTLep_pow_2017 - region: SR_2017 - selection: null - output: - filename: "Scaler_TTLep_pow_2017.pkl" - - - id: icp_TTLep_pow_2017_L1Prefire - type: icp - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_L1Prefire.pkl - - id: pnn_TTLep_pow_2017_L1Prefire - type: pnn - region: SR_2017 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_L1Prefire - - - id: icp_TTLep_pow_2017_PU - type: icp - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_PU.pkl - - - id: pnn_TTLep_pow_2017_PU - type: pnn - region: SR_2017 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_PU - - - id: icp_TTLep_pow_2017_MuSF - type: icp - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_MuSF.pkl - - id: pnn_TTLep_pow_2017_MuSF - type: pnn - region: SR_2017 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_MuSF - - id: icp_TTLep_pow_2017_EleSF - type: icp - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_EleSF.pkl - - id: pnn_TTLep_pow_2017_EleSF - type: pnn - region: SR_2017 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_EleSF - - id: icp_TTLep_pow_2017_BTag_b - type: icp - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_b.pkl - - id: pnn_TTLep_pow_2017_BTag_b - type: pnn - region: SR_2017 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_b - - id: icp_TTLep_pow_2017_BTag_l - type: icp - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_BTag_l.pkl - - id: pnn_TTLep_pow_2017_BTag_l - type: pnn - region: SR_2017 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_BTag_l - - - id: icp_TTLep_pow_2017_scales - type: icp - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_scales.pkl - - - id: pnn_TTLep_pow_2017_scales - type: pnn - region: SR_2017 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2017 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_scales - - - id: icp_TTLep_pow_2017_showerISR - type: icp - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerISR.pkl - - - id: pnn_TTLep_pow_2017_showerISR - type: pnn - region: SR_2017 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerISR - - - id: icp_TTLep_pow_2017_showerFSR - type: icp - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_showerFSR.pkl - - - id: pnn_TTLep_pow_2017_showerFSR - type: pnn - region: SR_2017 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_showerFSR - - - id: icp_TTLep_pow_2017_alphaS - type: icp - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_alphaS.pkl - - - id: pnn_TTLep_pow_2017_alphaS - type: pnn - region: SR_2017 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_alphaS - - - id: icp_TTLep_pow_2017_CMS_res_j_0_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_0_2017.pkl - - - id: pnn_TTLep_pow_2017_CMS_res_j_0_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_0_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_0_2017 - - - id: icp_TTLep_pow_2017_CMS_res_j_1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_1_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_2_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_3_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_3_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_3_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_3_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_3_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_4_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_4_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_4_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_4_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_4_2017 - - id: icp_TTLep_pow_2017_CMS_res_j_5_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_res_j_5_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_res_j_5_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_res_j_5_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_res_j_5_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2017] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2017] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2017] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF_2017] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF_2017 - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: icp - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017.pkl - - id: pnn_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - type: pnn - region: SR_2017 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2017] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2017]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_CMS_scale_j_Regrouped_RelativeSample_2017 - - id: icp_TTLep_pow_2017_Uncl - type: icp - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2017_Uncl.pkl - - id: pnn_TTLep_pow_2017_Uncl - type: pnn - region: SR_2017 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2017_Uncl_down - - coords: [0] - loader: TTLep_pow_2017 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2017_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2017 - use_icp: icp_TTLep_pow_2017_Uncl - diff --git a/configs/unbinned_v5_CMSJES/unbinned_2018_original.yaml b/configs/unbinned_v5_CMSJES/unbinned_2018_original.yaml deleted file mode 100644 index 8cf6c1c5..00000000 --- a/configs/unbinned_v5_CMSJES/unbinned_2018_original.yaml +++ /dev/null @@ -1,1778 +0,0 @@ -version: unbinned_2018_v5_CMSJES - -defaults: - module_samples: "data.samples_RunII" - default_features: - - TOP_KINEMATICS - - LEPTON_KINEMATICS - - ASYMMETRY - - splitting: - enabled: true - uid_fields: ["run", "luminosityBlock", "event"] - seed: 42 - n_buckets: 10000 - - scheme: - pnn_train: { fraction: 0.50 } - pnn_val: { fraction: 0.10 } - c2st_train: { fraction: 0.15 } - c2st_val: { fraction: 0.05 } - final_eval: { fraction: 0.20 } - - early_stopping: - enabled: true - patience: 20 # same as current hard-coded - min_delta: 0.0 # improvement threshold; keep 0.0 to match current behavior - mode: "min" # val_loss should decrease - warmup_epochs: 0 # optional: do not early-stop before this epoch - -likelihood: - regions: - - id: SR_2018 - classifier: - type: null - id: null # no classifier needed for a single process - asimov: [TTLep_pow_2018] - classes: - - id: TTLep_pow_2018 - sample: TTLep_pow_2018 - POI: - job: bit_pod_TTLep_pow_2018 - type: bit - parameters: [c0, c1, c2, c3, c4, c5] - - systematics: - - id: L1Prefire - type: pnn - job: pnn_TTLep_pow_2018_L1Prefire - parameters: [nu_l1prefire] - - id: PU - type: pnn - job: pnn_TTLep_pow_2018_PU - parameters: [nu_pu] - - id: MuSF - type: pnn - job: pnn_TTLep_pow_2018_MuSF - parameters: [nu_MuSF] - - id: EleSF - type: pnn - job: pnn_TTLep_pow_2018_EleSF - parameters: [nu_EleSF] - - id: BTag_b - type: pnn - job: pnn_TTLep_pow_2018_BTag_b - parameters: [nu_btag_b] - - id: BTag_l - type: pnn - job: pnn_TTLep_pow_2018_BTag_l - parameters: [nu_btag_l] - - id: Scales - type: pnn - job: pnn_TTLep_pow_2018_scales - parameters: [nu_mu_ren, nu_mu_fac] - - id: ShowerISR - type: pnn - job: pnn_TTLep_pow_2018_showerISR - parameters: [nu_showerISR] - - id: ShowerFSR - type: pnn - job: pnn_TTLep_pow_2018_showerFSR - parameters: [nu_showerFSR] - - id: AlphaS - type: pnn - job: pnn_TTLep_pow_2018_alphaS - parameters: [nu_alphaS] - - id: CMS_res_j_0 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - parameters: [nu_CMS_res_j_0] - - id: CMS_res_j_1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - parameters: [nu_CMS_res_j_1] - - id: CMS_res_j_2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - parameters: [nu_CMS_res_j_2] - - id: CMS_res_j_3 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - parameters: [nu_CMS_res_j_3] - - id: CMS_res_j_4 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - parameters: [nu_CMS_res_j_4] - - id: CMS_res_j_5 - type: pnn - job: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - parameters: [nu_CMS_res_j_5] - - id: CMS_scale_j_FlavorPureBottom - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - parameters: [nu_CMS_scale_j_FlavorPureBottom] - - id: CMS_scale_j_FlavorPureCharm - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - parameters: [nu_CMS_scale_j_FlavorPureCharm] - - id: CMS_scale_j_FlavorPureGluon - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - parameters: [nu_CMS_scale_j_FlavorPureGluon] - - id: CMS_scale_j_FlavorPureQuark - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - parameters: [nu_CMS_scale_j_FlavorPureQuark] - - id: CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - - id: CMS_scale_j_Regrouped_Absolute - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - - id: CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - - id: CMS_scale_j_Regrouped_BBEC1 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - - id: CMS_scale_j_Regrouped_EC2_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - - id: CMS_scale_j_Regrouped_EC2 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - - id: CMS_scale_j_Regrouped_HF_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - - id: CMS_scale_j_Regrouped_HF - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - parameters: [nu_CMS_scale_j_Regrouped_HF] - - id: CMS_scale_j_Regrouped_RelativeBal - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - - id: CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - job: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - - id: Uncl - type: pnn - job: pnn_TTLep_pow_2018_Uncl - parameters: [nu_Uncl] - -jobs: - - - id: bit_NG_PDF4LHC21_1_TTLep_pow_2018 - type: bit - region: SR_2018 - process: TTLep_pow_2018 - selection: null # optional extra selection layered on top - numba: True - pdf: - pdf_n: [1] - pdf_type: PODBasis - pdf_basis: gluon_POD_nongluon_PDF4LHC21 - model: - n_trees: 200 - learning_rate: 0.2 - loss: MSE # or "CrossEntropy" - learn_global_score: true - split_mode: "binned" - n_bins: 256 - quantile_bins: true # if True: quantile edges; else uniform edges - runtime: - training_plots: true # keep if you want training plots - output: - filename: "BIT_NG_PDF4LHC21_1_TTLep_pow_2018.pkl" - - - id: scaler_TTLep_pow_2018 - type: scaler - process: TTLep_pow_2018 - region: SR_2018 - selection: null - output: - filename: "Scaler_TTLep_pow_2018.pkl" - - - id: icp_TTLep_pow_2018_L1Prefire - type: icp - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_L1Prefire.pkl - - id: pnn_TTLep_pow_2018_L1Prefire - type: pnn - region: SR_2018 - parameters: [nu_l1prefire] - combinations: [[nu_l1prefire]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Dn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["L1PreFiringWeight_Nom"] - addweights: ["L1PreFiringWeight_Up"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_L1Prefire - - - id: icp_TTLep_pow_2018_PU - type: icp - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_PU.pkl - - - id: pnn_TTLep_pow_2018_PU - type: pnn - region: SR_2018 - parameters: [nu_pu] - combinations: [[nu_pu]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["Pileup_SF"] - addweights: ["Pileup_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_PU - - - id: icp_TTLep_pow_2018_MuSF - type: icp - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_MuSF.pkl - - id: pnn_TTLep_pow_2018_MuSF - type: pnn - region: SR_2018 - parameters: [nu_MuSF] - combinations: [[nu_MuSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepMu_SF"] - addweights: ["lepMu_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_MuSF - - id: icp_TTLep_pow_2018_EleSF - type: icp - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_EleSF.pkl - - id: pnn_TTLep_pow_2018_EleSF - type: pnn - region: SR_2018 - parameters: [nu_EleSF] - combinations: [[nu_EleSF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["lepEle_SF"] - addweights: ["lepEle_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_EleSF - - id: icp_TTLep_pow_2018_BTag_b - type: icp - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_b.pkl - - id: pnn_TTLep_pow_2018_BTag_b - type: pnn - region: SR_2018 - parameters: [nu_btag_b] - combinations: [[nu_btag_b]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp"] - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_b - - id: icp_TTLep_pow_2018_BTag_l - type: icp - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_BTag_l.pkl - - id: pnn_TTLep_pow_2018_BTag_l - type: pnn - region: SR_2018 - parameters: [nu_btag_l] - combinations: [[nu_btag_l]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFDn"] - - coords: [0.0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - removeweights: ["btagSF_fixedWP_SF"] - addweights: ["btagSF_fixedWP_SF__CMS_eff_b_light_SFUp"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_BTag_l - - - id: icp_TTLep_pow_2018_scales - type: icp - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_scales.pkl - - - id: pnn_TTLep_pow_2018_scales - type: pnn - region: SR_2018 - parameters: [nu_mu_ren, nu_mu_fac] - combinations: [[nu_mu_ren], [nu_mu_fac], [nu_mu_ren, nu_mu_ren], [nu_mu_ren, - nu_mu_fac], [nu_mu_fac, nu_mu_fac]] - base_points: - - coords: [-1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac0p5"] - - coords: [-1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac1p0"] - - coords: [-1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren0p5_fac2p0"] - - coords: [0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac0p5"] - - coords: [0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac1p0"] - nominal: true - - coords: [0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren1p0_fac2p0"] - - coords: [1.0, -1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac0p5"] - - coords: [1.0, 0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac1p0"] - - coords: [1.0, 1.0] - loader: TTLep_pow_2018 - addweights: ["scale_ren2p0_fac2p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_scales - - - id: icp_TTLep_pow_2018_showerISR - type: icp - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerISR.pkl - - - id: pnn_TTLep_pow_2018_showerISR - type: pnn - region: SR_2018 - parameters: [nu_showerISR] - combinations: [[nu_showerISR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerISR - - - id: icp_TTLep_pow_2018_showerFSR - type: icp - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_showerFSR.pkl - - - id: pnn_TTLep_pow_2018_showerFSR - type: pnn - region: SR_2018 - parameters: [nu_showerFSR] - combinations: [[nu_showerFSR]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr0p5_fsr1p0"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["shower_isr2p0_fsr1p0"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_showerFSR - - - id: icp_TTLep_pow_2018_alphaS - type: icp - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_alphaS.pkl - - - id: pnn_TTLep_pow_2018_alphaS - type: pnn - region: SR_2018 - parameters: [nu_alphaS] - combinations: [[nu_alphaS]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_dn"] - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018 - addweights: ["pdf_alphas_up"] - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_alphaS - - - id: icp_TTLep_pow_2018_CMS_res_j_0_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_0_2018.pkl - - - id: pnn_TTLep_pow_2018_CMS_res_j_0_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_0] - combinations: [[nu_CMS_res_j_0]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_0_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_0_2018 - - - id: icp_TTLep_pow_2018_CMS_res_j_1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_1] - combinations: [[nu_CMS_res_j_1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_1_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_2] - combinations: [[nu_CMS_res_j_2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_2_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_3_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_3_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_3_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_3] - combinations: [[nu_CMS_res_j_3]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_3_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_3_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_4_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_4_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_4_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_4] - combinations: [[nu_CMS_res_j_4]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_4_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_4_2018 - - id: icp_TTLep_pow_2018_CMS_res_j_5_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_res_j_5_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_res_j_5_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_res_j_5] - combinations: [[nu_CMS_res_j_5]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_res_j_5_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_res_j_5_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureBottom] - combinations: [[nu_CMS_scale_j_FlavorPureBottom]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureBottom_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureBottom - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureCharm] - combinations: [[nu_CMS_scale_j_FlavorPureCharm]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureCharm_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureCharm - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureGluon] - combinations: [[nu_CMS_scale_j_FlavorPureGluon]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureGluon_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureGluon - - id: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_FlavorPureQuark] - combinations: [[nu_CMS_scale_j_FlavorPureQuark]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_FlavorPureQuark_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_FlavorPureQuark - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute_2018] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_Absolute] - combinations: [[nu_CMS_scale_j_Regrouped_Absolute]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute_up - - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_Absolute - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1_2018] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_BBEC1] - combinations: [[nu_CMS_scale_j_Regrouped_BBEC1]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_BBEC1 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2_2018] - combinations: [[nu_CMS_scale_j_Regrouped_EC2_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_EC2] - combinations: [[nu_CMS_scale_j_Regrouped_EC2]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_EC2_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_EC2 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF_2018] - combinations: [[nu_CMS_scale_j_Regrouped_HF_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF_2018 - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_HF] - combinations: [[nu_CMS_scale_j_Regrouped_HF]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_HF_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_HF - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeBal] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeBal]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeBal - - id: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: icp - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - train_ratio: true - output: - filename: - icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018.pkl - - id: pnn_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - type: pnn - region: SR_2018 - parameters: [nu_CMS_scale_j_Regrouped_RelativeSample_2018] - combinations: [[nu_CMS_scale_j_Regrouped_RelativeSample_2018]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_CMS_scale_j_Regrouped_RelativeSample_2018 - - id: icp_TTLep_pow_2018_Uncl - type: icp - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - train_ratio: true - output: - filename: icp_TTLep_pow_2018_Uncl.pkl - - id: pnn_TTLep_pow_2018_Uncl - type: pnn - region: SR_2018 - parameters: [nu_Uncl] - combinations: [[nu_Uncl]] - base_points: - - coords: [-1.0] - loader: TTLep_pow_2018_Uncl_down - - coords: [0] - loader: TTLep_pow_2018 - nominal: true - - coords: [1.0] - loader: TTLep_pow_2018_Uncl_up - - model: - hidden_layers: - - 128 - - 128 - activation: relu - initialize_zero: true - optim: - epochs: 200 - phaseout_epochs: 50 - learning_rate: 0.001 - runtime: - n_split: 10 - rebin: 2 - extras: - use_scaler: scaler_TTLep_pow_2018 - use_icp: icp_TTLep_pow_2018_Uncl - diff --git a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_6.yaml b/configs/unbinned_v6/unbinned_2016.yaml similarity index 99% rename from configs/unbinned_v5_CMSJES/2016/unbinned_2016_6.yaml rename to configs/unbinned_v6/unbinned_2016.yaml index 9f9cb984..89def181 100644 --- a/configs/unbinned_v5_CMSJES/2016/unbinned_2016_6.yaml +++ b/configs/unbinned_v6/unbinned_2016.yaml @@ -1,4 +1,4 @@ -version: unbinned_2016_v5_CMSJES +version: unbinned_2016_v6 defaults: module_samples: "data.samples_RunII" @@ -43,6 +43,18 @@ likelihood: parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_1516 + type: lnN + value: 0.0118 + parameters: [nu_lumi_1516] + - id: Lumi_151617 + type: lnN + value: 0.0004 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0035 + parameters: [nu_lumi_15161718] - id: L1Prefire type: pnn job: pnn_TTLep_pow_2016_L1Prefire diff --git a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_6.yaml b/configs/unbinned_v6/unbinned_2016APV.yaml similarity index 99% rename from configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_6.yaml rename to configs/unbinned_v6/unbinned_2016APV.yaml index 638ea51e..b86551b1 100644 --- a/configs/unbinned_v5_CMSJES/2016APV/unbinned_2016APV_6.yaml +++ b/configs/unbinned_v6/unbinned_2016APV.yaml @@ -1,4 +1,4 @@ -version: unbinned_2016APV_v5_CMSJES +version: unbinned_2016APV_v6 defaults: module_samples: "data.samples_RunII" @@ -43,6 +43,18 @@ likelihood: parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_1516 + type: lnN + value: 0.0118 + parameters: [nu_lumi_1516] + - id: Lumi_151617 + type: lnN + value: 0.0004 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0035 + parameters: [nu_lumi_15161718] - id: L1Prefire type: pnn job: pnn_TTLep_pow_2016APV_L1Prefire diff --git a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_6.yaml b/configs/unbinned_v6/unbinned_2017.yaml similarity index 99% rename from configs/unbinned_v5_CMSJES/2017/unbinned_2017_6.yaml rename to configs/unbinned_v6/unbinned_2017.yaml index 8795d2fb..aa2ae4bf 100644 --- a/configs/unbinned_v5_CMSJES/2017/unbinned_2017_6.yaml +++ b/configs/unbinned_v6/unbinned_2017.yaml @@ -1,4 +1,4 @@ -version: unbinned_2017_v5_CMSJES +version: unbinned_2017_v6 defaults: module_samples: "data.samples_RunII" @@ -43,6 +43,14 @@ likelihood: parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_151617 + type: lnN + value: 0.0055 + parameters: [nu_lumi_151617] + - id: Lumi_15161718 + type: lnN + value: 0.0061 + parameters: [nu_lumi_15161718] - id: L1Prefire type: pnn job: pnn_TTLep_pow_2017_L1Prefire diff --git a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_6.yaml b/configs/unbinned_v6/unbinned_2018.yaml similarity index 99% rename from configs/unbinned_v5_CMSJES/2018/unbinned_2018_6.yaml rename to configs/unbinned_v6/unbinned_2018.yaml index 9a2852a5..e0308d51 100644 --- a/configs/unbinned_v5_CMSJES/2018/unbinned_2018_6.yaml +++ b/configs/unbinned_v6/unbinned_2018.yaml @@ -1,4 +1,4 @@ -version: unbinned_2018_v5_CMSJES +version: unbinned_2018_v6 defaults: module_samples: "data.samples_RunII" @@ -43,6 +43,10 @@ likelihood: parameters: [c0, c1, c2, c3, c4, c5] systematics: + - id: Lumi_15161718 + type: lnN + value: 0.0084 + parameters: [nu_lumi_15161718] - id: L1Prefire type: pnn job: pnn_TTLep_pow_2018_L1Prefire diff --git a/orth/orthogonalize_Fisher.py b/orth/orthogonalize_Fisher.py index 472c277b..49901c61 100644 --- a/orth/orthogonalize_Fisher.py +++ b/orth/orthogonalize_Fisher.py @@ -305,7 +305,7 @@ ymin = 0.5 * np.min(lam_pos) ymax = 2.0 * np.max(lam_pos) log_span = np.log10(ymax / ymin) -half_bar_decades = 0.025 * log_span +half_bar_decades = 0.01 * log_span def yband(yv): return yv / (10.0 ** half_bar_decades), yv * (10.0 ** half_bar_decades) diff --git a/plot/bit/bit_plot.py b/plot/bit/bit_plot.py index 9d6b5324..e44e914a 100644 --- a/plot/bit/bit_plot.py +++ b/plot/bit/bit_plot.py @@ -25,6 +25,14 @@ from propaganda_plot_options import plot_options as PLOT_OPTS import common.syncer as syncer import common.helpers as helpers + +from fit.Likelihood import ( + load_likelihood, + build_hypothesis_from_likelihood, + _predict_classifier, + predict_pnn_deltaA, +) + # -------------------------------------------------------------------------------- # hard-coded knobs # -------------------------------------------------------------------------------- @@ -35,7 +43,13 @@ SHOW_ONLY = [("c0",), ("c1",), ("c2",), ("c3",), ("c4",), ("c5",)] # --small will stop after this many selected events -SMALL_MAX_EVENTS = 20000 +SMALL_MAX_EVENTS = 500000 + +# nuisance toy sampling (prefit) +NUISANCE_N_TOYS = 1000 +NUISANCE_TOY_RNG_SEED = 42 +NUISANCE_TOY_MEAN = 0.0 +NUISANCE_TOY_SIGMA = 1.0 # More discernible hard-coded colors (Wong/Okabe-Ito style + a few extras) COLOR_HEX = [ @@ -91,6 +105,9 @@ def map_right_to_left(values, right_min, right_max, left_max): p.add_argument("config", help="Path to global YAML config") p.add_argument("--job", default=None, help="BIT job id to run (omit to list)") p.add_argument("--small", action="store_true", help=f"Only use the first {SMALL_MAX_EVENTS} selected events") +p.add_argument("--truth_only", action="store_true", help="Only plot truth prediction") +p.add_argument("--uncertainty", action="store_true", help=f"Plot uncertainties?") +p.add_argument("--clip", action="store_true", help="Clip features used for surrogate evaluation to plot range.") args = p.parse_args() @@ -148,10 +165,7 @@ def list_and_exit(): raise RuntimeError(f"Loader/view '{loader_name}' not found in module {module_samples}.") L = getattr(samples_mod, loader_name) -if args.small: - L.set_n_split(100) -else: - L.set_n_split(20) +L.set_n_split(100) sel = J.get("selection", None) sel_f = J.get("selection_features", []) @@ -178,6 +192,28 @@ def list_and_exit(): print(f"Plottable features: {plot_feats}") +# -------------------------------------------------------------------------------- +# Uncertainty helpers +# -------------------------------------------------------------------------------- +if args.uncertainty: + def make_column_mask(all_features, wanted_features): + pos = {f: i for i, f in enumerate(all_features)} + mask = np.zeros(len(all_features), dtype=bool) + for f in wanted_features: + mask[pos[f]] = True + return mask + + def nuis_to_A_matrix(combinations, nuisance_toys, nuisance_name_to_idx): + if not combinations: + return np.zeros((nuisance_toys.shape[0], 0), dtype=np.float64) + + out = np.empty((nuisance_toys.shape[0], len(combinations)), dtype=np.float64) + for i_comb, comb in enumerate(combinations): + v = np.ones(nuisance_toys.shape[0], dtype=np.float64) + for p in comb: + v *= nuisance_toys[:, nuisance_name_to_idx[p]] + out[:, i_comb] = v + return out # -------------------------------------------------------------------------------- # UID split config @@ -307,14 +343,124 @@ def list_and_exit(): # output directory # -------------------------------------------------------------------------------- -out_dir = os.path.join(user.plot_directory, "BIT-plot", cfg_base, J["id"]) +out_dir = os.path.join(user.plot_directory, "BIT-plot"+("_unc" if args.uncertainty else ""), cfg_base, J["id"]) if args.small: out_dir = os.path.join(out_dir, "small") + +if args.truth_only: + out_dir += "_truth_only" os.makedirs(out_dir, exist_ok=True) print(f"Output directory: {out_dir}") +# -------------------------------------------------------------------------------- +# uncertainty setup (prefit) +# -------------------------------------------------------------------------------- +if args.uncertainty: + yaml_loader.load_surrogates(CFG, cfg_path, overwrite=False) + uncertainty_like_info = load_likelihood(CFG) + uncertainty_hyp = build_hypothesis_from_likelihood(uncertainty_like_info, name=J["region"]) + + uncertainty_region = next(r for r in uncertainty_like_info["regions"] if r["id"] == J["region"]) + uncertainty_classes = list(uncertainty_region.get("classes", []) or []) + uncertainty_classifier = (uncertainty_region.get("classifier") or {}).get("predictor", None) + + uncertainty_nuisances = [par for par in uncertainty_hyp.nuisances if not par.isFrozen] + uncertainty_nuisance_names = [par.name for par in uncertainty_nuisances] + uncertainty_nuisance_name_to_idx = {name: i for i, name in enumerate(uncertainty_nuisance_names)} + uncertainty_n_nuisances = len(uncertainty_nuisance_names) + + uncertainty_mean = np.full(uncertainty_n_nuisances, NUISANCE_TOY_MEAN, dtype=np.float64) + uncertainty_cov = np.eye(uncertainty_n_nuisances, dtype=np.float64) * (NUISANCE_TOY_SIGMA ** 2) + + np.random.seed(NUISANCE_TOY_RNG_SEED) + uncertainty_toys = np.random.multivariate_normal( + mean=uncertainty_mean, + cov=uncertainty_cov, + size=NUISANCE_N_TOYS, + ) + + if uncertainty_classifier is not None: + uncertainty_classifier_column_mask = make_column_mask(feat_names, uncertainty_classifier.feature_names) + else: + uncertainty_classifier_column_mask = None + + uncertainty_class_infos = [] + for i_class, C in enumerate(uncertainty_classes): + class_info = { + "id": C["id"], + "index": i_class, + "pnn": [], + "lnN": [], + } + + for S in (C.get("systematics") or []): +# if S.get("type") == "pnn": +# column_mask = make_column_mask(feat_names, S["predictor"].feature_names) +# nuA_toys = nuis_to_A_matrix( +# [tuple(c) for c in (S.get("combinations") or [])], +# uncertainty_toys, +# uncertainty_nuisance_name_to_idx, +# ) +# class_info["pnn"].append({ +# "id": S["id"], +# "predictor": S["predictor"], +# "column_mask": column_mask, +# "nuA_toys": nuA_toys, +# }) + # clipping for uncertainty evaluation + if S.get("type") == "pnn": + pnn_feature_names = list(S["predictor"].feature_names) + column_mask = make_column_mask(feat_names, pnn_feature_names) + + clip_low = np.array( + [PLOT_OPTS[name]["binning"][1] for name in pnn_feature_names], + dtype=np.float64, + ) + clip_high = np.array( + [PLOT_OPTS[name]["binning"][2] for name in pnn_feature_names], + dtype=np.float64, + ) + + nuA_toys = nuis_to_A_matrix( + [tuple(c) for c in (S.get("combinations") or [])], + uncertainty_toys, + uncertainty_nuisance_name_to_idx, + ) + + class_info["pnn"].append({ + "id": S["id"], + "predictor": S["predictor"], + "column_mask": column_mask, + "clip_low": clip_low, + "clip_high": clip_high, + "nuA_toys": nuA_toys, + }) + elif S.get("type") == "lnN": + class_info["lnN"].append( + (S["parameters"][0], math.log1p(float(S.get("value", 0.0)))) + ) + + uncertainty_class_infos.append(class_info) + + uncertainty_n_toys = uncertainty_toys.shape[0] + print("sampling done") + +else: + uncertainty_like_info = None + uncertainty_hyp = None + uncertainty_region = None + uncertainty_classes = [] + uncertainty_classifier = None + uncertainty_classifier_column_mask = None + uncertainty_nuisances = [] + uncertainty_nuisance_names = [] + uncertainty_nuisance_name_to_idx = {} + uncertainty_toys = np.empty((0, 0), dtype=np.float64) + uncertainty_class_infos = [] + uncertainty_n_toys = 0 + # -------------------------------------------------------------------------------- # histogram containers @@ -323,6 +469,7 @@ def list_and_exit(): feature_columns = {f: feat_names.index(f) for f in plot_feats} feature_edges = {} nominal_hists = {} +nominal_toy_hists = {} truth_num_hists = {} pred_num_hists = {} @@ -331,6 +478,7 @@ def list_and_exit(): edges = np.linspace(x_lo, x_hi, n_bins + 1, dtype=np.float64) feature_edges[feat] = edges nominal_hists[feat] = np.zeros(n_bins, dtype=np.float64) + nominal_toy_hists[feat] = np.zeros((n_bins, uncertainty_n_toys), dtype=np.float64) truth_num_hists[feat] = {der: np.zeros(n_bins, dtype=np.float64) for der in plot_derivatives} pred_num_hists[feat] = {der: np.zeros(n_bins, dtype=np.float64) for der in plot_derivatives} @@ -389,6 +537,44 @@ def list_and_exit(): if len(X) == 0: continue + if args.uncertainty: + if uncertainty_classifier is None or len(uncertainty_class_infos) <= 1: + uncertainty_g = np.ones((len(X), len(uncertainty_class_infos)), dtype=np.float64) + else: + uncertainty_g = _predict_classifier( + uncertainty_classifier, + X[:, uncertainty_classifier_column_mask], + ) + + uncertainty_T = np.zeros((len(X), uncertainty_n_toys), dtype=np.float64) + + for class_info in uncertainty_class_infos: + g_cls = uncertainty_g[:, class_info["index"]].astype(np.float64, copy=False) + expo = np.zeros((len(X), uncertainty_n_toys), dtype=np.float64) + + for syst_info in class_info["pnn"]: + X_syst = X[:, syst_info["column_mask"]].astype(np.float64, copy=True) + if args.clip: + np.clip(X_syst, syst_info["clip_low"], syst_info["clip_high"], out=X_syst) + + dA = predict_pnn_deltaA( + syst_info["predictor"], + X_syst, + ) + expo += dA @ syst_info["nuA_toys"].T + + ln_bias = np.zeros(uncertainty_n_toys, dtype=np.float64) + for pname, log1p_alpha in class_info["lnN"]: + ln_bias += log1p_alpha * uncertainty_toys[:, uncertainty_nuisance_name_to_idx[pname]] + + exp_expo = np.exp(expo + ln_bias.reshape(1, -1)) + uncertainty_T += g_cls.reshape(-1, 1) * (exp_expo - 1.0) + + uncertainty_R = 1.0 + uncertainty_T + + else: + uncertainty_R = np.empty((len(X), 0), dtype=np.float64) + Q = G[:, i_Q].astype(np.float32, copy=False) x1 = G[:, i_x1].astype(np.float32, copy=False) x2 = G[:, i_x2].astype(np.float32, copy=False) @@ -400,6 +586,92 @@ def list_and_exit(): nominal_w = deriv_w[:, nominal_idx] + if uncertainty_R.shape[1] > 0: + toy_weights = nominal_w.reshape(-1, 1) * uncertainty_R + + bad_mask = (~np.isfinite(toy_weights)) | (np.abs(toy_weights) > 1e4) + if np.any(bad_mask): + bad_idx = np.argwhere(bad_mask) + print("outlier toy weights:") + for i_evt, i_toy in bad_idx[:10]: + feat_str = ", ".join( + f"{name}={X[i_evt, i_feat]:.6e}" + for i_feat, name in enumerate(feat_names) + ) + + print( + f" shard={shard} evt={i_evt} toy={i_toy} " + f"w0={nominal_w[i_evt]:.6e} " + f"R={uncertainty_R[i_evt, i_toy]:.6e} " + f"w={toy_weights[i_evt, i_toy]:.6e}" + ) + print(f" features: {feat_str}") + + for class_info in uncertainty_class_infos: + g_val = uncertainty_g[i_evt, class_info["index"]] + + ln_bias_terms = [] + ln_bias_val = 0.0 + for pname, log1p_alpha in class_info["lnN"]: + term = log1p_alpha * uncertainty_toys[i_toy, uncertainty_nuisance_name_to_idx[pname]] + ln_bias_terms.append((pname, term)) + ln_bias_val += term + + syst_terms = [] + expo_val = 0.0 + for syst_info in class_info["pnn"]: + X_evt_raw = X[i_evt:i_evt+1, syst_info["column_mask"]].astype(np.float64, copy=True) + X_evt = X_evt_raw.copy() + if args.clip: + np.clip(X_evt, syst_info["clip_low"], syst_info["clip_high"], out=X_evt) + + dA_evt = predict_pnn_deltaA( + syst_info["predictor"], + X_evt, + )[0] + nuA_toy = syst_info["nuA_toys"][i_toy] + term = float(np.dot(dA_evt, nuA_toy)) + syst_terms.append((syst_info["id"], term)) + expo_val += term + + if np.any(X_evt != X_evt_raw): + used_names = list(syst_info["predictor"].feature_names) + raw_str = ", ".join( + f"{name}={X_evt_raw[0, j]:.6e}" + for j, name in enumerate(used_names) + ) + clip_str = ", ".join( + f"{name}={X_evt[0, j]:.6e}" + for j, name in enumerate(used_names) + ) + print(f" syst {syst_info['id']} input clipped") + print(f" raw : {raw_str}") + print(f" clip: {clip_str}") + + arg_val = expo_val + ln_bias_val + exp_val = np.exp(arg_val) if np.isfinite(arg_val) else np.nan + class_contribution = g_val * (exp_val - 1.0) if np.isfinite(exp_val) else np.nan + + print( + f" class={class_info['id']} " + f"g={g_val:.6e} " + f"expo={expo_val:.6e} " + f"ln_bias={ln_bias_val:.6e} " + f"arg={arg_val:.6e} " + f"exp(arg)={exp_val:.6e} " + f"class_term={class_contribution:.6e}" + ) + + syst_terms = sorted(syst_terms, key=lambda x: abs(x[1]), reverse=True) + for sid, term in syst_terms[:5]: + print(f" syst {sid}: {term:.6e}") + + ln_bias_terms = sorted(ln_bias_terms, key=lambda x: abs(x[1]), reverse=True) + for pname, term in ln_bias_terms[:5]: + print(f" lnN {pname}: {term:.6e}") + else: + toy_weights = np.empty((len(X), 0), dtype=np.float64) + pred = np.asarray(bit.predict(X, max_n_tree=n_loaded_trees)) if pred.ndim == 1: pred = pred.reshape(-1, 1) @@ -410,6 +682,14 @@ def list_and_exit(): nominal_hists[feat] += np.histogram(xvals, bins=edges, weights=nominal_w)[0] + if toy_weights.shape[1] > 0: + for i_toy in range(uncertainty_n_toys): + nominal_toy_hists[feat][:, i_toy] += np.histogram( + xvals, + bins=edges, + weights=toy_weights[:, i_toy], + )[0] + for der in plot_derivatives: truth_col = combo_to_idx[der] pred_col = pred_derivative_to_idx[der] @@ -447,6 +727,15 @@ def list_and_exit(): x_title = PLOT_OPTS[feat]["tex"] nominal = nominal_hists[feat] + nominal_toys = nominal_toy_hists[feat] + have_uncertainty = nominal_toys.shape[1] > 0 + + if have_uncertainty: + nominal_q_low = np.quantile(nominal_toys, 0.16, axis=1) + nominal_q_high = np.quantile(nominal_toys, 0.84, axis=1) + else: + nominal_q_low = None + nominal_q_high = None coeff_truth = {} coeff_pred = {} @@ -485,10 +774,6 @@ def list_and_exit(): right_min -= 0.5 * width right_max += 0.5 * width - #right_pad = 0.18 * (right_max - right_min) - #right_min -= right_pad - #right_max += right_pad - right_pad_lo = 0.18 * (right_max - right_min) right_pad_hi = 0.28 * (right_max - right_min) right_min -= right_pad_lo @@ -497,8 +782,6 @@ def list_and_exit(): left_max = float(np.max(nominal)) if len(nominal) else 0.0 if left_max <= 0.0: left_max = 1.0 - - #left_max *= 1.25 left_max *= 1.35 canvas = ROOT.TCanvas(f"c_{feat}", feat, 900, 700) @@ -521,13 +804,39 @@ def list_and_exit(): frame.Draw("axis") frame.GetYaxis().SetTicks("-") + drawn_objects = [frame] + + if have_uncertainty: + uncertainty_boxes = [] + for i_bin in range(n_bins): + box = ROOT.TBox( + float(edges[i_bin]), + float(nominal_q_low[i_bin]), + float(edges[i_bin + 1]), + float(nominal_q_high[i_bin]), + ) + box.SetLineWidth(0) + box.SetLineColor(0) + box.SetFillColorAlpha(ROOT.kGray + 1, 0.35) + uncertainty_boxes.append(box) + + for box in uncertainty_boxes: + box.Draw("same") + + drawn_objects.extend(uncertainty_boxes) + h_nominal = make_root_hist(f"h_nominal_{feat}", "", edges, nominal) h_nominal.SetLineColor(ROOT.kGray + 2) h_nominal.SetLineWidth(2) - h_nominal.SetFillColorAlpha(ROOT.kGray + 1, 0.35) - h_nominal.Draw("hist same") - drawn_objects = [frame, h_nominal] + if have_uncertainty: + h_nominal.SetFillStyle(0) + h_nominal.SetFillColor(0) + else: + h_nominal.SetFillColorAlpha(ROOT.kGray + 1, 0.35) + + h_nominal.Draw("hist same") + drawn_objects.append(h_nominal) for der in plot_derivatives: y_truth_left = map_right_to_left(coeff_truth[der], right_min, right_max, left_max) @@ -549,7 +858,8 @@ def list_and_exit(): h_pred.SetMarkerStyle(0) h_truth.Draw("hist same") - h_pred.Draw("hist same") + if not args.truth_only: + h_pred.Draw("hist same") drawn_objects.extend([h_truth, h_pred]) @@ -594,7 +904,12 @@ def list_and_exit(): legend_frame.GetYaxis().SetTickLength(0.0) legend_frame.Draw("axis") -legend_entries = 1 + 2 * len(plot_derivatives) +legend_entries = 2 * len(plot_derivatives) +if uncertainty_n_toys > 0: + legend_entries += 2 +else: + legend_entries += 1 + if legend_entries > 30: n_cols = 4 elif legend_entries > 18: @@ -615,9 +930,23 @@ def list_and_exit(): dummy_nominal = ROOT.TH1D("dummy_nominal", "", 1, 0.0, 1.0) dummy_nominal.SetLineColor(ROOT.kGray + 2) dummy_nominal.SetLineWidth(2) -dummy_nominal.SetFillColorAlpha(ROOT.kGray + 1, 0.35) -legend.AddEntry(dummy_nominal, "SM distribution", "lf") -legend_objects.append(dummy_nominal) + +if uncertainty_n_toys > 0: + dummy_nominal.SetFillStyle(0) + dummy_nominal.SetFillColor(0) + legend.AddEntry(dummy_nominal, "SM nominal", "l") + + dummy_unc = ROOT.TH1D("dummy_unc", "", 1, 0.0, 1.0) + dummy_unc.SetLineWidth(0) + dummy_unc.SetLineColor(0) + dummy_unc.SetFillColorAlpha(ROOT.kGray + 1, 0.35) + legend.AddEntry(dummy_unc, "68% nuisance interval", "f") + legend_objects.extend([dummy_nominal, dummy_unc]) + +else: + dummy_nominal.SetFillColorAlpha(ROOT.kGray + 1, 0.35) + legend.AddEntry(dummy_nominal, "SM distribution", "lf") + legend_objects.append(dummy_nominal) for der in plot_derivatives: label = derivative_label(der) @@ -635,7 +964,8 @@ def list_and_exit(): dummy_pred.SetLineWidth(3) legend.AddEntry(dummy_truth, f"truth {label}", "l") - legend.AddEntry(dummy_pred, f"BIT {label}", "l") + if not args.truth_only: + legend.AddEntry(dummy_pred, f"BIT {label}", "l") legend_objects.extend([dummy_truth, dummy_pred]) diff --git a/plot/bit/propaganda_plot_options.py b/plot/bit/propaganda_plot_options.py index 31514eb2..e00980b2 100644 --- a/plot/bit/propaganda_plot_options.py +++ b/plot/bit/propaganda_plot_options.py @@ -181,8 +181,8 @@ "tr_antinu_phi" : { 'binning': [26, -pi, pi], 'tex': '#phi(#bar{#nu})', 'logY': False }, "tr_antinu_mass" : { 'binning': [50, 0, 100], 'tex': 'M(#bar{#nu})', 'logY': True }, - "tr_ttbar_pt" : { 'binning': [30, 0, 600], 'tex': 'p_{T}(t#bar{t})', 'logY': True }, - "tr_ttbar_mass" : { 'binning': [29, 350, 1800], 'tex': 'M(t#bar{t})', 'logY': True }, + "tr_ttbar_pt" : { 'binning': [30, 0, 600], 'tex': 'p_{T}(t#bar{t})', 'logY': False }, + "tr_ttbar_mass" : { 'binning': [29, 350, 1800], 'tex': 'M(t#bar{t})', 'logY': False }, "tr_ttbar_eta" : { 'binning': [26, -2.6, 2.6], 'tex': '#eta(t#bar{t})', 'logY': False }, "tr_ttbar_phi" : { 'binning': [26, -pi, pi], 'tex': '#phi(t#bar{t})', 'logY': False }, "tr_ttbar_y" : { 'binning': [22, -2.2, 2.2], 'tex': 'y(t#bar{t})', 'logY': False }, diff --git a/plot/pdf/compare_pdfs.py b/plot/pdf/compare_pdfs.py new file mode 100644 index 00000000..8d7c40bc --- /dev/null +++ b/plot/pdf/compare_pdfs.py @@ -0,0 +1,157 @@ +"""Create a two-panel comparison plot from one or more PDF result CSV files.""" + +from __future__ import annotations + +import argparse +import logging +from pathlib import Path + +from matplotlib.axes import Axes +import matplotlib.pyplot as plt +import pandas as pd + +import common.syncer as syncer +import common.user as user +import os + + +LOGGER = logging.getLogger(__name__) + +def parse_series_entry(raw_series: str) -> tuple[str, Path]: + """Parse one --series entry into csv path and label.""" + + pieces = raw_series.split(":") + if len(pieces) < 2: + raise ValueError( + "Each --series entry must be 'label:path'. " + f"Invalid entry: {raw_series}" + ) + + csv_path = Path(pieces[0]).expanduser() + label = pieces[1].strip() + + if not label: + raise ValueError(f"Series label cannot be empty: {raw_series}") + + return label, csv_path + + +def load_ratio_frame(csv_path: Path) -> pd.DataFrame: + """Load and validate a CSV file with x, ratio_q16, and ratio_q84 columns.""" + + frame = pd.read_csv(csv_path) + required_columns = {"x", "ratio_q16", "ratio_q84"} + missing_columns = required_columns.difference(frame.columns) + if missing_columns: + raise ValueError( + f"Missing columns in {csv_path}: {sorted(missing_columns)}. " + "Expected at least x, ratio_q16, ratio_q84." + ) + + return frame.sort_values("x") + + +def plot_ratio_band( + axis: Axes, + frame: pd.DataFrame, + color: str, + line_style: str, + label: str | None = None, +) -> None: + """Plot upper and lower ratio quantile curves on a given axis.""" + + axis.plot( + frame["x"], + frame["ratio_q84"], + color=color, + linestyle=line_style, + linewidth=1.5, + label=label, + ) + axis.plot( + frame["x"], + frame["ratio_q16"], + color=color, + linestyle=line_style, + linewidth=1.5, + ) + + +if __name__ == "__main__": + + logging.basicConfig(level=logging.INFO, format="%(levelname)s: %(message)s") + + parser = argparse.ArgumentParser( + description="Plot ratio uncertainty bands from multiple CSV result files." + ) + parser.add_argument( + "--series", + nargs="+", + required=True, + help=( + "Series entries in the form path:label. " + "Colors and line styles are assigned automatically. " + "Example: 'data/binned.csv:Binned' 'data/unbinned.csv:NSBI unbinned'" + ), + ) + parser.add_argument("--output", help="Output image path, wrt user.plot_directory/gluonPDF_comparison/",required=True) + parser.add_argument("--q_value", default="1.65", help="Value of Q at which the results were derived (for label).") + parser.add_argument("--zoom-xmin", type=float, default=0.1, help="Zoom panel x minimum.") + parser.add_argument("--zoom-xmax", type=float, default=0.6, help="Zoom panel x maximum.") + parser.add_argument("--ymin", type=float, default=0.5, help="Shared y-axis minimum.") + parser.add_argument("--ymax", type=float, default=1.5, help="Shared y-axis maximum.") + args = parser.parse_args() + + # plt.style.use("seaborn-v0_8-whitegrid") + # plt.rcParams["axes.unicode_minus"] = False + figure, (axis_full, axis_zoom) = plt.subplots( + ncols=2, + figsize=(11, 3.8), + sharey=True, + constrained_layout=True, + ) + + colors = plt.rcParams["axes.prop_cycle"].by_key().get("color", ["C0", "C1", "C2", "C3"]) + line_styles = ["-", "--", "-.", ":"] + + for series_index, raw_series in enumerate(args.series): + label, csv_path = parse_series_entry(raw_series) + color = colors[series_index % len(colors)] + line_style = line_styles[(series_index // len(colors)) % len(line_styles)] + LOGGER.info("Loading %s", csv_path) + frame = load_ratio_frame(csv_path) + plot_ratio_band(axis_full, frame, color, line_style, label=label) + + zoomed: pd.DataFrame = frame.loc[ + (frame["x"] >= args.zoom_xmin) & (frame["x"] <= args.zoom_xmax) + ] + plot_ratio_band(axis_zoom, zoomed, color, line_style) + + axis_full.set_xscale("log") + axis_full.set_xlim(left=0.005) + axis_full.set_ylim(args.ymin, args.ymax) + axis_full.set_xlabel("$x$") + axis_full.set_ylabel(r"$g/g^{(\mathrm{ref})}(x, Q)$") + axis_full.grid(True, which="major") + axis_full.legend(loc="upper center", frameon=True) + + axis_zoom.set_xlim(args.zoom_xmin, args.zoom_xmax) + axis_zoom.set_xlabel("$x$") + axis_zoom.grid(True, which="major") + if args.q_value: + axis_zoom.text( + 0.03, + 0.93, + rf"$Q = {args.q_value}$ GeV", + transform=axis_zoom.transAxes, + fontsize=16, + va="top", + ha="left", + ) + + output_path = os.path.join(user.plot_directory,"gluonPDF_comparison") + os.makedirs(output_path, exist_ok=True) + + plt.savefig(f"{output_path}/{args.output}.pdf", dpi=200) + plt.savefig(f"{output_path}/{args.output}.png", dpi=200) + syncer.sync() \ No newline at end of file diff --git a/plot/pdf/pdf_eigenmode_plots.py b/plot/pdf/pdf_eigenmode_plots.py index 2e27a47a..7f2f3281 100644 --- a/plot/pdf/pdf_eigenmode_plots.py +++ b/plot/pdf/pdf_eigenmode_plots.py @@ -79,27 +79,27 @@ def plot_unit_modes(x_vals: np.ndarray, pdf_central: np.ndarray, color = f"C{mode_idx % 10}" linestyle = linestyles[mode_idx % 4] pdf_variant = pdfs_unit[mode_label] - ax_top.semilogx(x_vals, pdf_variant, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx+1})') + ax_top.semilogx(x_vals, pdf_variant, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx})') mask = pdf_central > 1e-15 ratio = np.ones_like(pdf_central) ratio[mask] = pdf_variant[mask] / pdf_central[mask] - ax_bot.semilogx(x_vals, ratio, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx+1})') + ax_bot.semilogx(x_vals, ratio, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx})') ax_bot.set_ylim(-1.0,4.0) - ax_top.set_ylabel(r'$g$') - ax_top.legend(loc='best', ncol=2, fontsize=18) + ax_top.set_ylabel(r'$xg$') + ax_top.legend(loc='best', ncol=2, fontsize=14) ax_top.grid(True, alpha=0.3, which='both') ax_bot.axhline(1.0, color='k', linestyle='--', linewidth=1, alpha=0.25) ax_bot.set_xlabel(r'$x$') ax_bot.set_ylabel(r'$g/g^{(ref)}$') - ax_bot.legend(loc='best', ncol=2, fontsize=18) ax_bot.grid(True, alpha=0.3, which='both') filename = os.path.join(output_dir, f'eigenmodes_d1_Q{int(Q_val*1000)}.png') plt.savefig(filename, dpi=150, bbox_inches='tight') plt.savefig(filename.replace(".png",".pdf"), dpi=150, bbox_inches='tight') + plt.savefig(filename.replace(".png",".svg"), dpi=150, bbox_inches='tight') plt.close() logger.info(f"Saved: {filename}") @@ -133,7 +133,7 @@ def plot_sigma_modes(x_vals: np.ndarray, pdf_central: np.ndarray, ax_top.fill_between(x_vals, pdfs_minus[mode_label], pdfs_plus[mode_label], color=color, alpha=0.08, linewidth=1.5, linestyle=linestyle) - ax_top.semilogx(x_vals, pdfs_plus[mode_label], linestyle=linestyle, color=color, linewidth=1.5, label=f'EV({mode_idx+1})', zorder=3) + ax_top.semilogx(x_vals, pdfs_plus[mode_label], linestyle=linestyle, color=color, linewidth=1.5, label=f'EV({mode_idx})', zorder=3) ax_top.semilogx(x_vals, pdfs_minus[mode_label], linestyle=linestyle, color=color, linewidth=1.5, zorder=3) mask = pdf_central > 1e-15 @@ -144,25 +144,25 @@ def plot_sigma_modes(x_vals: np.ndarray, pdf_central: np.ndarray, ratio_plus[mask] = pdfs_plus[mode_label][mask] / pdf_central[mask] ax_bot.fill_between(x_vals, ratio_minus, ratio_plus, color=color, alpha=0.08) - ax_bot.semilogx(x_vals, ratio_plus, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx+1})', zorder=3) + ax_bot.semilogx(x_vals, ratio_plus, color=color, linestyle=linestyle, linewidth=1.5, label=f'EV({mode_idx})', zorder=3) ax_bot.semilogx(x_vals, ratio_minus, color=color, linestyle=linestyle, linewidth=1.5, zorder=3) ax_bot.set_xscale("log") ax_bot.set_ylim(0.9,1.10) - ax_top.set_ylabel(r'$g$') - ax_top.legend(loc='best', ncol=2, fontsize=18) + ax_top.set_ylabel(r'$xg$') + ax_top.legend(loc='best', ncol=2, fontsize=14) ax_top.grid(True, alpha=0.3, which='both') ax_bot.axhline(1.0, color='k', linestyle='--', linewidth=1, alpha=0.25) ax_bot.set_xlabel(r'$x$') ax_bot.set_ylabel(r'$g/g^{(ref)}$') - ax_bot.legend(loc='best', ncol=2, fontsize=18) ax_bot.grid(True, alpha=0.3, which='both') filename = os.path.join(output_dir, f'eigenmodes_sigma_d_Q{int(Q_val*1000)}.png') plt.savefig(filename, dpi=150, bbox_inches='tight') plt.savefig(filename.replace(".png",".pdf"), dpi=150, bbox_inches='tight') + plt.savefig(filename.replace(".png",".svg"), dpi=150, bbox_inches='tight') plt.close() logger.info(f"Saved: {filename}") diff --git a/plot/postfitsys/binned_fromfit.py b/plot/postfitsys/binned_fromfit.py index 9d9aa2fb..21ba026e 100644 --- a/plot/postfitsys/binned_fromfit.py +++ b/plot/postfitsys/binned_fromfit.py @@ -22,6 +22,7 @@ from fit.Modeling import Rotated from data.plot_options import plot_options from data.colors import get_color +import importlib ROOT.gROOT.SetBatch(True) ROOT.gStyle.SetOptStat(0) @@ -110,6 +111,23 @@ def evaluate_class(cls, h_base): like_info = load_likelihood(cfg) hyp = build_hypothesis_from_likelihood(like_info, name="SR") + +is_data_fit = ("data" in args.fit_result) + +# grabbing sample factory to create data histograms downstream +# may need to move this further down to use pieces of code +# that get things that I need +if is_data_fit: + from common.yaml_loader import _resolve_features_list + default_features = cfg["defaults"].get("default_features", None) + features = _resolve_features_list(default_features) if default_features else None + samples_mod = importlib.import_module(cfg["defaults"]["module_samples"]) + factory = samples_mod.Factory( + features=features, + selection=cfg["defaults"].get("default_selection", None), + selection_features=cfg["defaults"].get("default_selection_features", None), + ) + rotated = bool(args.rotate) hyp_for_fit = Rotated(hyp, args.rotate, name="Fisher-basis") if rotated else hyp @@ -169,10 +187,11 @@ def evaluate_class(cls, h_base): logY_default = False base = os.path.splitext(os.path.basename(config_path))[0] +base_fit_result = os.path.splitext(os.path.basename(args.fit_result))[0] version = str(cfg.get("version", "v0")) suffix = "_rotate" if rotated else "" if args.outdir is None: - outdir = os.path.join(user.plot_directory, "binned_postfit_fromfit", base, f"{version}{suffix}") + outdir = os.path.join(user.plot_directory, "binned_postfit_fromfit", base, f"{version}{suffix}",f"from_{base_fit_result}") else: outdir = args.outdir os.makedirs(outdir, exist_ok=True) @@ -318,6 +337,83 @@ def evaluate_class(cls, h_base): h_unc_down.SetFillStyle(0) h_data = h_total.Clone(f"h_postfit_data_{_safe_name(region_id)}") + + if not is_data_fit: + if 'data' in region: + print(f"[warning] data sample in region {region_id}, but fit result from MC-only fit. Plotting data as total MC.") + h_data = h_total.Clone(f"h_postfit_data_{_safe_name(region_id)}") + else: + + if "data" not in region: + raise ValueError("Fit output from fit to data, but no data sample was defined in config.") + + loader = factory.get(region["data"]["sample"]) + region_binning = region.get("binning", default_binning) + + if len(shape) != len(region_binning): + raise RuntimeError( + f"Region {region_id}: predictor dimension {len(shape)} does not match binning dimension {len(region_binning)}." + ) + + first_variable_name, first_variable_edges = region_binning[0] + first_variable_edges_array = np.asarray(first_variable_edges, dtype=np.float64) + + if len(shape) == 1: + data_counts = np.zeros(len(first_variable_edges_array) - 1, dtype=np.float64) + + # not really necessary to shard data, but I guess + # this will also work for larger toys so keeping here + for shard_index in range(len(loader)): + shard_features = loader.features( + shard=shard_index, + feature_names=[first_variable_name], + ) + if shard_features.size == 0: + continue + shard_histogram, _ = np.histogram( + shard_features[:, 0], + bins=first_variable_edges_array, + ) + data_counts += shard_histogram + + data_unrolled = data_counts + + elif len(shape) == 2: + second_variable_name, second_variable_edges = region_binning[1] + second_variable_edges_array = np.asarray(second_variable_edges, dtype=np.float64) + + data_counts_2d = np.zeros( + (len(first_variable_edges_array) - 1, len(second_variable_edges_array) - 1), + dtype=np.float64, + ) + + for shard_index in range(len(loader)): + shard_features = loader.features( + shard=shard_index, + feature_names=[first_variable_name, second_variable_name], + ) + if shard_features.size == 0: + continue + shard_histogram_2d, _, _ = np.histogram2d( + shard_features[:, 0], + shard_features[:, 1], + bins=(first_variable_edges_array, second_variable_edges_array), + ) + data_counts_2d += shard_histogram_2d + + data_unrolled = data_counts_2d.reshape(-1) + + else: + raise RuntimeError(f"Region {region_id}: only 1D/2D binning is supported, got shape={shape}.") + + if len(data_unrolled) != n_bins_region: + raise RuntimeError( + f"Region {region_id}: data bins ({len(data_unrolled)}) do not match predictor bins ({n_bins_region})." + ) + + for ib, value in enumerate(data_unrolled, start=1): + h_data.SetBinContent(ib, float(value)) + h_data.SetDirectory(0) for ib in range(1, n_bins_region + 1): y = h_data.GetBinContent(ib) @@ -329,14 +425,19 @@ def evaluate_class(cls, h_base): h_ratio_data = h_data.Clone(f"h_postfit_ratio_data_{_safe_name(region_id)}") h_ratio_data.SetDirectory(0) + + # in the case of Asimov, this will be equal to max_dev + max_dev_data = 0.0 for ib in range(1, n_bins_region + 1): nom = h_total.GetBinContent(ib) y = h_data.GetBinContent(ib) - ey = h_data.GetBinError(ib) # stat-only = sqrt(y) + ey = h_data.GetBinError(ib) # stat-only = sqrt(y) \ if nom > 0.0: + rel = max(abs(y+ey-nom), abs(y-ey-nom))/nom h_ratio_data.SetBinContent(ib, y / nom) h_ratio_data.SetBinError(ib, ey / nom) + max_dev_data = max(max_dev_data, rel) else: h_ratio_data.SetBinContent(ib, 0.0) h_ratio_data.SetBinError(ib, 0.0) @@ -413,7 +514,10 @@ def evaluate_class(cls, h_base): leg.SetBorderSize(0) leg.SetFillStyle(0) leg.SetNColumns(2) - leg.AddEntry(h_data, "Data (Asimov)", "lep") + if is_data_fit: + leg.AddEntry(h_data, "Data", "lep") + else: + leg.AddEntry(h_data, "Data (Asimov)", "lep") for h, lbl in zip(class_hists_sorted, class_labels_sorted): leg.AddEntry(h, lbl, "f") leg.AddEntry(h_unc, "Uncertainty", "f") @@ -432,7 +536,10 @@ def evaluate_class(cls, h_base): h_ratio.SetLineColor(ROOT.kBlack) h_ratio.SetLineWidth(2) h_ratio.SetTitle("") - h_ratio.GetYaxis().SetTitle("var / nominal") + if is_data_fit: + h_ratio.GetYaxis().SetTitle("data / MC") + else: + h_ratio.GetYaxis().SetTitle("var / nominal") h_ratio.GetYaxis().SetNdivisions(505) h_ratio.GetYaxis().SetTitleSize(0.09) h_ratio.GetYaxis().SetTitleOffset(0.5) @@ -478,6 +585,13 @@ def evaluate_class(cls, h_base): h_ratio_up.SetBinContent(ib, 1.0) h_ratio_down.SetBinContent(ib, 1.0) + # if all data points fall within MC uncertainty band + # range is defined by that + # else, range is defined by max deviation of data + # so that all data points are visible + if is_data_fit: + max_dev = max(max_dev,max_dev_data) + if max_dev <= 0.0: r_min, r_max = 0.9, 1.1 else: diff --git a/plot/postfitsys/compare_correlations.py b/plot/postfitsys/compare_correlations.py index 8970e7b1..72d50c49 100644 --- a/plot/postfitsys/compare_correlations.py +++ b/plot/postfitsys/compare_correlations.py @@ -61,11 +61,11 @@ def create_comparison_canvas( for axis, image in zip(axes, images): fig.colorbar(image, ax=axis, fraction=0.046, pad=0.04) - fig.tight_layout() + plt.tight_layout() os.makedirs(output_dir, exist_ok=True) - fig.savefig(os.path.join(output_dir, "correlation_comparison.png"), dpi=150, bbox_inches="tight") - fig.savefig(os.path.join(output_dir, "correlation_comparison.pdf"), bbox_inches="tight") + plt.savefig(os.path.join(output_dir, "correlation_comparison.png"), dpi=150, bbox_inches="tight") + plt.savefig(os.path.join(output_dir, "correlation_comparison.pdf"), bbox_inches="tight") plt.close(fig) @@ -91,11 +91,11 @@ def create_difference_heatmap( ax.set_yticklabels(order, fontsize=6) fig.colorbar(image, ax=ax, fraction=0.046, pad=0.04) - fig.tight_layout() + plt.tight_layout() os.makedirs(output_dir, exist_ok=True) - fig.savefig(os.path.join(output_dir, "correlation_difference.png"), dpi=150, bbox_inches="tight") - fig.savefig(os.path.join(output_dir, "correlation_difference.pdf"), bbox_inches="tight") + plt.savefig(os.path.join(output_dir, "correlation_difference.png"), dpi=150, bbox_inches="tight") + plt.savefig(os.path.join(output_dir, "correlation_difference.pdf"), bbox_inches="tight") plt.close(fig) diff --git a/plot/postfitsys/compare_fits.py b/plot/postfitsys/compare_fits.py index 05c88ee6..7db303f8 100644 --- a/plot/postfitsys/compare_fits.py +++ b/plot/postfitsys/compare_fits.py @@ -2,11 +2,12 @@ import argparse import matplotlib.pyplot as plt import numpy as np -from typing import List, Dict, Tuple +from typing import List, Dict, Tuple, Optional import os import common.syncer as syncer import common.user as user +import common.helpers as helpers def load_fit_results(json_path: str) -> Tuple[str, List[Dict]]: @@ -25,9 +26,9 @@ def load_fit_results(json_path: str) -> Tuple[str, List[Dict]]: def create_comparison_plot( fit_files: List[str], output_dir: str, - blind_params: List[str] = None + blind_params: Optional[List[str]] = None ) -> None: - """Create comparison plot of fit parameters across multiple fits.""" + """Create split comparison plots for CMS and non-CMS fit parameters.""" blind_params = blind_params or [] @@ -35,67 +36,77 @@ def create_comparison_plot( for fit_file in fit_files: version, params = load_fit_results(fit_file) fit_data.append((version, params)) - - num_fits = len(fit_data) - param_names = [p['name'] for p in fit_data[0][1]] - num_params = len(param_names) - - fig, ax = plt.subplots(figsize=(12, max(10, num_params * 0.3))) - - y_positions = np.arange(num_params) - bar_height = 0.8 / num_fits - # from https://matplotlib.org/stable/gallery/color/color_sequences.html - colors = plt.color_sequences['tab10'] - - for fit_idx, (version, params) in enumerate(fit_data): - values = [] - errors = [] - labels_display = [] - - for param in params: - param_name = param['name'] - - if param_name in blind_params: - values.append(0) - errors.append(0) - labels_display.append('x') - else: - values.append(param['value']) - errors.append(param['error']) - labels_display.append(f"{param['value']:.2f}") - - y_offset = y_positions + (num_fits - 1) * bar_height / 2 - fit_idx * bar_height - - bars = ax.barh( - y_offset, - values, - bar_height, - xerr=errors, - label=version, - color=colors[fit_idx], - ecolor=colors[fit_idx], - alpha=0.8, - capsize=3 - ) - - # Add horizontal lines between parameters - for i in range(num_params - 1): - ax.axhline(y=i + 0.5, color='gray', linestyle='--', linewidth=0.5, alpha=0.3) - - ax.set_yticks(y_positions) - ax.set_yticklabels(param_names, fontsize=9) - ax.set_xlabel('Parameter value', fontsize=11) - ax.legend(loc='upper right', fontsize=10) - ax.grid(axis='x', alpha=0.3) - ax.axvline(x=0, color='black', linestyle='--', linewidth=0.8, alpha=0.5) - - fig.tight_layout() - + os.makedirs(output_dir, exist_ok=True) - - fig.savefig(output_dir + '/fit_comparison.png', dpi=150, bbox_inches='tight') - fig.savefig(output_dir + '/fit_comparison.pdf', bbox_inches='tight') - plt.close(fig) + + num_fits = len(fit_data) + all_param_names = [p['name'] for p in fit_data[0][1]] + cms_param_names = [param_name for param_name in all_param_names if 'CMS' in param_name] + other_param_names = [param_name for param_name in all_param_names if 'CMS' not in param_name] + + def save_plot_for_parameters(param_names: List[str], output_basename: str) -> None: + """Create and save a comparison plot for a specific parameter subset.""" + if not param_names: + return + + num_params = len(param_names) + fig, ax = plt.subplots(figsize=(12, max(10, num_params * 0.3))) + + y_positions = np.arange(num_params) + bar_height = 0.8 / num_fits + # from https://matplotlib.org/stable/gallery/color/color_sequences.html + colors = plt.color_sequences['tab10'] + + for fit_idx, (version, params) in enumerate(fit_data): + params_by_name = {param['name']: param for param in params} + values = [] + errors = [] + + for param_name in param_names: + param = params_by_name[param_name] + + if param_name in blind_params: + values.append(0) + errors.append(0) + else: + values.append(param['value']) + errors.append(param['error']) + + y_offset = y_positions + (num_fits - 1) * bar_height / 2 - fit_idx * bar_height + + ax.barh( + y_offset, + values, + bar_height, + xerr=errors, + label=version, + color=colors[fit_idx], + ecolor=colors[fit_idx], + alpha=0.8, + capsize=3 + ) + + # Add horizontal lines between parameters + for i in range(num_params - 1): + ax.axhline(y=i + 0.5, color='gray', linestyle='--', linewidth=0.5, alpha=0.3) + + ax.set_yticks(y_positions) + ax.set_yticklabels(param_names, fontsize=9) + ax.set_xlabel('Parameter value', fontsize=11) + ax.legend(loc='upper right', fontsize=10) + ax.grid(axis='x', alpha=0.3) + ax.set_xlim(-5.0, 5.0) + ax.axvline(x=0, color='black', linestyle='--', linewidth=0.8, alpha=0.5) + + plt.tight_layout() + + plt.savefig(output_dir + f'/{output_basename}.png', dpi=150, bbox_inches='tight') + plt.savefig(output_dir + f'/{output_basename}.pdf', bbox_inches='tight') + plt.close(fig) + + save_plot_for_parameters(all_param_names, 'fit_comparison_all') + save_plot_for_parameters(cms_param_names, 'fit_comparison_JME_NPs') + save_plot_for_parameters(other_param_names, 'fit_comparison_rest') def main(): parser = argparse.ArgumentParser( @@ -126,6 +137,7 @@ def main(): output = f"fit_comparison_{output_suffix}" output_dir = os.path.join(user.plot_directory, output) + helpers.copyIndexPHP(output_dir) create_comparison_plot(args.fit_files, output_dir, args.blind) print(f"Plots saved to {output_dir}") diff --git a/plot/postfitsys/remake_binned_fromfit.py b/plot/postfitsys/old/remake_binned_fromfit.py similarity index 100% rename from plot/postfitsys/remake_binned_fromfit.py rename to plot/postfitsys/old/remake_binned_fromfit.py diff --git a/plot/postfitsys/remake_binned_fromfit.sh b/plot/postfitsys/old/remake_binned_fromfit.sh similarity index 100% rename from plot/postfitsys/remake_binned_fromfit.sh rename to plot/postfitsys/old/remake_binned_fromfit.sh diff --git a/plot/postfitsys/unbinned_fromfit.py b/plot/postfitsys/unbinned_fromfit.py new file mode 100644 index 00000000..ee9f0d2b --- /dev/null +++ b/plot/postfitsys/unbinned_fromfit.py @@ -0,0 +1,726 @@ +#!/usr/bin/env python3 +"""Postfit plots for unbinned fits using default feature binnings.""" + +from __future__ import annotations + +import argparse +import importlib +import json +import logging +import os +import sys +from array import array +from typing import Any + +import numpy as np +import ROOT +from tqdm import tqdm + +sys.path.insert(0, "..") +sys.path.insert(0, "../..") + +import common.helpers as helpers +import common.syncer as syncer +import common.user as user +import common.yaml_loader as yaml_loader + +from common.yaml_loader import _resolve_features_list +from data.colors import get_color +from data.plot_options import plot_options +from fit.Likelihood import build_hypothesis_from_likelihood, expand_pois_linear_quadratic, load_likelihood, nuis_to_A_vector +from fit.Modeling import Rotated + +ROOT.gROOT.SetBatch(True) +ROOT.gStyle.SetOptStat(0) +ROOT.TH1.AddDirectory(False) + +logging.basicConfig(level=logging.INFO, format="[%(levelname)s] %(message)s") +logger = logging.getLogger(__name__) + +_KEEPALIVE = [] + + +def _safe_name(text: object) -> str: + """Return a ROOT-safe object name.""" + return "".join(ch if (ch.isalnum() or ch == "_") else "_" for ch in str(text)) + + +def _hist_with_flow(values: np.ndarray, weights: np.ndarray, edges: np.ndarray) -> np.ndarray: + """Histogram values with under/overflow merged into first/last bins.""" + n_bins = len(edges) - 1 + idx = np.searchsorted(edges, values, side="right") - 1 + out = np.bincount(idx[(idx >= 0) & (idx < n_bins)], weights=weights[(idx >= 0) & (idx < n_bins)], minlength=n_bins).astype(np.float64) + + under = idx < 0 + if np.any(under): + out[0] += np.sum(weights[under]) + over = idx >= n_bins + if np.any(over): + out[-1] += np.sum(weights[over]) + return out + + +def build_class_shard_cache( + cls: dict[str, Any], + event_features: np.ndarray, + nominal_weights: np.ndarray, + feature_to_index: dict[str, int], +) -> dict[str, Any]: + """Build per-shard surrogate cache so later evaluations are fast dot products.""" + poi = cls.get("POI", {}) or {} + poi_params = list(poi.get("parameters", []) or []) + poi_predictor = poi.get("predictor", None) + + n_events = event_features.shape[0] + if poi_predictor is None: + r_a = np.empty((n_events, 0), dtype=np.float64) + else: + poi_feature_names = list(getattr(poi_predictor, "feature_names", []) or []) + if poi_feature_names: + missing = [name for name in poi_feature_names if name not in feature_to_index] + if missing: + raise RuntimeError( + f"Missing POI predictor features for class {cls.get('id', '?')}: {missing}" + ) + poi_cols = [feature_to_index[name] for name in poi_feature_names] + events_for_poi = event_features[:, poi_cols] + else: + events_for_poi = event_features + + r_a = np.asarray(poi_predictor.predict(events_for_poi), dtype=np.float64) + if r_a.ndim == 1: + r_a = r_a[:, None] + + syst_caches = [] + lnN_terms = [] + for syst in cls.get("systematics", []) or []: + syst_type = syst.get("type") + + if syst_type in ("pnn", "icp", "icph"): + syst_predictor = syst.get("predictor", None) + if syst_predictor is None: + raise RuntimeError( + f"Missing {syst_type} predictor for {cls.get('id', '?')}/{syst.get('id', '?')}" + ) + + syst_feature_names = list(getattr(syst_predictor, "feature_names", []) or []) + if syst_feature_names: + missing = [name for name in syst_feature_names if name not in feature_to_index] + if missing: + raise RuntimeError( + f"Missing {syst_type} predictor features in {cls.get('id', '?')}/{syst.get('id', '?')}: {missing}" + ) + syst_cols = [feature_to_index[name] for name in syst_feature_names] + events_for_syst = event_features[:, syst_cols] + else: + events_for_syst = event_features + + if hasattr(syst_predictor, "deltaA"): + delta_a = np.asarray(syst_predictor.deltaA(events_for_syst), dtype=np.float64) + else: + delta_a = np.asarray(syst_predictor.predict(events_for_syst), dtype=np.float64) + if delta_a.ndim == 1: + delta_a = delta_a[:, None] + + syst_caches.append( + { + "id": syst.get("id", "?"), + "type": syst_type, + "delta_a": delta_a, + "params": list(syst.get("parameters", []) or []), + "combinations": [tuple(item) for item in (syst.get("combinations", []) or [])], + } + ) + + elif syst_type == "lnN": + syst_params = list(syst.get("parameters", []) or []) + if len(syst_params) != 1: + raise RuntimeError(f"Bad lnN systematic definition: {syst}") + alpha = float(syst.get("value", 0.0)) + lnN_terms.append((syst_params[0], float(np.log1p(alpha)))) + + return { + "features": np.asarray(event_features, dtype=np.float64), + "weights": np.asarray(nominal_weights, dtype=np.float64), + "poi_params": poi_params, + "r_a": r_a, + "syst_caches": syst_caches, + "lnN_terms": lnN_terms, + } + + +def evaluate_class_cached(shard_cache: dict[str, Any], h_base: Any) -> np.ndarray: + """Evaluate event weights from cached surrogate tensors for a parameter point.""" + event_weights = shard_cache["weights"] + n_events = len(event_weights) + + poi_params = shard_cache["poi_params"] + r_a = shard_cache["r_a"] + if r_a.shape[1] > 0: + poi_values = {name: float(h_base[name].val) for name in poi_params} + c_a = expand_pois_linear_quadratic(poi_params, poi_values) + if r_a.shape[1] != len(c_a): + raise RuntimeError( + f"POI basis mismatch: predictor columns {r_a.shape[1]} != c_A length {len(c_a)}" + ) + c_dot_r = r_a @ c_a + else: + c_dot_r = np.zeros(n_events, dtype=np.float64) + + expo = np.zeros(n_events, dtype=np.float64) + for syst_cache in shard_cache["syst_caches"]: + params = syst_cache["params"] + combinations = syst_cache["combinations"] + nu_values = {name: float(h_base[name].val) for name in params} + nu_a = nuis_to_A_vector(params, combinations, nu_values) + delta_a = syst_cache["delta_a"] + if delta_a.shape[1] != len(nu_a): + raise RuntimeError( + f"{syst_cache['type']} basis mismatch in {syst_cache['id']}: " + f"predictor columns {delta_a.shape[1]} != nu_A length {len(nu_a)}" + ) + expo += delta_a @ nu_a + + for param_name, log1p_alpha in shard_cache["lnN_terms"]: + expo += float(log1p_alpha * float(h_base[param_name].val)) + + response = (1.0 + c_dot_r) * np.exp(expo) + return event_weights * response + +if __name__ == "__main__": + p = argparse.ArgumentParser(description="Simple postfit unbinned template plots from an external fit result") + p.add_argument("fit_result", help="Fit JSON file") + p.add_argument("--config", default=None, help="Config YAML. If omitted, try to read it from the fit JSON.") + p.add_argument("--rotate", default=None, help="Rotation JSON, same logic as Likelihood.py") + p.add_argument("--outdir", default=None, help="Output directory") + p.add_argument("--n-toys", default=1000, type=int, help="Number of covariance toys") + p.add_argument("--seed", default=42, type=int, help="Random seed") + p.add_argument("--min_ratio", type=float, help="Minimum of ratio pad.") + p.add_argument("--max_ratio", type=float, help="Maximum of ratio pad.") + args = p.parse_args() + + fit: Any = json.load(open(args.fit_result)) + + config_path = args.config + if config_path is None: + config_path = fit.get("args", {}).get("config", None) or fit.get("config", None) + if config_path is None: + raise RuntimeError("Need --config, because no config path was found inside the fit JSON.") + + logger.info("fit_result : %s", args.fit_result) + logger.info("config : %s", config_path) + logger.info("rotate : %s", args.rotate) + + cfg: Any = yaml_loader.load_yaml(config_path) + yaml_loader.print_summary(cfg, config_path, yaml_loader._INCLUDE_TRACE) + yaml_loader.load_surrogates(cfg, config_path, overwrite=False) + + like_info: Any = load_likelihood(cfg) + hyp = build_hypothesis_from_likelihood(like_info, name="SR") + + if not like_info.get("regions", []): + raise RuntimeError("Config does not define unbinned regions in likelihood.regions") + + default_feature_tokens = cfg.get("defaults", {}).get("default_features", []) or [] + default_features = _resolve_features_list(default_feature_tokens) + plot_features = [feature for feature in default_features if feature in plot_options and "binning" in plot_options[feature]] + if not plot_features: + raise RuntimeError("No default feature has plot_options binning. Nothing to plot.") + feature_to_index = {name: i for i, name in enumerate(default_features)} + + samples_mod = importlib.import_module(cfg["defaults"]["module_samples"]) + factory = samples_mod.Factory( + features=default_features, + selection=cfg["defaults"].get("default_selection", None), + selection_features=cfg["defaults"].get("default_selection_features", None), + ) + + is_data_fit = "data" in args.fit_result + rotated = bool(args.rotate) + hyp_for_fit = Rotated(hyp, args.rotate, name="Fisher-basis") if rotated else hyp + + fit_names = list(fit["free_parameter_order"]) + fit_param_map = {p_item["name"]: float(p_item["value"]) for p_item in fit["parameters"]} + fit_cov = np.asarray(fit["covariance"]["matrix"], dtype=np.float64) + + all_unfrozen = [par for par in hyp_for_fit.parameters if not par.isFrozen] + all_unfrozen_names = [par.name for par in all_unfrozen] + poi_name_set = {par.name for par in hyp_for_fit.POIs} + + missing_in_fit = [n for n in all_unfrozen_names if n not in fit_param_map or n not in fit_names] + missing_pois_in_fit = [n for n in missing_in_fit if n in poi_name_set] + missing_other_in_fit = [n for n in missing_in_fit if n not in poi_name_set] + + if missing_pois_in_fit: + logger.warning("These POIs are missing in fit JSON; setting to zero and not sampling: %s", missing_pois_in_fit) + for n in missing_pois_in_fit: + if hasattr(hyp_for_fit, n): + getattr(hyp_for_fit, n).val = 0.0 + if hasattr(hyp, n): + getattr(hyp, n).val = 0.0 + + if missing_other_in_fit: + raise RuntimeError(f"These active non-POI parameters are missing in fit JSON: {missing_other_in_fit}") + + extra_in_fit = [n for n in fit_names if n not in all_unfrozen_names] + if extra_in_fit: + logger.warning("Ignoring parameters present in fit JSON but not active here: %s", extra_in_fit) + + active_params = [par for par in all_unfrozen if par.name in fit_param_map and par.name in fit_names] + active_names = [par.name for par in active_params] + + fit_index = {name: idx for idx, name in enumerate(fit_names)} + cov_index = [fit_index[name] for name in active_names] + cov_active = fit_cov[np.ix_(cov_index, cov_index)] + mean_active = np.asarray([fit_param_map[name] for name in active_names], dtype=np.float64) + + best_fit_hyp = hyp_for_fit.cloneModify(**{name: fit_param_map[name] for name in active_names}) + best_base_hyp = best_fit_hyp._base + + np.random.seed(args.seed) + if len(active_names) > 0 and args.n_toys > 0: + theta_samples = np.random.multivariate_normal(mean_active, cov_active, size=args.n_toys) + else: + theta_samples = np.zeros((0, len(active_names)), dtype=np.float64) + + base = os.path.splitext(os.path.basename(config_path))[0] + base_fit_result = os.path.splitext(os.path.basename(args.fit_result))[0] + version = str(cfg.get("version", "v0")) + suffix = "_rotate" if rotated else "" + if args.outdir is None: + outdir = os.path.join(user.plot_directory, "unbinned_postfit_fromfit", base, f"{version}{suffix}", f"from_{base_fit_result}") + else: + outdir = args.outdir + os.makedirs(outdir, exist_ok=True) + helpers.copyIndexPHP(outdir) + + logger.info("output dir : %s", outdir) + logger.info("n_toys : %d", args.n_toys) + + region_canvases: dict[str, ROOT.TCanvas] = {} + + for region in like_info.get("regions", []) or []: + region_id = region["id"] + logger.info("plotting region %s", region_id) + + class_infos = [] + for cls in region.get("classes", []) or []: + class_id = cls["id"] + sample_name = cls.get("sample", class_id) + loader = factory.get(sample_name) + color = get_color(sample_name) if callable(get_color) else ROOT.kGray + 1 + + class_infos.append( + { + "id": class_id, + "sample": sample_name, + "cls": cls, + "loader": loader, + "color": color, + } + ) + + if not class_infos: + logger.warning("Region %s has no classes, skipping.", region_id) + continue + + if (not is_data_fit) and ("data" in region): + logger.warning( + "data sample in region %s, but fit result from MC-only fit. Plotting data as total MC.", + region_id, + ) + + if is_data_fit and "data" in region: + data_loader = factory.get(region["data"]["sample"]) + else: + data_loader = None + if is_data_fit: + raise RuntimeError(f"Fit output looks like data fit, but region '{region_id}' has no data sample") + + if is_data_fit: + assert data_loader is not None + data_shards_f = [] + for shard_index in range(len(data_loader)): + (shard_features,) = data_loader.materialize(shard=shard_index, what="f", feature_names=default_features) + shard_features = np.asarray(shard_features, dtype=np.float64) + if shard_features.size == 0: + continue + data_shards_f.append(shard_features) + else: + data_shards_f = [] + + for class_info in tqdm(class_infos, desc=f"[{region_id}] materialize classes", leave=False): + loader = class_info["loader"] + shards_fw = [] + shard_caches = [] + for shard_index in range(len(loader)): + shard_features, shard_weights = loader.materialize(shard=shard_index, what="fw", feature_names=default_features) + shard_features = np.asarray(shard_features, dtype=np.float64) + shard_weights = np.asarray(shard_weights, dtype=np.float64) + if shard_features.size == 0: + continue + shards_fw.append((shard_features, shard_weights)) + shard_caches.append( + build_class_shard_cache( + class_info["cls"], + shard_features, + shard_weights, + feature_to_index, + ) + ) + class_info["shards_fw"] = shards_fw + class_info["shard_caches"] = shard_caches + + for feature_name in plot_features: + feature_index = feature_to_index[feature_name] + if feature_name not in plot_options: + raise RuntimeError(f"Feature '{feature_name}' is missing in data.plot_options") + if "binning" not in plot_options[feature_name]: + raise RuntimeError(f"Feature '{feature_name}' has no 'binning' entry in data.plot_options") + binning = plot_options[feature_name]["binning"] + if isinstance(binning, (list, tuple)) and len(binning) == 3 and isinstance(binning[0], int): + n_bins_cfg, x_low, x_high = binning + edges = np.linspace(float(x_low), float(x_high), int(n_bins_cfg) + 1, dtype=np.float64) + else: + edges = np.asarray(list(binning), dtype=np.float64) + x_title = plot_options.get(feature_name, {}).get("tex", feature_name) + log_y = bool(plot_options.get(feature_name, {}).get("logY", False)) + n_bins = len(edges) - 1 + + logger.info(f"{feature_name=}") + total_central = np.zeros(n_bins, dtype=np.float64) + class_central_hists = [] + class_labels = [] + + logging.info("evaluating nominal prediction") + for class_info in class_infos: + class_hist = np.zeros(n_bins, dtype=np.float64) + + for shard_cache in class_info["shard_caches"]: + event_weights = evaluate_class_cached(shard_cache, best_base_hyp) + shard_features = shard_cache["features"] + class_hist += _hist_with_flow(shard_features[:, feature_index], event_weights, edges) + + total_central += class_hist + class_central_hists.append(class_hist) + class_labels.append(class_info["sample"]) + + logging.info(f"building histograms for sampled toy points, {len(theta_samples)=}") + if len(theta_samples) > 0: + total_samples = np.zeros((len(theta_samples), n_bins), dtype=np.float64) + + for itoy, theta in enumerate( + tqdm(theta_samples, desc=f"[{region_id}/{feature_name}] toys", leave=False) + ): + toy_pars = {name: float(theta[i]) for i, name in enumerate(active_names)} + toy_hyp = hyp_for_fit.cloneModify(**toy_pars) + toy_base = toy_hyp._base + + toy_total = np.zeros(n_bins, dtype=np.float64) + for class_info in class_infos: + class_hist_toy = np.zeros(n_bins, dtype=np.float64) + + for shard_cache in class_info["shard_caches"]: + event_weights_toy = evaluate_class_cached(shard_cache, toy_base) + shard_features = shard_cache["features"] + class_hist_toy += _hist_with_flow(shard_features[:, feature_index], event_weights_toy, edges) + + toy_total += class_hist_toy + + total_samples[itoy, :] = toy_total + + q_low = np.quantile(total_samples, 0.16, axis=0) + q_high = np.quantile(total_samples, 0.84, axis=0) + else: + q_low = total_central.copy() + q_high = total_central.copy() + + class_hists = [] + for class_info, values in zip(class_infos, class_central_hists): + h_cls = ROOT.TH1F( + f"h_postfit_{_safe_name(region_id)}_{_safe_name(feature_name)}_{_safe_name(class_info['id'])}", + "", + len(edges) - 1, + array("d", edges), + ) + h_cls.SetDirectory(0) + for ibin, value in enumerate(values, start=1): + h_cls.SetBinContent(ibin, float(value)) + h_cls.SetLineColor(ROOT.kBlack) + h_cls.SetFillColor(class_info["color"]) + h_cls.SetLineWidth(1) + class_hists.append(h_cls) + + h_total = ROOT.TH1F( + f"h_postfit_total_{_safe_name(region_id)}_{_safe_name(feature_name)}", + "", + len(edges) - 1, + array("d", edges), + ) + h_total.SetDirectory(0) + for ibin, value in enumerate(total_central, start=1): + h_total.SetBinContent(ibin, float(value)) + + h_unc = h_total.Clone(f"h_postfit_unc_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_unc.SetDirectory(0) + for ibin, (nominal, low, high) in enumerate(zip(total_central, q_low, q_high), start=1): + err = max(abs(nominal - low), abs(high - nominal)) + h_unc.SetBinError(ibin, float(err)) + h_unc.SetFillColor(ROOT.kGray + 1) + h_unc.SetFillStyle(3345) + h_unc.SetLineWidth(0) + h_unc.SetMarkerSize(0) + + h_unc_up = h_total.Clone(f"h_postfit_unc_up_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_unc_down = h_total.Clone(f"h_postfit_unc_down_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_unc_up.SetDirectory(0) + h_unc_down.SetDirectory(0) + for ibin in range(1, n_bins + 1): + nominal = h_total.GetBinContent(ibin) + err = h_unc.GetBinError(ibin) + h_unc_up.SetBinContent(ibin, nominal + err) + h_unc_down.SetBinContent(ibin, max(0.0, nominal - err)) + h_unc_up.SetBinError(ibin, 0.0) + h_unc_down.SetBinError(ibin, 0.0) + h_unc_up.SetLineColor(ROOT.kGray + 2) + h_unc_down.SetLineColor(ROOT.kGray + 2) + h_unc_up.SetLineWidth(1) + h_unc_down.SetLineWidth(1) + h_unc_up.SetFillStyle(0) + h_unc_down.SetFillStyle(0) + + h_data = h_total.Clone(f"h_postfit_data_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_data.SetDirectory(0) + if is_data_fit: + for ibin in range(1, n_bins + 1): + h_data.SetBinContent(ibin, 0.0) + for shard_features in data_shards_f: + unit_weights = np.ones(shard_features.shape[0], dtype=np.float64) + data_counts = _hist_with_flow(shard_features[:, feature_index], unit_weights, edges) + for ibin, value in enumerate(data_counts, start=1): + h_data.SetBinContent(ibin, h_data.GetBinContent(ibin) + float(value)) + for ibin in range(1, n_bins + 1): + y_val = h_data.GetBinContent(ibin) + h_data.SetBinError(ibin, np.sqrt(max(0.0, y_val))) + h_data.SetMarkerStyle(ROOT.kFullCircle) + h_data.SetMarkerSize(1.0) + h_data.SetLineColor(ROOT.kBlack) + h_data.SetFillStyle(0) + + h_ratio_data = h_data.Clone(f"h_postfit_ratio_data_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_ratio_data.SetDirectory(0) + + max_dev_data = 0.0 + for ibin in range(1, n_bins + 1): + nominal = h_total.GetBinContent(ibin) + y_val = h_data.GetBinContent(ibin) + y_err = h_data.GetBinError(ibin) + if nominal > 0.0: + rel = max(abs(y_val + y_err - nominal), abs(y_val - y_err - nominal)) / nominal + h_ratio_data.SetBinContent(ibin, y_val / nominal) + h_ratio_data.SetBinError(ibin, y_err / nominal) + max_dev_data = max(max_dev_data, rel) + else: + h_ratio_data.SetBinContent(ibin, 0.0) + h_ratio_data.SetBinError(ibin, 0.0) + + h_ratio_data.SetMarkerStyle(ROOT.kFullCircle) + h_ratio_data.SetMarkerSize(1.0) + h_ratio_data.SetLineColor(ROOT.kBlack) + h_ratio_data.SetMarkerColor(ROOT.kBlack) + h_ratio_data.SetLineWidth(1) + h_ratio_data.SetFillStyle(0) + + integrals = [h.Integral(1, n_bins) for h in class_hists] + order = sorted(range(len(class_hists)), key=lambda idx: integrals[idx]) + class_hists_sorted = [class_hists[idx] for idx in order] + class_labels_sorted = [class_labels[idx] for idx in order] + + hs = ROOT.THStack(f"stack_postfit_{_safe_name(region_id)}_{_safe_name(feature_name)}", "") + for h_cls in class_hists_sorted: + hs.Add(h_cls, "hist") + + canvas_name = f"c_postfit_{_safe_name(region_id)}_{_safe_name(feature_name)}" + c = ROOT.TCanvas(canvas_name, canvas_name, 900, 900) + pad_top = ROOT.TPad(c.GetName() + "_top", c.GetName() + "_top", 0.0, 0.30, 1.0, 1.0) + pad_bottom = ROOT.TPad(c.GetName() + "_bottom", c.GetName() + "_bottom", 0.0, 0.00, 1.0, 0.30) + + pad_top.SetBottomMargin(0.0) + pad_top.SetTopMargin(0.08) + pad_top.SetLeftMargin(0.10) + pad_top.SetRightMargin(0.05) + pad_top.SetTicks(1, 1) + + pad_bottom.SetTopMargin(0.0) + pad_bottom.SetBottomMargin(0.30) + pad_bottom.SetLeftMargin(0.10) + pad_bottom.SetRightMargin(0.05) + pad_bottom.SetTicks(1, 1) + + pad_top.Draw() + pad_bottom.Draw() + + pad_top.cd() + if log_y: + pad_top.SetLogy(True) + + hs.Draw("HIST") + hs.GetYaxis().SetTitle("Events") + hs.GetYaxis().SetTitleSize(0.05) + hs.GetYaxis().SetTitleOffset(1.1) + hs.GetYaxis().SetLabelSize(0.045) + hs.GetXaxis().SetLabelSize(0) + hs.GetXaxis().SetTitleSize(0) + + max_y = max(hs.GetMaximum(), h_data.GetMaximum()) + if log_y: + hs.SetMinimum(0.5) + hs.SetMaximum(10.0 * max_y if max_y > 0 else 1.0) + else: + hs.SetMinimum(0.0) + hs.SetMaximum(1.5 * max_y if max_y > 0 else 1.0) + + h_unc.Draw("E2 SAME") + h_unc_up.Draw("HIST SAME") + h_unc_down.Draw("HIST SAME") + h_data.Draw("E SAME") + + leg = ROOT.TLegend(0.50, 0.60, 0.88, 0.88) + leg.SetBorderSize(0) + leg.SetFillStyle(0) + leg.SetNColumns(2) + if is_data_fit: + leg.AddEntry(h_data, "Data", "lep") + else: + leg.AddEntry(h_data, "Data (Asimov)", "lep") + for h_cls, label_text in zip(class_hists_sorted, class_labels_sorted): + leg.AddEntry(h_cls, label_text, "f") + leg.AddEntry(h_unc, "Uncertainty", "f") + leg.Draw() + + title = ROOT.TLatex() + title.SetNDC(True) + title.SetTextSize(0.035) + title.DrawLatex(0.12, 0.93, f"{region_id} - {feature_name}") + + pad_bottom.cd() + + h_ratio = h_total.Clone(f"h_postfit_ratio_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_ratio.SetDirectory(0) + h_ratio.Divide(h_total) + h_ratio.SetLineColor(ROOT.kBlack) + h_ratio.SetLineWidth(2) + h_ratio.SetTitle("") + h_ratio.GetYaxis().SetTitle("data / MC" if is_data_fit else "var / nominal") + h_ratio.GetYaxis().SetNdivisions(505) + h_ratio.GetYaxis().SetTitleSize(0.09) + h_ratio.GetYaxis().SetTitleOffset(0.5) + h_ratio.GetYaxis().SetLabelSize(0.08) + h_ratio.GetXaxis().SetTitle(x_title) + h_ratio.GetXaxis().SetTitleSize(0.10) + h_ratio.GetXaxis().SetLabelSize(0.08) + + ratio_boxes = [] + h_ratio_up = h_ratio.Clone(f"h_postfit_ratio_up_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_ratio_down = h_ratio.Clone(f"h_postfit_ratio_down_{_safe_name(region_id)}_{_safe_name(feature_name)}") + h_ratio_up.SetDirectory(0) + h_ratio_down.SetDirectory(0) + h_ratio_up.SetFillStyle(0) + h_ratio_down.SetFillStyle(0) + h_ratio_up.SetLineColor(ROOT.kGray + 2) + h_ratio_down.SetLineColor(ROOT.kGray + 2) + h_ratio_up.SetLineWidth(1) + h_ratio_down.SetLineWidth(1) + + max_dev = 0.0 + for ibin in range(1, n_bins + 1): + x1 = float(edges[ibin - 1]) + x2 = float(edges[ibin]) + nominal = h_total.GetBinContent(ibin) + err = h_unc.GetBinError(ibin) + if nominal > 0.0: + rel = err / nominal + y_low = 1.0 - rel + y_high = 1.0 + rel + + box = ROOT.TBox(x1, y_low, x2, y_high) + box.SetFillColor(ROOT.kGray + 1) + box.SetFillStyle(3345) + box.SetLineWidth(0) + ratio_boxes.append(box) + + h_ratio_up.SetBinContent(ibin, y_high) + h_ratio_down.SetBinContent(ibin, y_low) + max_dev = max(max_dev, rel) + else: + h_ratio_up.SetBinContent(ibin, 1.0) + h_ratio_down.SetBinContent(ibin, 1.0) + + if is_data_fit: + max_dev = max(max_dev, max_dev_data) + + if max_dev <= 0.0: + r_min, r_max = 0.9, 1.1 + else: + half_range = 1.3 * max_dev + r_min = 1.0 - half_range + r_max = 1.0 + half_range + + if args.min_ratio: + h_ratio.SetMinimum(args.min_ratio) + else: + h_ratio.SetMinimum(r_min) + + if args.max_ratio: + h_ratio.SetMaximum(args.max_ratio) + else: + h_ratio.SetMaximum(r_max) + + h_ratio.Draw("HIST") + for box in ratio_boxes: + box.Draw("SAME") + h_ratio_up.Draw("HIST SAME") + h_ratio_down.Draw("HIST SAME") + h_ratio_data.Draw("E1 X0 SAME") + + unity = ROOT.TLine(float(edges[0]), 1.0, float(edges[-1]), 1.0) + unity.SetLineStyle(ROOT.kDashed) + unity.SetLineColor(ROOT.kBlack) + unity.Draw("SAME") + + c.cd() + c.Update() + + out_png = os.path.join(outdir, f"{_safe_name(region_id)}__{_safe_name(feature_name)}__postfit.png") + out_pdf = os.path.join(outdir, f"{_safe_name(region_id)}__{_safe_name(feature_name)}__postfit.pdf") + c.SaveAs(out_png) + c.SaveAs(out_pdf) + logger.info("wrote %s", out_png) + logger.info("wrote %s", out_pdf) + + region_canvases[f"{region_id}::{feature_name}"] = c + _KEEPALIVE.extend( + [ + c, + pad_top, + pad_bottom, + hs, + h_total, + h_unc, + h_unc_up, + h_unc_down, + h_data, + h_ratio, + h_ratio_data, + h_ratio_up, + h_ratio_down, + leg, + title, + unity, + ] + + class_hists_sorted + + ratio_boxes + ) + + logger.info("done, produced %d plots", len(region_canvases)) + syncer.sync() diff --git a/plot/prefitsys/plot_from_inputs.py b/plot/prefitsys/plot_from_inputs.py deleted file mode 100644 index 64d086cf..00000000 --- a/plot/prefitsys/plot_from_inputs.py +++ /dev/null @@ -1,1102 +0,0 @@ -""" -Script to create pre-fit variation plots directly from raw ±1σ input files. - -Generates two types of plots: -1. Binned template comparisons: nominal vs up/down variations for each uncertainty -2. Pre-fit stacks: combined samples with uncertainty bands, summed in quadrature - -Arguments: - --selection, -s: String-based selection in Python/Awkward format (e.g. use & instead of &&) - --version, -v: Version tag to append to output directories - --debug, -d: Enable debug mode (uses only 2016/2016APV era, one uncertainty per type, two features) -""" - -import os, sys -import gc # explicit garbage collection to avoid ridiculous (+100GB) memory usage -import itertools -import re -import argparse as ap -from typing import Sequence, Optional -import time -import logging - -import ROOT -ROOT.gStyle.SetOptStat(0) -ROOT.gROOT.SetBatch(1) - -import data.samples_RunII as samples -from data.plot_options import plot_options - -import common.user as user -import common.syncer as syncer -import common.helpers as helpers - -import numpy as np - -import copy - -# NB: this is a first prototype and hasn't been fully battle tested -def get_branches_for_selection(selection: str) -> Sequence[str]: - - # NB: the order matters, operators with more chars should be removed first - comparison_operators = ["==","!=",">=","<=",">","<","&","|","(",")"] - - string_no_comparisons = selection - for operator in comparison_operators: - - # adding space to avoid variables sticking together in situations like "x>y" -> "xy" - string_no_comparisons = string_no_comparisons.replace(operator," ") - - branches_for_selection = [] - for string in string_no_comparisons.split(): - - if string.isdigit() or (string in branches_for_selection): - continue - - # to take into account cuts with abs() - # should only require branches inside abs() - if 'abs' in string: - continue - - branches_for_selection.append(string) - - return branches_for_selection - -""" -systematics are divided into three categories: -- variations in weights which are part of overall weight - should replace nominal weight -- additional weights, to be multiplied by the overall weight -- kinematic variations - come from different files - -the RDataLoader access will be different for each -""" - -""" -variations in weights which are part of overall weight in nominal sample. -should replace nominal weight by down or up variations - -structure: - -{group name: - variation name: [nominal branch name, down variation branch name, up variation branch name] -} -""" -replace_weight_groups = { - 'EXPERIMENTAL': { - 'L1Prefire': ['L1PreFiringWeight_Nom','L1PreFiringWeight_Dn','L1PreFiringWeight_Up'], - 'PU' : ['Pileup_SF','Pileup_SFDn','Pileup_SFUp'], - 'MuSF': ['lepMu_SF','lepMu_SFDn','lepMu_SFUp'], - 'EleSF': ['lepEle_SF','lepEle_SFDn','lepEle_SFUp'], - 'BTag_b_correlated': ['btagSF_fixedWP_SF','btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFDn', - 'btagSF_fixedWP_SF__CMS_eff_b_correlated_heavy_SFUp'], - # TODO: add this line when the quantities are added back into make_ntuple - # 'BTag_b_uncorrelated_': ['btagSF_fixedWP_SF', 'btagSF_fixedWP_SF__CMS_eff_b_uncorrelated__heavy_SFDn', - # 'btagSF_fixedWP_SF__CMS_eff_b_uncorrelated__heavy_SFUp'], - 'BTag_l': ['btagSF_fixedWP_SF', 'btagSF_fixedWP_SF__CMS_eff_b_light_SFDn', 'btagSF_fixedWP_SF__CMS_eff_b_light_SFUp'], - } -} - - -""" -additional weight to be multiplied by the overall weight of nominal sample. structure: - -{group name: - variation name: [down variation branch name, up variation branch name] -} -""" -add_weight_groups = { - 'MODELING': { - 'mu_ren': ['scale_ren0p5_fac1p0','scale_ren2p0_fac1p0'], - 'mu_fac': ['scale_ren1p0_fac0p5','scale_ren1p0_fac2p0'], - 'ShowerISR': ['shower_isr0p5_fsr1p0', 'shower_isr2p0_fsr1p0'], - 'ShowerFSR': ['shower_isr1p0_fsr0p5', 'shower_isr1p0_fsr2p0'], - 'AlphaS': ['pdf_alphas_dn','pdf_alphas_up'] - }, -} - -""" -file directories and names follow the structure {era}/{sample}_{tag} -different sample with kinematic variations. structure: - -{group name: - variation name: [down variation file tag, up variation file tag] -} - -""" -kinematic_variation_groups = { - 'JER': { - 'CMS_res_j_0_': ['CMS_res_j_0__down', 'CMS_res_j_0__up'], - 'CMS_res_j_1_': ['CMS_res_j_1__down', 'CMS_res_j_1__up'], - 'CMS_res_j_2_': ['CMS_res_j_2__down', 'CMS_res_j_2__up'], - 'CMS_res_j_3_': ['CMS_res_j_3__down', 'CMS_res_j_3__up'], - 'CMS_res_j_4_': ['CMS_res_j_4__down', 'CMS_res_j_4__up'], - 'CMS_res_j_5_': ['CMS_res_j_5__down', 'CMS_res_j_5__up'], - }, - 'JES1': { - 'CMS_scale_j_FlavorPureBottom': ['CMS_scale_j_FlavorPureBottom_down', 'CMS_scale_j_FlavorPureBottom_up'], - 'CMS_scale_j_FlavorPureCharm': ['CMS_scale_j_FlavorPureCharm_down', 'CMS_scale_j_FlavorPureCharm_up'], - 'CMS_scale_j_FlavorPureGluon': ['CMS_scale_j_FlavorPureGluon_down', 'CMS_scale_j_FlavorPureGluon_up'], - 'CMS_scale_j_FlavorPureQuark': ['CMS_scale_j_FlavorPureQuark_down', 'CMS_scale_j_FlavorPureQuark_up'], - }, - 'JES2': { - 'CMS_scale_j_Regrouped_Absolute': ['CMS_scale_j_Regrouped_Absolute_down', 'CMS_scale_j_Regrouped_Absolute_up'], - 'CMS_scale_j_Regrouped_Absolute_': ['CMS_scale_j_Regrouped_Absolute__down', 'CMS_scale_j_Regrouped_Absolute__up'], - 'CMS_scale_j_Regrouped_BBEC1': ['CMS_scale_j_Regrouped_BBEC1_down', 'CMS_scale_j_Regrouped_BBEC1_up'], - 'CMS_scale_j_Regrouped_BBEC1_': ['CMS_scale_j_Regrouped_BBEC1__down', 'CMS_scale_j_Regrouped_BBEC1__up'], - 'CMS_scale_j_Regrouped_EC2': ['CMS_scale_j_Regrouped_EC2_down', 'CMS_scale_j_Regrouped_EC2_up'], - 'CMS_scale_j_Regrouped_EC2_': ['CMS_scale_j_Regrouped_EC2__down', 'CMS_scale_j_Regrouped_EC2__up'], - }, - 'JES3': { - 'CMS_scale_j_Regrouped_HF': ['CMS_scale_j_Regrouped_HF_down','CMS_scale_j_Regrouped_HF_up'], - 'CMS_scale_j_Regrouped_RelativeBal': ['CMS_scale_j_Regrouped_RelativeBal_down','CMS_scale_j_Regrouped_RelativeBal_up'], - 'CMS_scale_j_Regrouped_RelativeSample_': ['CMS_scale_j_Regrouped_RelativeSample__down','CMS_scale_j_Regrouped_RelativeSample__up'], - 'Uncl': ['Uncl_down', 'Uncl_up'], - }, -} - -# returns bin edges in Numpy format (low edges + upper edge of last bin) -def get_bin_edges(feature_name: str, print_add_info = False) -> Optional[Sequence[float]]: - - if feature_name in plot_options: - - # prioritize set of bin edges for pre-fit plots - # to have plots similar to TOP-20-006 - if 'bin_edges' in plot_options[feature_name]: - # gets thresholds directly from plot_options - edges = plot_options[feature_name]['bin_edges'] - if print_add_info: - logger.info(f"Using bin edges from plot_options for '{feature_name}': {edges}") - - elif 'binning' in plot_options[feature_name]: - # build thresholds from plot_options: [nBins, low, high] - nBins, low, high = plot_options[feature_name]['binning'] - edges = [low + i*(high - low) / nBins for i in range(nBins + 1)] - if print_add_info: - logger.info(f"Using equidistant binning from plot_options for '{feature_name}': " - f"nBins={nBins}, low={low}, high={high} -> {len(edges)-1} bins.") - - return edges - - else: - return None - -if __name__ == "__main__": - - logging.basicConfig(format='%(levelname)s: %(message)s',level=logging.INFO) - logger = logging.getLogger(__name__) - - parser = ap.ArgumentParser(description='make plots of pre-fit variations directly from raw +-1 sigma input files, instead of using ICPH surrogates') - parser.add_argument('--selection', '-s', type=str, help='string-based selection in Python/Awkward format, e.g. use & instead of && for chaining selections') - parser.add_argument('--version', '-v', help = 'version, to be added to the relevant directories') - parser.add_argument('--debug', '-d', help = 'enables debug mode, keeping only era and one uncertainty of each type', action="store_true") - - args = parser.parse_args() - - samples_to_use = ['TTLep_pow', 'TTSemi_pow', 'SingleTop', 'DrellYan'] - eras = samples.ERAS - - selection = args.selection - debug = args.debug - version = args.version - - if debug: - logger.info("Debug mode: printing additional information, plotting 2016 and 2016APV only, only using one of each type of uncertainty and only plotting two features.") - logger.setLevel(logging.DEBUG) - eras = ["2016","2016APV"] - replace_weight_groups = {'EXPERIMENTAL': {'L1Prefire': ['L1PreFiringWeight_Nom','L1PreFiringWeight_Dn','L1PreFiringWeight_Up']}} - add_weight_groups = {'MODELING': {'mu_ren': ['scale_ren0p5_fac1p0','scale_ren2p0_fac1p0']}} - kinematic_variation_groups = {'JER': {'CMS_res_j_0_': ['CMS_res_j_0__down', 'CMS_res_j_0__up']}, - 'JES2': {'CMS_scale_j_Regrouped_Absolute_': ['CMS_scale_j_Regrouped_Absolute__down', 'CMS_scale_j_Regrouped_Absolute__up']}} - - if selection: - if "abs" in selection and not (("np.abs" in selection) or ("ak.abs" not in selection)): - logger.warning("selection requires absolute values using abs, replacing by np.abs") - selection.replace("abs","np.abs") - - requested_branches_for_selection = get_branches_for_selection(selection) - logger.info(f"{selection=}, {requested_branches_for_selection=}") - - if version: - logger.info(f"Writing plots under sub-directories with name {version}") - - """ - stores histograms of nominal, up and down variations - for each era, sample, feature, uncertainty set - - used to separate creation of RDataLoaders, - fetching of templates for each uncertainty - from creation of pre-fit binned template comparisons and stacks - - structure of dictionary: - { - era: { - sample: { - feature: { - uncertainty: [nominal, down variation template, up variation templates] - } - } - } - } - """ - - # initializing here to avoid adding another layer of for loop separating era and sample - histogram_dict = {} - for era in eras: - histogram_dict[era] = {} - for sample in samples_to_use: - histogram_dict[era][sample] = {} - - # used to have a simple way to iterate over all the features - # once the nominal sample object is deleted - list_features = [] - - for i_era_sample, (era, sample) in enumerate(itertools.product(eras, samples_to_use)): - print(f"era: {era}, sample: {sample}") - - nominal_sample = getattr(samples, f'{sample}_{era}_nominal') - - # initializating dict here to avoid bugs - for i_feature, feature_name in enumerate(nominal_sample.feature_names): - - if debug and i_feature > 1: - continue - - histogram_dict[era][sample][feature_name] = {} - - # simple way to let us know the binning only once and not pollute the terminal - if i_era_sample==0: - get_bin_edges(feature_name, print_add_info=True) - list_features.append(feature_name) - - t0 = time.perf_counter() - - if selection: - nominal_sample.addSelection(selection, requested_branches_for_selection) - - dt0 = time.perf_counter() - t0 - logger.debug(f"time to add selections on nominal sample: {dt0:.6f} s") - - t1 = time.perf_counter() - # this could be replaced by opening the files, and issuing a TTree->Draw command (optimized) - nominal_feature_values, nominal_weights = nominal_sample.materialize(0, what='fw') - - dt1 = time.perf_counter() - t1 - logger.debug(f"time to materialize nominal sample: {dt1:.6f} s") - - t2 = time.perf_counter() - - # list of weights in nominal sample - weight_names = nominal_sample.weight_branches - - """ - To take into account the three types of handling systematic variations - at the RDataLoader level - """ - for mode in ["replace", "add", "kinematics"]: - - if mode == "replace": - syst_groups = replace_weight_groups - if i_era_sample == 0: - logger.info("plotting variations for scale factors which are part of the overall weight, " \ - "e.g. pileup reweighting scale factor uncertainty") - elif mode == "add": - syst_groups = add_weight_groups - if i_era_sample == 0: - logger.info("plotting variations implemented as scale factors which multiply the overall event weight, " \ - "e.g. QCD scale variations") - elif mode == "kinematics": - syst_groups = kinematic_variation_groups - if i_era_sample == 0: - logger.info("plotting variations from varied kinematics (JME)") - - for group, uncertainty_names in syst_groups.items(): - if i_era_sample == 0: - logger.info(f"group: {group}, uncertainties: {uncertainty_names.keys()}") - - for uncertainty_name, branch_names in uncertainty_names.items(): - - if i_era_sample == 0: - logger.info(f"uncertainty name: {uncertainty_name}, branch names: {branch_names}") - - # logic different for each type of systematic variations - if mode == "replace": - - """ - For variations, cloning sample replacing nominal weight branch with varied one, - since one can only change the weight branches at RDataLoader creation. - """ - treplace = time.perf_counter() - # using structure defined in replace_weight_groups - nominal_weight_name = branch_names[0] - down_var_weight_name = branch_names[1] - up_var_weight_name = branch_names[2] - - if '' in uncertainty_name: - uncertainty_name = uncertainty_name.replace('',str(era)) - down_var_weight_name = down_var_weight_name.replace('',str(era)) - up_var_weight_name = up_var_weight_name.replace('',str(era)) - - weight_names_varied = weight_names - weight_to_remove_idx = weight_names_varied.index(nominal_weight_name) - - weight_names_varied[weight_to_remove_idx] = down_var_weight_name - down_var_sample = nominal_sample.clone_from_files(nominal_sample.files, weight_names_varied) - - weight_names_varied[weight_to_remove_idx] = up_var_weight_name - up_var_sample = nominal_sample.clone_from_files(nominal_sample.files, weight_names_varied) - - # fixes cases where there are two uncertainties with the same - # nominal weight name (e.g. b-tag SF) - weight_names_varied[weight_to_remove_idx] = nominal_weight_name - - dtreplace_clone_files = time.perf_counter() - treplace - logger.debug(f"time to edit era strings and clone files for replace-type alternative sample: {dtreplace_clone_files:.6f} s") - - down_var_weights = down_var_sample.materialize(0, what='w')[0] - up_var_weights = up_var_sample.materialize(0, what='w')[0] - - # doing this to have a generic assignment outside of "if" condition - down_var_feature_values = nominal_feature_values - up_var_feature_values = nominal_feature_values - - dtreplace = time.perf_counter() - treplace - dtreplace_clone_files - logger.debug(f"time to materialize weights from replace-type alternative samples: {dtreplace:.6f} s") - - elif mode == "add": - - tadd = time.perf_counter() - """ - For variations, cloning nominal sample add branch for variation varied one, - since one can only change the weight branches at RDataLoader creation. - """ - - # using structure defined in add_weight_groups - down_var_weight_name = branch_names[0] - up_var_weight_name = branch_names[1] - - if '' in uncertainty_name: - uncertainty_name = uncertainty_name.replace('',str(era)) - down_var_weight_name = down_var_weight_name.replace('',str(era)) - up_var_weight_name = up_var_weight_name.replace('',str(era)) - - down_var_sample = nominal_sample.clone_from_files(nominal_sample.files, weight_names+[down_var_weight_name]) - up_var_sample = nominal_sample.clone_from_files(nominal_sample.files, weight_names+[up_var_weight_name]) - - dtadd_clone_files = time.perf_counter() - tadd - logger.debug(f"time to edit era strings and clone files for add-type alternative sample: {dtadd_clone_files:.6f} s") - - down_var_weights = down_var_sample.materialize(0, what='w')[0] - down_var_feature_values = nominal_feature_values - - up_var_weights = up_var_sample.materialize(0, what='w')[0] - up_var_feature_values = nominal_feature_values - - dtadd = time.perf_counter() - tadd - dtadd_clone_files - logger.debug(f"time to materialize weights from add-type alternative samples: {dtadd:.6f} s") - - elif mode == "kinematics": - - tkin = time.perf_counter() - """ - For kinematic variations, cloning from different files, keeping the same branch names, - since one can only change the weight branches at RDataLoader creation. - """ - - # using structure defined in add_weight_groups - down_var_file_tag = branch_names[0] - up_var_file_tag = branch_names[1] - - if '' in uncertainty_name: - uncertainty_name = uncertainty_name.replace('',str(era)) - down_var_file_tag = down_var_file_tag.replace('',str(era)) - up_var_file_tag = up_var_file_tag.replace('',str(era)) - - # all era-decorrelated JES variations consider 2016 and 2016APV as single 2016 era - # the opposite is true for JER variations - if 'CMS_res_j' not in uncertainty_name: - # uncertainty_name = uncertainty_name.replace("APV","") - down_var_file_tag = down_var_file_tag.replace("APV","") - up_var_file_tag = up_var_file_tag.replace("APV","") - - down_var_sample = getattr(samples, f'{sample}_{era}_{down_var_file_tag}') - up_var_sample = getattr(samples, f'{sample}_{era}_{up_var_file_tag}') - - dtkin_get_files = time.perf_counter() - tkin - logger.debug(f"time to edit era strings and fetch files for samples with kinematic variations: {dtkin_get_files:.6f} s") - - down_var_feature_values, down_var_weights = down_var_sample.materialize(0, what='fw') - # parsing output of materialize into a simple array - # also done when loading the nominal sample - up_var_feature_values, up_var_weights = up_var_sample.materialize(0, what='fw') - - dtkin = time.perf_counter() - tkin - dtkin_get_files - logger.debug(f"time to materialize kinematic-type alternative samples: {dtkin:.6f} s") - - # tkin_clean = time.perf_counter() - - # del down_var_feature_values, up_var_feature_values - # gc.collect() - - # dtkin_clean = time.perf_counter() - tkin_clean - # logger.debug(f"time to clean feature values from kinematic-type alternative sample: {dtkin_clean:.6f} s") - - - for i_feature, feature_name in enumerate(nominal_sample.feature_names): - - if debug and i_feature > 1: - continue - - edges = get_bin_edges(feature_name) - - if not edges: - if i_era_sample == 0: - logger.warning(f"feature {feature_name} does not have default binning in plot_options, skipping histogram filling") - continue - - if i_era_sample == 0: - logger.debug(f"{feature_name=}, {edges=}") - - nominal_hist_entries = np.histogram(a=nominal_feature_values[:,i_feature], bins=edges, weights=nominal_weights)[0] - - down_var_hist_entries = np.histogram(a=down_var_feature_values[:,i_feature], bins=edges, weights=down_var_weights)[0] - up_var_hist_entries = np.histogram(a=up_var_feature_values[:,i_feature], bins=edges, weights=up_var_weights)[0] - - # converting Numpy histogram edges (low edges + upper edge of last bin) - # to ROOT binning (lower edges only), bin 0 is underflow bin, bin nbins+1 is overflow - n_bins = len(edges)-1 - - # # central histogram with variable binning, created only once - h_central_name = f"h_central_{era}_{sample}_{uncertainty_name}_{feature_name}" - h_central = ROOT.TH1F(h_central_name, "", n_bins, np.array(edges, dtype=float)) - for i in range(n_bins): - h_central.SetBinContent(i + 1, nominal_hist_entries[i]) - - h_down_name = f"h_{era}_{sample}_{uncertainty_name}_{feature_name}_Down" - h_down = ROOT.TH1F(h_down_name, "", n_bins, np.array(edges, dtype=float)) - for i in range(n_bins): - h_down.SetBinContent(i + 1, down_var_hist_entries[i]) - - h_up_name = f"h_{era}_{sample}_{uncertainty_name}_{feature_name}_Up" - h_up = ROOT.TH1F(h_up_name, "", n_bins, np.array(edges, dtype=float)) - for i in range(n_bins): - h_up.SetBinContent(i + 1, up_var_hist_entries[i]) - - histogram_dict[era][sample][feature_name][uncertainty_name] = [] - - histogram_dict[era][sample][feature_name][uncertainty_name].append(h_central) - histogram_dict[era][sample][feature_name][uncertainty_name].append(h_down) - histogram_dict[era][sample][feature_name][uncertainty_name].append(h_up) - - - # t_clean = time.perf_counter() - - # del down_var_feature_values, up_var_feature_values - # del down_var_weights, up_var_weights - down_var_sample._arr_cache.clear() - up_var_sample._arr_cache.clear() - del down_var_sample, up_var_sample - - gc.collect() - - # dt_clean = time.perf_counter() - t_clean - # logger.debug(f"time to do general memory clean from any alternative sample: {dt_clean:.6f} s") - - - # t_root_compare = time.perf_counter() - - # dt_root_compare = time.perf_counter() - t_root_compare - # logger.debug(f"time to make the ROOT plot comparison: {dt_root_compare:.6f} s") - - nominal_sample._arr_cache.clear() - del nominal_sample, nominal_feature_values, nominal_weights - gc.collect() - - if i_era_sample == 0: - logger.info("after first sample/era combination, no longer printing variable/branch information") - - - logger.debug(histogram_dict) - - - - - """ - ### Binned template comparisons ### - - making binned template input comparisons from nominal, down and up variation templates from previous step - - remember the structure of histogram_dict: - histogram_dict[era][sample][feature_name][uncertainty_name] = [h_nominal, h_down, h_up] - - """ - # legend columns (configurable) - for binned template plots - legend_columns_binned_templates = 3 - - plot_directory_binned_templates = os.path.join(user.plot_directory, 'binned_templates_from_inputs') - if debug: - plot_directory_binned_templates = os.path.join(plot_directory_binned_templates,"debug") - elif version: - plot_directory_binned_templates = os.path.join(plot_directory_binned_templates,version) - - logger.info(f"Creating binned templates from sample inputs, will be written under {plot_directory_binned_templates}") - os.makedirs(plot_directory_binned_templates, exist_ok=True) - - # simple color palette - binned_template_colors = [ - ROOT.kRed + 1, - ROOT.kBlue + 1, - ROOT.kGreen + 2, - ROOT.kMagenta + 1, - ROOT.kOrange + 1, - ROOT.kCyan + 1, - ] - - # creating a single dictionary with all the uncertainty groups - uncertainty_groups = replace_weight_groups - uncertainty_groups.update(add_weight_groups) - uncertainty_groups.update(kinematic_variation_groups) - - for i_era_sample, (era, sample) in enumerate(itertools.product(eras, samples_to_use)): - - individual_plot_dir = os.path.join(plot_directory_binned_templates,era,sample) - os.makedirs(individual_plot_dir, exist_ok=True) - helpers.copyIndexPHP(individual_plot_dir) - - if i_era_sample == 0: - logger.info(f"{era=}, {sample=}") - - for feature_name in list_features: - - if i_era_sample == 0: - logger.info(f"{feature_name=}") - - if feature_name not in plot_options: - if i_era_sample == 0: - logger.warning(f"feature {feature_name} not in plot_options, skipping histogram") - continue - - logY = plot_options.get(feature_name, {}).get('logY', False) - x_title = plot_options.get(feature_name, {}).get('tex', feature_name) - - for group, uncertainties in uncertainty_groups.items(): - - canvas_name = f"{group}_{feature_name}_{era}_{sample}" - # stretch in y - c = ROOT.TCanvas(canvas_name, canvas_name, 800, 900) - - # three pads: legend (top), yields (middle), ratios (bottom) - padLegend = ROOT.TPad(canvas_name + "_legend", canvas_name + "_legend", 0.0, 0.80, 1.0, 1.0) - padTop = ROOT.TPad(canvas_name + "_top", canvas_name + "_top", 0.0, 0.30, 1.0, 0.80) - padBottom = ROOT.TPad(canvas_name + "_bottom", canvas_name + "_bottom", 0.0, 0.00, 1.0, 0.30) - - padLegend.SetBottomMargin(0.05) - padLegend.SetTopMargin(0.10) - padLegend.SetLeftMargin(0.10) - padLegend.SetRightMargin(0.10) - padLegend.SetFillStyle(0) - - padTop.SetBottomMargin(0.) - padTop.SetTopMargin(0.08) - padTop.SetLeftMargin(0.10) - padTop.SetRightMargin(0.05) - - padBottom.SetTopMargin(0.0) - padBottom.SetBottomMargin(0.30) - padBottom.SetLeftMargin(0.10) - padBottom.SetRightMargin(0.05) - - padLegend.Draw() - padTop.Draw() - padBottom.Draw() - - # legend (created here, drawn later in padLegend) - legend = ROOT.TLegend(0.02, 0.10, 0.98, 0.90) - legend.SetBorderSize(0) - legend.SetFillStyle(0) - legend.SetNColumns(legend_columns_binned_templates) - - # ------------- TOP PAD: absolute yields ------------- - padTop.cd() - padTop.SetTicks(1, 1) - if logY: - padTop.SetLogy(True) - - # collect all histograms to draw in the top pad, format them and draw them - - first_uncertainty_in_group = list(uncertainties.keys())[0] - if '' in first_uncertainty_in_group: - first_uncertainty_in_group = first_uncertainty_in_group.replace('',str(era)) - - # collect and format central histogram - h_central = histogram_dict[era][sample][feature_name][first_uncertainty_in_group][0] - h_central.SetLineColor(ROOT.kBlack) - h_central.SetLineWidth(2) - # # no title on the top pad - h_central.SetTitle("") - h_central.GetXaxis().SetTitle(x_title) - h_central.GetYaxis().SetTitle("Events") - h_central.GetYaxis().SetTitleSize(0.06) - h_central.GetYaxis().SetLabelSize(0.045) - # # x label on bottom pad only - h_central.GetXaxis().SetLabelSize(0) - h_central.GetXaxis().SetTitleSize(0) - - legend.AddEntry(h_central, "Nominal", "l") - - # storing nominal and variation histograms to draw in same canvas - # since these will be looped over several times - h_variations = [h_central] - - color_index = 0 - for uncertainty_name in uncertainties: - - if '' in uncertainty_name: - uncertainty_name = uncertainty_name.replace('',str(era)) - - color = binned_template_colors[color_index % len(binned_template_colors)] - - h_down = histogram_dict[era][sample][feature_name][uncertainty_name][1] - h_down.SetLineColor(color) - h_down.SetLineStyle(ROOT.kDashed) - h_down.SetLineWidth(1) - - h_up = histogram_dict[era][sample][feature_name][uncertainty_name][2] - h_up.SetLineColor(color) - h_up.SetLineStyle(ROOT.kSolid) - h_up.SetLineWidth(1) - - # remove unnecessary "CMS_" tag from name - uncertainty_name_for_plot = uncertainty_name.replace("CMS_","") - legend.AddEntry(h_down, f"{uncertainty_name_for_plot} -1#sigma","l") - legend.AddEntry(h_up, f"{uncertainty_name_for_plot} +1#sigma","l") - - h_variations.append(h_down) - h_variations.append(h_up) - - color_index += 1 - - # getting reasonable y range (absolute yields) - max_y = max(h.GetMaximum() for h in h_variations) - if logY: - h_central.SetMinimum(0.8) - h_central.SetMaximum(1.2 * max_y if max_y > 0 else 1.0) - else: - h_central.SetMinimum(0.0) - h_central.SetMaximum(1.2 * max_y if max_y > 0 else 1.0) - - h_central.Draw("HIST") - - for h in h_variations[1:]: - h.Draw("HIST SAME") - - # ------------- BOTTOM PAD: ratios ------------- - padBottom.cd() - padBottom.SetTicks(1, 1) - - # ratio central - ratio_central_name = h_central.GetName() + "_ratio" - h_ratio_central = h_central.Clone(ratio_central_name) - h_ratio_central.SetDirectory(0) - h_ratio_central.Divide(h_central) - h_ratio_central.SetLineColor(ROOT.kBlack) - h_ratio_central.SetLineWidth(2) - h_ratio_central.SetTitle("") - - h_ratio_central.GetYaxis().SetTitle("var / nominal") - h_ratio_central.GetYaxis().SetNdivisions(505) - h_ratio_central.GetYaxis().SetTitleSize(0.09) - h_ratio_central.GetYaxis().SetTitleOffset(0.5) - h_ratio_central.GetYaxis().SetLabelSize(0.08) - - h_ratio_central.GetXaxis().SetTitle(x_title) - h_ratio_central.GetXaxis().SetTitleSize(0.1) - h_ratio_central.GetXaxis().SetLabelSize(0.08) - - # build ratio histos for variations - h_ratio_vars = [h_ratio_central] - for h in h_variations[1:]: - r_name = h.GetName() + "_ratio" - h_r = h.Clone(r_name) - h_r.SetDirectory(0) - h_r.Divide(h_central) - h_ratio_vars.append(h_r) - - # ratio y-range based on max relative deviation from 1 - max_dev = 0.0 - for h in h_ratio_vars: - for i in range(1, n_bins+1): - val = h.GetBinContent(i) - if val != 0: - dev = abs(val - 1.0) - if dev > max_dev: - max_dev = dev - - if max_dev <= 0.0: - r_min, r_max = 0.9, 1.1 - else: - # 30% larger than max deviation, symmetric around 1 - half_range = 1.3 * max_dev - r_min = 1.0 - half_range - r_max = 1.0 + half_range - - h_ratio_central.SetMinimum(max(r_min,-2.0)) - h_ratio_central.SetMaximum(min(r_max,2.0)) - - h_ratio_central.Draw("HIST") - for h_r in h_ratio_vars[1:]: - h_r.Draw("HIST SAME") - - # line at 1 - line = ROOT.TLine(edges[0], 1.0, edges[-1], 1.0) - line.SetLineStyle(ROOT.kDashed) - line.SetLineColor(ROOT.kBlack) - line.Draw("SAME") - - # ------------- LEGEND PAD ------------- - padLegend.cd() - # no frame, no axes, just the legend - legend.Draw() - - ## Saving histograms - c.cd() - c.Update() - - out_png = os.path.join(individual_plot_dir, canvas_name + ".png") - out_pdf = os.path.join(individual_plot_dir, canvas_name + ".pdf") - c.SaveAs(out_png) - c.SaveAs(out_pdf) - - - """ - making pre-fit stacks from nominal, up and down variation templates from previous step - - sums variations for each sample in quadrature separately for up and down variations - sets symmetric uncertainty in each bin of combined histogram as max(up, down) for that bins - - follows very closely the structure in plot.py - - remember the structure of histogram_dict: - histogram_dict[era][sample][feature_name][uncertainty_name] = [h_nominal, h_down, h_up] - """ - - plot_directory_stacks = os.path.join(user.plot_directory, 'prefit_stacks_from_inputs') - if debug: - plot_directory_stacks = os.path.join(plot_directory_stacks,"debug") - elif version: - plot_directory_stacks = os.path.join(plot_directory_stacks,version) - - # logger.info(f"Pre-fit stacks saved to folder {plot_directory_stacks}") - from data.colors import get_color - - legend_columns_prefit_stacks = 2 - - for era in eras: - - for feature_name in list_features: - - edges = get_bin_edges(feature_name) - - # this situation will likely never happen - # but keeping the safety here - if not edges: - continue - - logY = plot_options.get(feature_name, {}).get('logY', False) - x_title = plot_options.get(feature_name, {}).get('tex', feature_name) - - # converting Numpy histogram edges (low edges + upper edge of last bin) - # to ROOT binning (lower edges only), bin 0 is underflow bin, bin nbins+1 is overflow - n_bins = len(edges)-1 - - # sample_histogram_dict = histogram_dict[era] - - # build total histogram and each of the variations - h_total = ROOT.TH1F(f"h_prefit_total_{era}","", n_bins, np.array(edges, dtype=float)) - h_unc_down = ROOT.TH1F(f"h_prefit_unc_down_{era}","", n_bins, np.array(edges, dtype=float)) - h_unc_up = ROOT.TH1F(f"h_prefit_unc_up_{era}","", n_bins, np.array(edges, dtype=float)) - - # nominal histogram is the same for all the different uncertainties - # convoluted way to fetch the nominal histogram but it works - first_uncertainty = list(histogram_dict[era][samples_to_use[0]][feature_name].keys())[0] - if '' in first_uncertainty: - first_uncertainty = first_uncertainty.replace('',str(era)) - - for sample in samples_to_use: - - h_nominal = histogram_dict[era][sample][feature_name][first_uncertainty][0] - h_total.Add(h_nominal) - - uncertainty_histogram_dict = histogram_dict[era][sample][feature_name] - - for i_uncertainty, (uncertainty, histograms) in enumerate(uncertainty_histogram_dict.items()): - - # creating histograms with uncertainties - # summing in quadrature each of the variations - down_variation_histo = histograms[1] - - h_var_down = down_variation_histo - h_nominal - h_var_down.Multiply(h_var_down) - h_unc_down.Add(h_var_down) - - up_variation_histo = histograms[2] - - h_var_up = up_variation_histo - h_nominal - h_var_up.Multiply(h_var_up) - h_unc_up.Add(h_var_up) - - # uncertainty band via TBoxes + line-only histos - uncertainty_boxes = [] - - h_line_up = h_total.Clone(f"h_prefit_up_{era}") - h_line_down = h_total.Clone(f"h_prefit_down_{era}") - - # lines only, no fill - h_line_up.SetFillStyle(0) - h_line_up.SetFillColor(0) - h_line_down.SetFillStyle(0) - h_line_down.SetFillColor(0) - h_line_up.SetLineColor(ROOT.kGray + 2) - h_line_down.SetLineColor(ROOT.kGray + 2) - h_line_up.SetLineWidth(1) - h_line_down.SetLineWidth(1) - - logger.debug(f"Creating uncertainty boxes.") - - for ib in range(1, n_bins+1): - x1 = edges[ib-1] - x2 = edges[ib] - nom = h_total.GetBinContent(ib) - err_up = np.sqrt(h_unc_up.GetBinContent(ib)) - err_down = np.sqrt(h_unc_down.GetBinContent(ib)) - - if nom > 0.0: - y_low = nom - err_down - y_high = nom + err_up - logger.debug(f"{ib=}, {nom=}, {y_low=}, {y_high=}, {(y_low/nom)=}, {(y_high/nom)=}") - - box = ROOT.TBox(x1, y_low, x2, y_high) - box.SetFillColor(ROOT.kGray + 1) - box.SetFillStyle(3345) - box.SetLineWidth(0) - uncertainty_boxes.append(box) - - h_line_up.SetBinContent(ib, y_high) - h_line_down.SetBinContent(ib, y_low) - else: - # no prediction in this bin -> keep lines at 0 - h_line_up.SetBinContent(ib, 0.0) - h_line_down.SetBinContent(ib, 0.0) - - # "data" histogram: copy of total, errors = sqrt(yield) - h_data = h_total.Clone(f"h_prefit_data_{era}") - h_data.SetDirectory(0) - for ib in range(1, n_bins+1): - y = h_data.GetBinContent(ib) - if y<0: - y=0 - h_data.SetBinError(ib, np.sqrt(y)) - h_data.SetMarkerStyle(ROOT.kFullCircle) - h_data.SetMarkerSize(1.0) - h_data.SetLineColor(ROOT.kBlack) - h_data.SetFillStyle(0) - - nominal_histograms = [histogram_dict[era][sample][feature_name][first_uncertainty][0] for sample in samples_to_use] - nominal_histogram_integrals = [histogram.Integral() for histogram in nominal_histograms] - - # adding plots to stack in ascending order of yields - yield_order = sorted(range(len(samples_to_use)), key=lambda i: nominal_histogram_integrals[i]) - sample_labels_sorted = [samples_to_use[i] for i in yield_order] - - stack_name = f"stack_prefit_{era}" - hs = ROOT.THStack(stack_name, "") - for i_sample, sample in enumerate(sample_labels_sorted): - - h_nominal = histogram_dict[era][sample][feature_name][first_uncertainty][0] - - sample_color = get_color(sample) if callable(get_color) else ROOT.kGray + 1 - - h_nominal.SetLineColor(ROOT.kBlack) - h_nominal.SetFillColor(sample_color) - h_nominal.SetLineWidth(1) - - hs.Add(h_nominal, "hist") - - canvas_name = f"c_prefit_{era}" - c_stack = ROOT.TCanvas(canvas_name, canvas_name, 800, 800) - - padTop = ROOT.TPad(canvas_name + "_top", canvas_name + "_top", 0.0, 0.30, 1.0, 1.0) - padBottom = ROOT.TPad(canvas_name + "_bottom", canvas_name + "_bottom", 0.0, 0.00, 1.0, 0.30) - - padTop.SetBottomMargin(0.0) - padTop.SetTopMargin(0.08) - padTop.SetLeftMargin(0.10) - padTop.SetRightMargin(0.05) - padTop.SetTicks(1, 1) - - padBottom.SetTopMargin(0.0) - padBottom.SetBottomMargin(0.30) - padBottom.SetLeftMargin(0.10) - padBottom.SetRightMargin(0.05) - padBottom.SetTicks(1, 1) - - padTop.Draw() - padBottom.Draw() - - # ---- TOP PAD: absolute yields ---- - padTop.cd() - if logY: - padTop.SetLogy(True) - - hs.Draw("HIST") - hs.GetXaxis().SetTitle(x_title) - hs.GetYaxis().SetTitle("Events") - - # font sizes / alignment (top pad) - hs.GetYaxis().SetTitleSize(0.05) # a bit smaller - hs.GetYaxis().SetTitleOffset(1.1) # helps align with bottom pad title - hs.GetYaxis().SetLabelSize(0.045) - hs.GetXaxis().SetLabelSize(0) - hs.GetXaxis().SetTitleSize(0) - - # y-range - max_y = max(hs.GetMaximum(), h_data.GetMaximum()) - if logY: - hs.SetMinimum(0.5) - hs.SetMaximum(10.0 * max_y if max_y > 0 else 1.0) - else: - hs.SetMinimum(0.0) - hs.SetMaximum(1.5 * max_y if max_y > 0 else 1.0) - - # draw uncertainty band, lines, and data - for box in uncertainty_boxes: - box.Draw("SAME") - h_data.Draw("E SAME") - - # legend - leg = ROOT.TLegend(0.50, 0.60, 0.88, 0.88) - leg.SetBorderSize(0) - leg.SetFillStyle(0) - leg.SetNColumns(legend_columns_prefit_stacks) - - leg.AddEntry(h_data, "Data (Asimov)", "lep") - for sample in sample_labels_sorted: - h_nominal = histogram_dict[era][sample][feature_name][first_uncertainty][0] - leg.AddEntry(h_nominal, sample, "f") - logging.debug(f"{sample=}") - leg.AddEntry(uncertainty_boxes[0], "Uncertainty", "f") - leg.Draw() - - # ---- BOTTOM PAD: ratios ---- - padBottom.cd() - - # ratio central - h_ratio_central = h_total.Clone(f"h_prefit_ratio_{era}") - h_ratio_central.SetDirectory(0) - h_ratio_central.Divide(h_total) # becomes 1 where non-zero - h_ratio_central.SetLineColor(ROOT.kBlack) - h_ratio_central.SetLineWidth(2) - h_ratio_central.SetTitle("") - - h_ratio_central.GetYaxis().SetTitle("var / nominal") - h_ratio_central.GetYaxis().SetNdivisions(505) - h_ratio_central.GetYaxis().SetTitleSize(0.09) - h_ratio_central.GetYaxis().SetTitleOffset(0.5) - h_ratio_central.GetYaxis().SetLabelSize(0.08) - - h_ratio_central.GetXaxis().SetTitle(x_title) - h_ratio_central.GetXaxis().SetTitleSize(0.10) - h_ratio_central.GetXaxis().SetLabelSize(0.08) - - # ratio uncertainty band via TBoxes + line-only histos - ratio_boxes = [] - - h_ratio_line_up = h_ratio_central.Clone(f"h_prefit_ratio_up_{era}") - h_ratio_line_down = h_ratio_central.Clone(f"h_prefit_ratio_down_{era}") - h_ratio_line_up.SetDirectory(0) - h_ratio_line_down.SetDirectory(0) - - # lines only, no fill - h_ratio_line_up.SetFillStyle(0) - h_ratio_line_up.SetFillColor(0) - h_ratio_line_down.SetFillStyle(0) - h_ratio_line_down.SetFillColor(0) - h_ratio_line_up.SetLineColor(ROOT.kGray + 2) - h_ratio_line_down.SetLineColor(ROOT.kGray + 2) - h_ratio_line_up.SetLineWidth(1) - h_ratio_line_down.SetLineWidth(1) - - for ib in range(1, n_bins+1): - x1 = edges[ib-1] - x2 = edges[ib] - nom = h_total.GetBinContent(ib) - err_up = np.sqrt(h_unc_up.GetBinContent(ib)) - err_down = np.sqrt(h_unc_down.GetBinContent(ib)) - - if nom > 0.0: - rel_up = err_up / nom - rel_down = err_down / nom - - y_low = 1.0 - rel_down - y_high = 1.0 + rel_up - - box = ROOT.TBox(x1, y_low, x2, y_high) - box.SetFillColor(ROOT.kGray + 1) - box.SetFillStyle(3345) - box.SetLineWidth(0) - ratio_boxes.append(box) - - h_ratio_line_up.SetBinContent(ib, y_high) - h_ratio_line_down.SetBinContent(ib, y_low) - else: - # no prediction in this bin -> keep lines at 1 - h_ratio_line_up.SetBinContent(ib, 1.0) - h_ratio_line_down.SetBinContent(ib, 1.0) - - # ratio y-range from max relative deviation - max_dev = 0.0 - for ib in range(1, n_bins+1): - nom = h_total.GetBinContent(ib) - - err_up = np.sqrt(h_unc_up.GetBinContent(ib)) - err_down = np.sqrt(h_unc_down.GetBinContent(ib)) - - if nom > 0: - dev_up = err_up / nom - dev_down = err_down / nom - if max(dev_up,dev_down) > max_dev: - max_dev = max(dev_up,dev_down) - - if max_dev <= 0.0: - r_min, r_max = 0.9, 1.1 - else: - half_range = 1.3 * max_dev - r_min = 1.0 - half_range - r_max = 1.0 + half_range - - h_ratio_central.SetMinimum(max(r_min,-2.0)) - h_ratio_central.SetMaximum(min(r_max,2.0)) - - # draw ratio - h_ratio_central.Draw("HIST") - for box in ratio_boxes: - box.Draw("SAME") - h_ratio_line_up.Draw("HIST SAME") - h_ratio_line_down.Draw("HIST SAME") - - # line at 1 - line = ROOT.TLine(edges[0], 1.0, edges[-1], 1.0) - line.SetLineStyle(ROOT.kDashed) - line.SetLineColor(ROOT.kBlack) - line.Draw("SAME") - - c_stack.cd() - c_stack.Update() - - helpers.copyIndexPHP(plot_directory_stacks) - out_png = os.path.join(plot_directory_stacks, f"{era}_{feature_name}_prefit.png") - out_pdf = os.path.join(plot_directory_stacks, f"{era}_{feature_name}_prefit.pdf") - c_stack.SaveAs(out_png) - c_stack.SaveAs(out_pdf) - - - syncer.sync() diff --git a/user/robert/prefit_sys_binned.py b/plot/prefitsys/prefit_sys_binned.py similarity index 99% rename from user/robert/prefit_sys_binned.py rename to plot/prefitsys/prefit_sys_binned.py index 46134d95..37f471f0 100644 --- a/user/robert/prefit_sys_binned.py +++ b/plot/prefitsys/prefit_sys_binned.py @@ -38,7 +38,7 @@ p.add_argument("--branches_for_selection", nargs="+", default=["lep1_pt", "tr_isvalid", "isOS", "offZ"], help="branches we need to make the selection") p.add_argument("--features", nargs="+", default=[], - help="branches we need to make the selection") + help="branches we want to plot") p.add_argument("--templates", nargs="*", default=None, help="Make per-variation template plots for the given process(es). " "If passed without values, defaults to TTLep_pow.") @@ -54,17 +54,17 @@ # User-editable config (in IPython you can override before %run -i) # ----------------------------------------------------------------------------- #base = "/groups/hephy/cms/robert.schoefbeck/CMGRDF_ntuples/v2-3_nJ2p_nB2p_2l/" - -# (Ricardo) the .root files from make_ntuple live in -# /groups/hephy/cms/ricardo.barrue/CMGRDF_ntuples_TotalJES_EtaSplit/v2-3-2_nJ2p_nB2p_2l/ -# the files with the variations are symlinked into Robert's base folder from data.samples_RunII import BASE_DIRECTORY base = str(BASE_DIRECTORY) eras = ["2016", "2016APV", "2017", "2018"] -processes = ["TTLep_pow"] +processes = ["TTLep_pow", "SingleTop", "TTSemi_pow", "DrellYan"] + +if args.processes: + processes = args.processes + signals = [] -data = [] if args. doAsimov else ["Data"] +data = [] if args.doAsimov else ["Data"] # shard splitting (default 10; override per-process if needed) N_SPLIT_DEFAULT = 1 diff --git a/user/robert/prefit_sys_binned.sh b/plot/prefitsys/prefit_sys_binned.sh similarity index 100% rename from user/robert/prefit_sys_binned.sh rename to plot/prefitsys/prefit_sys_binned.sh diff --git a/user/robert/variations.py b/plot/prefitsys/variations.py similarity index 55% rename from user/robert/variations.py rename to plot/prefitsys/variations.py index da6d695e..82353363 100644 --- a/user/robert/variations.py +++ b/plot/prefitsys/variations.py @@ -36,40 +36,33 @@ 'res4_2018' : {'sys_up': 'CMS_res_j_4_2018_up', 'sys_down':'CMS_res_j_4_2018_down', 'eras':['2018']}, 'res5_2018' : {'sys_up': 'CMS_res_j_5_2018_up', 'sys_down':'CMS_res_j_5_2018_down', 'eras':['2018']}, -# 'jes_b' : {'sys_up': 'CMS_scale_j_FlavorPureBottom_up', 'sys_down': 'CMS_scale_j_FlavorPureBottom_down'}, -# 'jes_c' : {'sys_up': 'CMS_scale_j_FlavorPureCharm_up', 'sys_down': 'CMS_scale_j_FlavorPureCharm_down'}, -# 'jeq_g' : {'sys_up': 'CMS_scale_j_FlavorPureGluon_up', 'sys_down': 'CMS_scale_j_FlavorPureGluon_down'}, -# 'jes_q' : {'sys_up': 'CMS_scale_j_FlavorPureQuark_up', 'sys_down': 'CMS_scale_j_FlavorPureQuark_down'}, -# 'jes_abs' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_down'}, -# 'jes_BBEC1' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_down'}, -# 'jes_EC2' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_down'}, -# 'jes_HF' : {'sys_up': 'CMS_scale_j_Regrouped_HF_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_down'}, -# 'jes_relbal' : {'sys_up': 'CMS_scale_j_Regrouped_RelativeBal_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeBal_down'}, -# -# 'jes_abs_16' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_2016_down', 'eras':['2016APV', '2016']}, -# 'jes_BBEC1_16' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2016_down', 'eras':['2016APV', '2016']}, -# 'jes_EC2_16' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2016_down', 'eras':['2016APV', '2016']}, -# 'jes_HF_16' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2016_down', 'eras':['2016APV', '2016']}, -# 'jes_relsam_16': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2016_down', 'eras':['2016APV', '2016']}, -# -# 'jes_abs_17' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2017_up', 'sys_down':'CMS_scale_j_Regrouped_Absolute_2017_down', 'eras':['2017']}, -# 'jes_BBEC1_17' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2017_down', 'eras':['2017']}, -# 'jes_EC2_17' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2017_down', 'eras':['2017']}, -# 'jes_HF_17' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2017_down', 'eras':['2017']}, -# 'jes_relsam_17': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2017_down', 'eras':['2017']}, -# -# 'jes_abs_18' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_2018_down', 'eras':['2018']}, -# 'jes_BBEC1_18' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2018_down', 'eras':['2018']}, -# 'jes_EC2_18' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2018_down', 'eras':['2018']}, -# 'jes_HF_18' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2018_down', 'eras':['2018']}, -# 'jes_relsam_18': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2018_down', 'eras':['2018']}, - - 'jes_total_EtaBin0' : {'sys_up': 'CMS_scale_j_Total_EtaBin0_up', 'sys_down': 'CMS_scale_j_Total_EtaBin0_down'}, - 'jes_total_EtaBin1' : {'sys_up': 'CMS_scale_j_Total_EtaBin1_up', 'sys_down': 'CMS_scale_j_Total_EtaBin1_down'}, - 'jes_total_EtaBin2' : {'sys_up': 'CMS_scale_j_Total_EtaBin2_up', 'sys_down': 'CMS_scale_j_Total_EtaBin2_down'}, - 'jes_total_EtaBin3' : {'sys_up': 'CMS_scale_j_Total_EtaBin3_up', 'sys_down': 'CMS_scale_j_Total_EtaBin3_down'}, - 'jes_total_EtaBin4' : {'sys_up': 'CMS_scale_j_Total_EtaBin4_up', 'sys_down': 'CMS_scale_j_Total_EtaBin4_down'}, - 'jes_total_EtaBin5' : {'sys_up': 'CMS_scale_j_Total_EtaBin5_up', 'sys_down': 'CMS_scale_j_Total_EtaBin5_down'}, + 'jes_b' : {'sys_up': 'CMS_scale_j_FlavorPureBottom_up', 'sys_down': 'CMS_scale_j_FlavorPureBottom_down'}, + 'jes_c' : {'sys_up': 'CMS_scale_j_FlavorPureCharm_up', 'sys_down': 'CMS_scale_j_FlavorPureCharm_down'}, + 'jeq_g' : {'sys_up': 'CMS_scale_j_FlavorPureGluon_up', 'sys_down': 'CMS_scale_j_FlavorPureGluon_down'}, + 'jes_q' : {'sys_up': 'CMS_scale_j_FlavorPureQuark_up', 'sys_down': 'CMS_scale_j_FlavorPureQuark_down'}, + 'jes_abs' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_down'}, + 'jes_BBEC1' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_down'}, + 'jes_EC2' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_down'}, + 'jes_HF' : {'sys_up': 'CMS_scale_j_Regrouped_HF_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_down'}, + 'jes_relbal' : {'sys_up': 'CMS_scale_j_Regrouped_RelativeBal_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeBal_down'}, + + 'jes_abs_16' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_2016_down', 'eras':['2016APV', '2016']}, + 'jes_BBEC1_16' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2016_down', 'eras':['2016APV', '2016']}, + 'jes_EC2_16' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2016_down', 'eras':['2016APV', '2016']}, + 'jes_HF_16' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2016_down', 'eras':['2016APV', '2016']}, + 'jes_relsam_16': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2016_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2016_down', 'eras':['2016APV', '2016']}, + + 'jes_abs_17' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2017_up', 'sys_down':'CMS_scale_j_Regrouped_Absolute_2017_down', 'eras':['2017']}, + 'jes_BBEC1_17' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2017_down', 'eras':['2017']}, + 'jes_EC2_17' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2017_down', 'eras':['2017']}, + 'jes_HF_17' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2017_down', 'eras':['2017']}, + 'jes_relsam_17': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2017_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2017_down', 'eras':['2017']}, + + 'jes_abs_18' : {'sys_up': 'CMS_scale_j_Regrouped_Absolute_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_Absolute_2018_down', 'eras':['2018']}, + 'jes_BBEC1_18' : {'sys_up': 'CMS_scale_j_Regrouped_BBEC1_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_BBEC1_2018_down', 'eras':['2018']}, + 'jes_EC2_18' : {'sys_up': 'CMS_scale_j_Regrouped_EC2_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_EC2_2018_down', 'eras':['2018']}, + 'jes_HF_18' : {'sys_up': 'CMS_scale_j_Regrouped_HF_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_HF_2018_down', 'eras':['2018']}, + 'jes_relsam_18': {'sys_up': 'CMS_scale_j_Regrouped_RelativeSample_2018_up', 'sys_down': 'CMS_scale_j_Regrouped_RelativeSample_2018_down', 'eras':['2018']}, 'jme_uncl' : {'sys_up': 'Uncl_up', 'sys_down': 'Uncl_down'},