[WIP] Added NLO and NNLO candidate runcards for NNPDF40

n3fit/runcards/Basic_feature_scaling.yml

@@ -99,15 +99,6 @@ integrability:
   integdatasets:
     - {dataset: INTEGXT3,   poslambda: 1e2}
 
-############################################################
-lhagrid:
-  nx  : 150
-  xmin: 1e-9
-  xmed: 0.1
-  xmax: 1.0
-  nq  : 50
-  qmax: 1e5
-
 ############################################################
 debug: True
 maxcores: 8

n3fit/runcards/Basic_hyperopt.yml

@@ -159,14 +159,5 @@ positivity:
   - {dataset: POSDYD, poslambda: 1e10}
   - {dataset: POSDYS, poslambda: 1e10}
 
-############################################################
-lhagrid:
-  nx: 150
-  xmin: 1e-9
-  xmed: 0.1
-  xmax: 1.0
-  nq: 50
-  qmax: 1e5
-
 ############################################################
 debug: false

n3fit/runcards/Basic_runcard.yml

@@ -98,15 +98,6 @@ integrability:
   integdatasets:
     - {dataset: INTEGXT3,   poslambda: 1e2}
 
-############################################################
-lhagrid:
-  nx  : 150
-  xmin: 1e-9
-  xmed: 0.1
-  xmax: 1.0
-  nq  : 50
-  qmax: 1e5
-
 ############################################################
 debug: True
 maxcores: 8

n3fit/runcards/DIS_diagonal_l2reg_example.yml

@@ -117,14 +117,5 @@ positivity:
     - { dataset: POSDYD,   poslambda: 1e10 }
     - { dataset: POSDYS,   poslambda: 1e10 }
 
-############################################################
-lhagrid:
-  nx  : 150
-  xmin: 1e-9
-  xmed: 0.1
-  xmax: 1.0
-  nq  : 50
-  qmax: 1e5
-
 ############################################################
 debug: False

n3fit/runcards/NNPDF40_lo_as_0118.yml

@@ -0,0 +1,291 @@
+# Configuration file for NNPDF++
+#
+description: NNPDF4.0 LO global, deuteron and nuclear uncertainties. Runcard for the
+  baseline LO fit. alphas=0.118
+
+############################################################
+# frac: training fraction
+# ewk: apply ewk k-factors
+# sys: systematics treatment (see systypes)
+#
+
+LODatasets: &LODatasets
+- {dataset: NMCPD_dw_ite, frac: 0.75}
+- {dataset: NMC, frac: 0.75}
+- {dataset: SLACP_dwsh, frac: 0.75}
+- {dataset: SLACD_dw_ite, frac: 0.75}
+- {dataset: BCDMSP_dwsh, frac: 0.75}
+- {dataset: BCDMSD_dw_ite, frac: 0.75}
+- {dataset: CHORUSNUPb_dw_ite, frac: 0.75}
+- {dataset: CHORUSNBPb_dw_ite, frac: 0.75}
+- {dataset: NTVNUDMNFe_dw_ite, frac: 0.75, cfac: []}
+- {dataset: NTVNBDMNFe_dw_ite, frac: 0.75, cfac: []}
+- {dataset: HERACOMBNCEM, frac: 0.75}
+- {dataset: HERACOMBNCEP460, frac: 0.75}
+- {dataset: HERACOMBNCEP575, frac: 0.75}
+- {dataset: HERACOMBNCEP820, frac: 0.75}
+- {dataset: HERACOMBNCEP920, frac: 0.75}
+- {dataset: HERACOMBCCEM, frac: 0.75}
+- {dataset: HERACOMBCCEP, frac: 0.75}
+#- {dataset: HERACOMB_SIGMARED_C, frac: 0.75}   
+#- {dataset: HERACOMB_SIGMARED_B, frac: 0.75}   
+- {dataset: DYE886R_dw_ite, frac: 0.75}
+- {dataset: DYE886P, frac: 0.75, cfac: []}
+- {dataset: DYE605_dw_ite, frac: 0.75, cfac: []}
+- {dataset: CDFZRAP_NEW, frac: 0.75, cfac: []}
+- {dataset: D0ZRAP_40, frac: 0.75, cfac: []}
+- {dataset: D0WMASY, frac: 0.75, cfac: []}
+- {dataset: ATLASWZRAP36PB, frac: 0.75, cfac: []}
+- {dataset: ATLASZHIGHMASS49FB, frac: 0.75, cfac: []}
+- {dataset: ATLASLOMASSDY11EXT, frac: 0.75, cfac: []}
+- {dataset: ATLASWZRAP11CC, frac: 0.75, cfac: []}
+- {dataset: ATLASWZRAP11CF, frac: 0.75, cfac: []}
+- {dataset: ATLAS_WMU_8TEV, frac: 0.75, cfac: []}
+- {dataset: ATLASDY2D8TEV, frac: 0.75, cfac: []}
+- {dataset: ATLAS_WZ_TOT_13TEV, frac: 0.75, cfac: [NRM]}
+#- {dataset: ATLAS_WP_JET_8TEV_PT, frac: 0.75, cfac: []}         
+#- {dataset: ATLAS_WM_JET_8TEV_PT, frac: 0.75, cfac: []}
+- {dataset: ATLAS_WCHARM_WP_DIFF_7TEV, frac: 0.75, cfac: []}
+- {dataset: ATLAS_WCHARM_WM_DIFF_7TEV, frac: 0.75, cfac: []}
+#- {dataset: ATLASZPT8TEVMDIST, frac: 0.75, cfac: []}  # zero contribution at LO
+#- {dataset: ATLASZPT8TEVYDIST, frac: 0.75, cfac: []}  # zero contribution at LO
+- {dataset: ATLASTTBARTOT7TEV, frac: 0.75, cfac: []}
+- {dataset: ATLASTTBARTOT8TEV, frac: 0.75, cfac: []}
+- {dataset: ATLAS_TTBARTOT_13TEV_FULLLUMI, frac: 0.75, cfac: []}
+- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TRAPNORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TTRAPNORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_TOPDIFF_DILEPT_8TEV_TTRAPNORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_1JET_8TEV_R06_DEC, frac: 0.75, cfac: []}
+- {dataset: ATLAS_2JET_7TEV_R06, frac: 0.75, cfac: []}
+- {dataset: ATLASPHT15, frac: 0.75, cfac: [EWK]}
+- {dataset: ATLAS_SINGLETOP_TCH_R_7TEV, frac: 0.75, cfac: []}
+- {dataset: ATLAS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: []}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_T_RAP_NORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_TBAR_RAP_NORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_T_RAP_NORM, frac: 0.75, cfac: []}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_TBAR_RAP_NORM, frac: 0.75, cfac: []}
+- {dataset: CMSWEASY840PB, frac: 0.75, cfac: []}
+- {dataset: CMSWMASY47FB, frac: 0.75, cfac: []}
+- {dataset: CMSDY2D11, frac: 0.75, cfac: []}
+- {dataset: CMSWMU8TEV, frac: 0.75, cfac: []}
+#- {dataset: CMSZDIFF12, frac: 0.75, cfac: [NRM]}     # zero contribution at LO
+- {dataset: CMS_2JET_7TEV, frac: 0.75, cfac: []}
+- {dataset: CMS_2JET_3D_8TEV, frac: 0.75, cfac: []}
+- {dataset: CMSTTBARTOT7TEV, frac: 0.75, cfac: []}
+- {dataset: CMSTTBARTOT8TEV, frac: 0.75, cfac: []}
+- {dataset: CMSTTBARTOT13TEV, frac: 0.75, cfac: []}
+- {dataset: CMSTOPDIFF8TEVTTRAPNORM, frac: 0.75, cfac: []}
+- {dataset: CMSTTBARTOT5TEV, frac: 0.75, cfac: []}
+- {dataset: CMS_TTBAR_2D_DIFF_MTT_TRAP_NORM, frac: 0.75, cfac: []}
+- {dataset: CMS_TTB_DIFF_13TEV_2016_2L_TRAP, frac: 0.75, cfac: []}
+- {dataset: CMS_TTB_DIFF_13TEV_2016_LJ_TRAP, frac: 0.75, cfac: []}
+- {dataset: CMS_SINGLETOP_TCH_TOT_7TEV, frac: 0.75, cfac: []}
+- {dataset: CMS_SINGLETOP_TCH_R_8TEV, frac: 0.75, cfac: []}
+- {dataset: CMS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: []}
+- {dataset: CMSWCHARMTOT, frac: 0.75}
+- {dataset: CMSWCHARMRAT, frac: 0.75}
+- {dataset: CMS_WCHARM_DIFF_UNNORM_13TEV, frac: 0.75}
+- {dataset: LHCBZ940PB, frac: 0.75, cfac: []}
+- {dataset: LHCBZEE2FB_40, frac: 0.75, cfac: []}
+- {dataset: LHCBWZMU7TEV, frac: 0.75, cfac: [NRM]}
+- {dataset: LHCBWZMU8TEV, frac: 0.75, cfac: [NRM]}
+- {dataset: LHCB_Z_13TEV_DIMUON, frac: 0.75, cfac: []}
+- {dataset: LHCB_Z_13TEV_DIELECTRON, frac: 0.75, cfac: []}
+
+
+dataset_inputs: *LODatasets
+
+# These are needed for the similarity cuts
+NNLODatasets: &NNLODatasets
+- {dataset: NMCPD_dw_ite, frac: 0.75}
+- {dataset: NMC, frac: 0.75}
+- {dataset: SLACP_dwsh, frac: 0.75}
+- {dataset: SLACD_dw_ite, frac: 0.75}
+- {dataset: BCDMSP_dwsh, frac: 0.75}
+- {dataset: BCDMSD_dw_ite, frac: 0.75}
+- {dataset: CHORUSNUPb_dw_ite, frac: 0.75}
+- {dataset: CHORUSNBPb_dw_ite, frac: 0.75}
+- {dataset: NTVNUDMNFe_dw_ite, frac: 0.75, cfac: [MAS]}
+- {dataset: NTVNBDMNFe_dw_ite, frac: 0.75, cfac: [MAS]}
+- {dataset: HERACOMBNCEM, frac: 0.75}
+- {dataset: HERACOMBNCEP460, frac: 0.75}
+- {dataset: HERACOMBNCEP575, frac: 0.75}
+- {dataset: HERACOMBNCEP820, frac: 0.75}
+- {dataset: HERACOMBNCEP920, frac: 0.75}
+- {dataset: HERACOMBCCEM, frac: 0.75}
+- {dataset: HERACOMBCCEP, frac: 0.75}
+#- {dataset: HERACOMB_SIGMARED_C, frac: 0.75}   
+#- {dataset: HERACOMB_SIGMARED_B, frac: 0.75}   
+- {dataset: DYE886R_dw_ite, frac: 0.75, cfac: [QCD]}
+- {dataset: DYE886P, frac: 0.75, cfac: [QCD]}
+- {dataset: DYE605_dw_ite, frac: 0.75, cfac: [QCD]}
+- {dataset: CDFZRAP_NEW, frac: 0.75, cfac: [QCD]}
+- {dataset: D0ZRAP_40, frac: 0.75, cfac: [QCD]}
+- {dataset: D0WMASY, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASWZRAP36PB, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASZHIGHMASS49FB, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASLOMASSDY11EXT, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASWZRAP11CC, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASWZRAP11CF, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_WMU_8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASDY2D8TEV, frac: 0.75, cfac: [QCDEWK]}
+- {dataset: ATLAS_WZ_TOT_13TEV, frac: 0.75, cfac: [NRM, QCD]}
+# - {dataset: ATLAS_WCHARM_WP_DIFF_7TEV, frac: 0.75} # No Cfactors at NNLO
+# - {dataset: ATLAS_WCHARM_WM_DIFF_7TEV, frac: 0.75} # No Cfactors at NNLO
+# - {dataset: ATLAS_WP_JET_8TEV_PT, frac: 0.75, cfac: [QCD]}         
+# - {dataset: ATLAS_WM_JET_8TEV_PT, frac: 0.75, cfac: [QCD]}         
+# - {dataset: ATLASZPT8TEVMDIST, frac: 0.75, cfac: [QCD], sys: 10} # zreo contribution at LO
+# - {dataset: ATLASZPT8TEVYDIST, frac: 0.75, cfac: [QCD], sys: 10} # zero contribution at LO
+- {dataset: ATLASTTBARTOT7TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASTTBARTOT8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_TTBARTOT_13TEV_FULLLUMI, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TRAPNORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TTRAPNORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_TOPDIFF_DILEPT_8TEV_TTRAPNORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_1JET_8TEV_R06_DEC, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_2JET_7TEV_R06, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLASPHT15, frac: 0.75, cfac: [QCD, EWK]}
+- {dataset: ATLAS_SINGLETOP_TCH_R_7TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_T_RAP_NORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_TBAR_RAP_NORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_T_RAP_NORM, frac: 0.75, cfac: [QCD]}
+- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_TBAR_RAP_NORM, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSWEASY840PB, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSWMASY47FB, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSDY2D11, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSWMU8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSZDIFF12, frac: 0.75, cfac: [QCD, NRM], sys: 10}
+- {dataset: CMS_2JET_7TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_2JET_3D_8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSTTBARTOT7TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSTTBARTOT8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSTTBARTOT13TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSTOPDIFF8TEVTTRAPNORM, frac: 0.75, cfac: [QCD]}
+- {dataset: CMSTTBARTOT5TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_TTBAR_2D_DIFF_MTT_TRAP_NORM, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_TTB_DIFF_13TEV_2016_2L_TRAP, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_TTB_DIFF_13TEV_2016_LJ_TRAP, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_SINGLETOP_TCH_TOT_7TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_SINGLETOP_TCH_R_8TEV, frac: 0.75, cfac: [QCD]}
+- {dataset: CMS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: [QCD]}
+# - {dataset: CMSWCHARMTOT, frac: 0.75} # No Cfactors at NNLO
+# - {dataset: CMSWCHARMRAT, frac: 0.75} # No Cfactors at NNLO
+# - {dataset: CMS_WCHARM_DIFF_UNNORM_13TEV, frac: 0.75} # No Cfactors at NNLO
+- {dataset: LHCBZ940PB, frac: 0.75, cfac: [QCD]}
+- {dataset: LHCBZEE2FB_40, frac: 0.75, cfac: [QCD]}
+- {dataset: LHCBWZMU7TEV, frac: 0.75, cfac: [NRM, QCD]}
+- {dataset: LHCBWZMU8TEV, frac: 0.75, cfac: [NRM, QCD]}
+- {dataset: LHCB_Z_13TEV_DIMUON, frac: 0.75, cfac: [QCD]}
+- {dataset: LHCB_Z_13TEV_DIELECTRON, frac: 0.75, cfac: [QCD]}
+
+
+
+do_not_require_similarity_for:
+- ATLAS_WCHARM_WP_DIFF_7TEV
+- ATLAS_WCHARM_WM_DIFF_7TEV
+- CMSWCHARMTOT
+- CMSWCHARMRAT
+- CMS_WCHARM_DIFF_UNNORM_13TEV
+
+
+cut_similarity_threshold: 2
+
+cuts_intersection_spec:
+- theoryid: 208
+  pdf: NNPDF31_nlo_as_0118
+  dataset_inputs: *LODatasets
+
+- theoryid: 200
+  pdf: NNPDF31_nlo_as_0118
+  dataset_inputs: *NNLODatasets
+
+
+
+############################################################
+datacuts:
+  t0pdfset: 210506-01-rs-nnpdf40-lo-flav # PDF set to generate t0 covmat
+  q2min: 3.49                        # Q2 minimum
+  w2min: 12.5                        # W2 minimum
+  use_cuts: fromsimilarpredictions
+
+############################################################
+theory:
+  theoryid: 213     # database id
+
+############################################################
+fitting:
+  sum_rules: MSR
+
+  trvlseed: 1520585894
+  nnseed: 2647869818
+  mcseed: 1101490705
+  save: false
+  genrep: true   # true = generate MC replicas, false = use real data
+
+  parameters: # This defines the parameter dictionary that is passed to the Model Trainer
+    nodes_per_layer: [25, 20, 8]
+    activation_per_layer: [tanh, tanh, square]
+    initializer: glorot_normal
+    optimizer:
+      clipnorm: 6.073e-6
+      learning_rate: 2.621e-3
+      optimizer_name: Nadam
+    epochs: 17000
+    positivity:
+      initial: 184.8
+      multiplier:
+    integrability:
+      initial: 10
+      multiplier:
+    stopping_patience: 0.1
+    layer_type: dense
+    dropout: 0.0
+    #    threshold_chi2: 3.5
+
+
+  # NN23(QED) = sng=0,g=1,v=2,t3=3,ds=4,sp=5,sm=6,(pht=7)
+  # EVOL(QED) = sng=0,g=1,v=2,v3=3,v8=4,t3=5,t8=6,(pht=7)
+  # EVOLS(QED)= sng=0,g=1,v=2,v8=4,t3=4,t8=5,ds=6,(pht=7)
+  # FLVR(QED) = g=0, u=1, ubar=2, d=3, dbar=4, s=5, sbar=6, (pht=7)
+  fitbasis: FLAVOUR  # EVOL (7), EVOLQED (8), etc.
+  basis:
+  - {fl: u, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [1.655, 4.386]}
+  - {fl: ubar, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [2.766, 11.61]}
+  - {fl: d, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [3.48, 6.71]}
+  - {fl: dbar, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [4.274, 13.33]}
+  - {fl: s, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [4.861, 9.974]}
+  - {fl: sbar, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [4.648, 12.43]}
+  - {fl: c, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [2.878, 7.57]}
+  - {fl: g, pos: false, mutsize: [15], trainable: false, mutprob: [0.05], smallx: [1,1], largex: [3.453, 13.24]}
+
+############################################################
+positivity:
+  posdatasets:
+  - {dataset: POSF2U, poslambda: 1e6}        # Positivity Lagrange Multiplier
+  - {dataset: POSF2DW, poslambda: 1e6}
+  - {dataset: POSF2S, poslambda: 1e6}
+#  - {dataset: POSFLL, poslambda: 1e6}
+  - {dataset: POSDYU, poslambda: 1e10}
+  - {dataset: POSDYD, poslambda: 1e10}
+  - {dataset: POSDYS, poslambda: 1e10}
+#  - {dataset: POSF2C, poslambda: 1e6}
+  - {dataset: POSXUQ, poslambda: 1e6}        # Positivity of MSbar PDFs
+  - {dataset: POSXUB, poslambda: 1e6}
+  - {dataset: POSXDQ, poslambda: 1e6}
+  - {dataset: POSXDB, poslambda: 1e6}
+  - {dataset: POSXSQ, poslambda: 1e6}
+  - {dataset: POSXSB, poslambda: 1e6}
+  - {dataset: POSXGL, poslambda: 1e6}
+############################################################
+integrability:
+  integdatasets:
+  - {dataset: INTEGXT8, poslambda: 1e2}
+  - {dataset: INTEGXT3_543, poslambda: 1e2}
+  - {dataset: INTEGXV_543, poslambda: 1e2}
+  - {dataset: INTEGXV3_543, poslambda: 1e2}
+  - {dataset: INTEGXV8_543, poslambda: 1e2}
+
+############################################################
+debug: false
+maxcores: 4