From aaaf2dbc95db2a84c700f31334cf5a6a819b3c89 Mon Sep 17 00:00:00 2001 From: Alessandro Candido Date: Tue, 22 Feb 2022 22:24:35 +0100 Subject: [PATCH 01/98] Init Ekobox --- benchmarks/data/.gitignore | 1 + src/eko/output.py | 2 +- src/ekobox/__init__.py | 1 + src/ekobox/apply.py | 103 ++++++++++++++++++++++++++++++++ src/ekomark/benchmark/runner.py | 6 +- 5 files changed, 110 insertions(+), 3 deletions(-) create mode 100644 src/ekobox/__init__.py create mode 100644 src/ekobox/apply.py diff --git a/benchmarks/data/.gitignore b/benchmarks/data/.gitignore index 628c48b91..80aa9b13a 100644 --- a/benchmarks/data/.gitignore +++ b/benchmarks/data/.gitignore @@ -3,3 +3,4 @@ #yaml *.yaml +*.tar diff --git a/src/eko/output.py b/src/eko/output.py index e51eaa2ba..4720adbf2 100644 --- a/src/eko/output.py +++ b/src/eko/output.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- """ - This file contains the output management +This file contains the output management """ import io import logging diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py new file mode 100644 index 000000000..40a96afc6 --- /dev/null +++ b/src/ekobox/__init__.py @@ -0,0 +1 @@ +# -*- coding: utf-8 -*- diff --git a/src/ekobox/apply.py b/src/ekobox/apply.py new file mode 100644 index 000000000..3f6071eb5 --- /dev/null +++ b/src/ekobox/apply.py @@ -0,0 +1,103 @@ +import numpy as np + +from eko import basis_rotation as br +from eko import interpolation + + +def apply_pdf(output, lhapdf_like, targetgrid=None, rotate_to_evolution_basis=False): + """ + Apply all available operators to the input PDFs. + + Parameters + ---------- + output : eko.output.Output + eko output object containing all informations + lhapdf_like : object + object that provides an xfxQ2 callable (as `lhapdf `_ + and :class:`ekomark.toyLH.toyPDF` do) (and thus is in flavor basis) + targetgrid : list + if given, interpolates to the pdfs given at targetgrid (instead of xgrid) + rotate_to_evolution_basis : bool + if True rotate to evoluton basis + + Returns + ------- + out_grid : dict + output PDFs and their associated errors for the computed Q2grid + """ + if rotate_to_evolution_basis: + return apply_pdf_flavor( + output, lhapdf_like, targetgrid, br.rotate_flavor_to_evolution + ) + return apply_pdf_flavor(lhapdf_like, targetgrid) + + +def apply_pdf_flavor(output, lhapdf_like, targetgrid=None, flavor_rotation=None): + """ + Apply all available operators to the input PDFs. + + Parameters + ---------- + output : eko.output.Output + eko output object containing all informations + lhapdf_like : object + object that provides an xfxQ2 callable (as `lhapdf `_ + and :class:`ekomark.toyLH.toyPDF` do) (and thus is in flavor basis) + targetgrid : list + if given, interpolates to the pdfs given at targetgrid (instead of xgrid) + flavor_rotation : np.ndarray + Rotation matrix in flavor space + + Returns + ------- + out_grid : dict + output PDFs and their associated errors for the computed Q2grid + """ + # create pdfs + pdfs = np.zeros((len(output["inputpids"]), len(output["inputgrid"]))) + for j, pid in enumerate(output["inputpids"]): + if not lhapdf_like.hasFlavor(pid): + continue + pdfs[j] = np.array( + [ + lhapdf_like.xfxQ2(pid, x, output["q2_ref"]) / x + for x in output["inputgrid"] + ] + ) + + # build output + out_grid = {} + for q2, elem in output["Q2grid"].items(): + pdf_final = np.einsum("ajbk,bk", elem["operators"], pdfs) + error_final = np.einsum("ajbk,bk", elem["operator_errors"], pdfs) + out_grid[q2] = { + "pdfs": dict(zip(output["targetpids"], pdf_final)), + "errors": dict(zip(output["targetpids"], error_final)), + } + + # rotate to evolution basis + if flavor_rotation is not None: + for q2, op in out_grid.items(): + pdf = flavor_rotation @ np.array( + [op["pdfs"][pid] for pid in br.flavor_basis_pids] + ) + errors = flavor_rotation @ np.array( + [op["errors"][pid] for pid in br.flavor_basis_pids] + ) + out_grid[q2]["pdfs"] = dict(zip(br.evol_basis, pdf)) + out_grid[q2]["errors"] = dict(zip(br.evol_basis, errors)) + + # rotate/interpolate to target grid + if targetgrid is not None: + b = interpolation.InterpolatorDispatcher.from_dict(output, False) + rot = b.get_interpolation(targetgrid) + for q2 in out_grid: + for pdf_label in out_grid[q2]["pdfs"]: + out_grid[q2]["pdfs"][pdf_label] = np.matmul( + rot, out_grid[q2]["pdfs"][pdf_label] + ) + out_grid[q2]["errors"][pdf_label] = np.matmul( + rot, out_grid[q2]["errors"][pdf_label] + ) + + return out_grid diff --git a/src/ekomark/benchmark/runner.py b/src/ekomark/benchmark/runner.py index 8ddf809cf..2abb4bf8d 100644 --- a/src/ekomark/benchmark/runner.py +++ b/src/ekomark/benchmark/runner.py @@ -14,6 +14,7 @@ import eko from eko import basis_rotation as br +from ekobox import apply from .. import pdfname from ..data import db, operators @@ -83,7 +84,7 @@ def run_me(self, theory, ocard, _pdf): if rerun: out = eko.run_dglap(theory, ocard) print(f"Writing operator to {path}") - out.dump_yaml_to_file(path) + out.dump_tar(path) else: # load print(f"Using cached eko data: {os.path.relpath(path,os.getcwd())}") @@ -170,7 +171,8 @@ def log(self, theory, _, pdf, me, ext): ): rotate_to_evolution[3, :] = [0, 0, 0, 0, 0, -1, -1, 0, 1, 1, 0, 0, 0, 0] - pdf_grid = me.apply_pdf_flavor( + pdf_grid = apply.apply_pdf_flavor( + me, pdf, xgrid, flavor_rotation=rotate_to_evolution, From 12a9adf95922188e6f6d9f40971ada558608caa8 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Fri, 19 Nov 2021 16:12:38 +0100 Subject: [PATCH 02/98] Fixing cache bug using sandbox and a plot error --- benchmarks/sandbox.py | 4 ++-- src/eko/output.py | 1 - src/ekomark/plots.py | 4 +++- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/benchmarks/sandbox.py b/benchmarks/sandbox.py index efa655934..72112b5d0 100644 --- a/benchmarks/sandbox.py +++ b/benchmarks/sandbox.py @@ -46,7 +46,7 @@ class Sandbox(Runner): # external = "pegasus" # select to plot operators - plot_operator = False + plot_operator = True rotate_to_evolution_basis = True @@ -96,7 +96,7 @@ def doit(self): def lha(self): theory_updates = { - "PTO": 1, + "PTO": 0, "FNS": "FFNS", "NfFF": 4, "ModEv": "EXA", diff --git a/src/eko/output.py b/src/eko/output.py index 4720adbf2..259264b5c 100644 --- a/src/eko/output.py +++ b/src/eko/output.py @@ -480,7 +480,6 @@ def load_tar(cls, tarname): obj : output loaded object """ - tarpath = pathlib.Path(tarname) with tempfile.TemporaryDirectory() as tmpdir: diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 540c835a4..4f8c3c5ad 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -193,6 +193,8 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): ax = plt.subplot(1, 3, 3) plt.title("|error/value|") + # TODO: next line will cause a "invalid value encountered in true divide + np.seterr(divide="ignore", invalid="ignore") err_to_val = np.abs(np.array(op_err) / np.array(op)) im = plt.imshow(err_to_val, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) @@ -217,7 +219,7 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): PDF to skip """ - ops_names = list(me["pids"]) + ops_names = list(me["targetpids"]) ops_id = f"o{ops['hash'][:6]}_t{theory['hash'][:6]}" path = f"{path}/{ops_id}.pdf" print(f"Plotting operators plots to {path}") From 6a69edf3a06cc201536477e61d05ea6e98cf1ff0 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Fri, 19 Nov 2021 17:24:02 +0100 Subject: [PATCH 03/98] Fixing numpy error settings --- src/ekomark/plots.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 4f8c3c5ad..e3ec4dc3a 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -194,8 +194,9 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): ax = plt.subplot(1, 3, 3) plt.title("|error/value|") # TODO: next line will cause a "invalid value encountered in true divide - np.seterr(divide="ignore", invalid="ignore") + old_settings = np.seterr(divide="ignore", invalid="ignore") err_to_val = np.abs(np.array(op_err) / np.array(op)) + np.seterr(**old_settings) im = plt.imshow(err_to_val, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) return fig @@ -254,6 +255,7 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): new_op[label_in].append(val) new_op_err[label_in].append(val_err) + for label_in in ops_names: if label_in in skip_pdfs: continue From 5151bc72b89eaaac1da1f067708a32ad6518b206 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Mon, 22 Nov 2021 15:16:53 +0100 Subject: [PATCH 04/98] Fixing operator plots --- src/ekomark/plots.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index e3ec4dc3a..3c20f8e62 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -163,12 +163,15 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): # op = ret["operators"][var_name] # op_err = ret["operator_errors"][var_name] + # empty? + if np.max(np.abs(op)) <= 0.0: + return None + fig = plt.figure(figsize=(25, 5)) fig.suptitle(var_name) - # empty? - if np.max(op) <= 0.0: - return fig + + # TODO fix File "/usr/lib/python3/dist-packages/matplotlib/colors.py", # line 1181, in _check_vmin_vmax @@ -182,6 +185,7 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): norm = LogNorm() if log_operator else None if abs_operator: op = np.abs(op) + #TODO: change colormap for abs or not abs im = plt.imshow(op, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) @@ -257,6 +261,7 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): for label_in in ops_names: + import pdb; pdb.set_trace() if label_in in skip_pdfs: continue try: @@ -265,7 +270,8 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): new_op[label_in], new_op_err[label_in], ) - pp.savefig() + if fig is not None: + pp.savefig() finally: if fig: plt.close(fig) From 03fa35129feb6a83f90d727ecae5de1ea986915a Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Mon, 22 Nov 2021 15:18:30 +0100 Subject: [PATCH 05/98] Fixing --- src/ekomark/plots.py | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 3c20f8e62..49fd99163 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -170,9 +170,6 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): fig = plt.figure(figsize=(25, 5)) fig.suptitle(var_name) - - - # TODO fix File "/usr/lib/python3/dist-packages/matplotlib/colors.py", # line 1181, in _check_vmin_vmax # raise ValueError("minvalue must be positive") @@ -185,7 +182,7 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): norm = LogNorm() if log_operator else None if abs_operator: op = np.abs(op) - #TODO: change colormap for abs or not abs + # TODO: change colormap for abs or not abs im = plt.imshow(op, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) @@ -259,9 +256,7 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): new_op[label_in].append(val) new_op_err[label_in].append(val_err) - for label_in in ops_names: - import pdb; pdb.set_trace() if label_in in skip_pdfs: continue try: From 4c6ad4adebe688df2a666809d4aa23a7f865db98 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Mon, 22 Nov 2021 15:58:47 +0100 Subject: [PATCH 06/98] Changing colormaps --- src/ekomark/plots.py | 21 +++++++++++++-------- 1 file changed, 13 insertions(+), 8 deletions(-) diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 49fd99163..234449aad 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -8,6 +8,7 @@ import matplotlib.pyplot as plt import numpy as np from matplotlib.backends.backend_pdf import PdfPages +from matplotlib.cm import get_cmap from matplotlib.colors import LogNorm @@ -174,30 +175,34 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): # line 1181, in _check_vmin_vmax # raise ValueError("minvalue must be positive") + # Settings + colormap = "coolwarm" ax = plt.subplot(1, 3, 1) if abs_operator: plt.title("|operator|") + colormap = "inferno" + op = np.abs(op) else: plt.title("operator") + norm = LogNorm() if log_operator else None - if abs_operator: - op = np.abs(op) - # TODO: change colormap for abs or not abs - im = plt.imshow(op, norm=norm, aspect="auto") + cmap = get_cmap(colormap) + # Plotting operator + im = plt.imshow(op, cmap=cmap, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) - + # Plotting operator error ax = plt.subplot(1, 3, 2) plt.title("operator_error") - im = plt.imshow(op_err, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) - + # Plotting ratio ax = plt.subplot(1, 3, 3) plt.title("|error/value|") - # TODO: next line will cause a "invalid value encountered in true divide + # Avoid the numpy warning old_settings = np.seterr(divide="ignore", invalid="ignore") err_to_val = np.abs(np.array(op_err) / np.array(op)) np.seterr(**old_settings) + im = plt.imshow(err_to_val, norm=norm, aspect="auto") plt.colorbar(im, ax=ax, fraction=0.034, pad=0.04) return fig From 132596b4abe0ab93305959da405f5f55597a60bf Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Mon, 22 Nov 2021 16:30:30 +0100 Subject: [PATCH 07/98] Fixing bug in apply.py --- src/ekobox/__init__.py | 1 + src/ekobox/apply.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index 40a96afc6..4f1252011 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -1 +1,2 @@ # -*- coding: utf-8 -*- +from . import apply diff --git a/src/ekobox/apply.py b/src/ekobox/apply.py index 3f6071eb5..e1bee7da3 100644 --- a/src/ekobox/apply.py +++ b/src/ekobox/apply.py @@ -29,7 +29,7 @@ def apply_pdf(output, lhapdf_like, targetgrid=None, rotate_to_evolution_basis=Fa return apply_pdf_flavor( output, lhapdf_like, targetgrid, br.rotate_flavor_to_evolution ) - return apply_pdf_flavor(lhapdf_like, targetgrid) + return apply_pdf_flavor(output, lhapdf_like, targetgrid) def apply_pdf_flavor(output, lhapdf_like, targetgrid=None, flavor_rotation=None): From b944dc6367d4b506d6d1873a6909c70c72ecf751 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Tue, 23 Nov 2021 13:49:16 +0100 Subject: [PATCH 08/98] Fixing plot in evo. basis and first steps for ekobox --- benchmarks/sandbox.py | 28 +++++++++--- src/ekobox/__init__.py | 31 ++++++++++++- src/ekobox/gen_op.py | 77 +++++++++++++++++++++++++++++++++ src/ekobox/gen_theory.py | 72 ++++++++++++++++++++++++++++++ src/ekomark/benchmark/runner.py | 8 +++- src/ekomark/data/db.py | 2 +- src/ekomark/plots.py | 1 - 7 files changed, 208 insertions(+), 11 deletions(-) create mode 100644 src/ekobox/gen_op.py create mode 100644 src/ekobox/gen_theory.py diff --git a/benchmarks/sandbox.py b/benchmarks/sandbox.py index 72112b5d0..ec3ba370e 100644 --- a/benchmarks/sandbox.py +++ b/benchmarks/sandbox.py @@ -46,7 +46,7 @@ class Sandbox(Runner): # external = "pegasus" # select to plot operators - plot_operator = True + plot_operator = False rotate_to_evolution_basis = True @@ -74,17 +74,31 @@ def doit(self): } # t0 = theory_updates.copy() # t0["PTO"] = 0 + # self.skip_pdfs = lambda _theory: [ + # 22, + # -6, + # 6, + # "ph", + # "V35", + # "V24", + # "V15", + # "V8", + # "T35", + # ] self.skip_pdfs = lambda _theory: [ 22, -6, 6, - "ph", - "V35", - "V24", - "V15", - "V8", - "T35", + 108, + 115, + 224, + 235, + 124, + 135, + 208, + 215, ] + self.run( [theory_updates], # , t0], operators.build(self.generate_operators()), diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index 4f1252011..ea818e7a3 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -1,2 +1,31 @@ # -*- coding: utf-8 -*- -from . import apply +from banana.data import genpdf + +import eko +from eko import basis_rotation as br + +from . import apply, gen_op, gen_theory + + +# TODO: give the possibility to dump and/or install in lhapdf folder (using genpdf package if possible) +def evolve_PDFs( + initial_PDF, + theory_card, + operators_card, + targetgrid=None, + flavor_rotation=None, + dump=False, + install=False, +): + """ + This function evolves an initial_PDF using a theory card and an operator card + and return the new PDF as lhapdf format + + """ + eko_output = eko.run_dglap(theory_card, operators_card) + + evolved_PDF = apply.apply_pdf_flavor( + eko_output, initial_PDF, targetgrid, flavor_rotation + ) + + return evolved_PDF diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py new file mode 100644 index 000000000..0b3d5f6c2 --- /dev/null +++ b/src/ekobox/gen_op.py @@ -0,0 +1,77 @@ +def gen_op_card(Q2grid, hash, update=None): + """ + Generates an operator card with some mandatory user choice and some + default values which can be changed by the update input dict + """ + # Constructing the dictionary with some default value (NB: ask if it relies on order) + def_op = { #'Q2grid': [100], + "backward_inversion": "expanded", + "debug_skip_non_singlet": False, + "debug_skip_singlet": False, + "ev_op_iterations": 1, + "ev_op_max_order": 10, + #'hash': 'ff080e6', + "interpolation_is_log": True, + "interpolation_polynomial_degree": 4, + "interpolation_xgrid": [ + 1e-07, + 1.6102620275609392e-07, + 2.592943797404667e-07, + 4.1753189365604003e-07, + 6.723357536499335e-07, + 1.0826367338740541e-06, + 1.7433288221999873e-06, + 2.8072162039411756e-06, + 4.520353656360241e-06, + 7.2789538439831465e-06, + 1.1721022975334793e-05, + 1.8873918221350995e-05, + 3.039195382313195e-05, + 4.893900918477499e-05, + 7.880462815669905e-05, + 0.0001268961003167922, + 0.00020433597178569417, + 0.00032903445623126676, + 0.0005298316906283707, + 0.0008531678524172806, + 0.0013738237958832637, + 0.00221221629107045, + 0.003562247890262444, + 0.005736152510448681, + 0.009236708571873866, + 0.014873521072935119, + 0.02395026619987486, + 0.03856620421163472, + 0.06210169418915616, + 0.1, + 0.1473684210526316, + 0.19473684210526315, + 0.24210526315789474, + 0.2894736842105263, + 0.33684210526315794, + 0.38421052631578945, + 0.43157894736842106, + 0.4789473684210527, + 0.5263157894736842, + 0.5736842105263158, + 0.6210526315789474, + 0.6684210526315789, + 0.7157894736842105, + 0.7631578947368421, + 0.8105263157894737, + 0.8578947368421053, + 0.9052631578947369, + 0.9526315789473684, + 1.0, + ], + } + # Adding the mandatory inputs + def_op["Q2grid"] = Q2grid + def_op["hash"] = hash + # Update user choice (NB: Allow also new entries?) + if isinstance(update, dict): + for k in update.keys(): + if k not in def_op.keys(): + raise ValueError("Provided key not in operators card") + def_op.update(update) + return def_op diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py new file mode 100644 index 000000000..e178952a4 --- /dev/null +++ b/src/ekobox/gen_theory.py @@ -0,0 +1,72 @@ +import math + + +def gen_theory_card(fns, pto, initial_scale, hash, update=None): + """ + Generates a theory card with some mandatory user choice and some + default values which can be changed by the update input dict + """ + # Constructing the dictionary with some default value (NB: ask if it relies on order) + def_theory = { + "CKM": "0.97428 0.22530 0.003470 0.22520 " + "0.97345 0.041000 0.00862 0.04030 " + "0.999152", + "Comments": "", + "DAMP": 0, + "EScaleVar": 1, + # 'FNS': 'FFNS', + "GF": 1.1663787e-05, + "HQ": "POLE", + "IB": 0, + "IC": 0, + "ID": 0, + "MP": 0.938, + "MW": 80.398, + "MZ": 91.1876, + "MaxNfAs": 6, + "MaxNfPdf": 6, + "ModEv": "EXA", + "NfFF": 3, + # 'PTO': 0, + # 'Q0': 1.65, + "QED": 0, + "Qedref": 1.777, + "Qmb": 4.5, + "Qmc": 2.0, + "Qmt": 173.07, + "Qref": 91.2, + "SIN2TW": 0.23126, + "SxOrd": "LL", + "SxRes": 0, + "TMC": 0, + "XIF": 1.0, + "XIR": 1.0, + "alphaqed": 0.007496251999999999, + "alphas": 0.11800000000000001, + "fact_to_ren_scale_ratio": 1.0, + "global_nx": 0, + # 'hash': 'edfbed6', + "kDISbThr": 1.0, + "kDIScThr": 1.0, + "kDIStThr": 1.0, + "kbThr": math.inf, + "kcThr": math.inf, + "ktThr": math.inf, + "mb": 4.5, + "mc": 2.0, + "mt": 173.07, + "nf0": None, + "nfref": None, + } + # Adding the mandatory inputs + def_theory["FNS"] = fns + def_theory["PTO"] = pto + def_theory["Q0"] = initial_scale + def_theory["hash"] = hash + # Update user choice (NB: Allow also new entries?) + if isinstance(update, dict): + for k in update.keys(): + if k not in def_theory.keys(): + raise ValueError("Provided key not in theory card") + def_theory.update(update) + return def_theory diff --git a/src/ekomark/benchmark/runner.py b/src/ekomark/benchmark/runner.py index 2abb4bf8d..a5f3c20e9 100644 --- a/src/ekomark/benchmark/runner.py +++ b/src/ekomark/benchmark/runner.py @@ -92,6 +92,7 @@ def run_me(self, theory, ocard, _pdf): out = eko.output.Output.load_yaml(o) if self.plot_operator: + from ekomark.plots import ( # pylint:disable=import-error,import-outside-toplevel save_operators_to_pdf, ) @@ -99,8 +100,13 @@ def run_me(self, theory, ocard, _pdf): output_path = f"{banana_cfg.cfg['database_path'].parents[0]}/{self.external}_bench" if not os.path.exists(output_path): os.makedirs(output_path) + # rotating to evolution basis if requested + out_copy = eko.output.Output.load_tar(path) + if self.rotate_to_evolution_basis: + out_copy.to_evol(source=True, target=True) + save_operators_to_pdf( - output_path, theory, ocard, out, self.skip_pdfs(theory) + output_path, theory, ocard, out_copy, self.skip_pdfs(theory) ) else: out = eko.run_dglap(theory, ocard) diff --git a/src/ekomark/data/db.py b/src/ekomark/data/db.py index 8e795f38a..02908c9a8 100644 --- a/src/ekomark/data/db.py +++ b/src/ekomark/data/db.py @@ -9,7 +9,7 @@ class Operator(Base): # pylint: disable=too-few-public-methods """ - Operator cards tbale + Operator cards table """ __tablename__ = "operators" diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 234449aad..514667a13 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -225,7 +225,6 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): skip_pdfs : list PDF to skip """ - ops_names = list(me["targetpids"]) ops_id = f"o{ops['hash'][:6]}_t{theory['hash'][:6]}" path = f"{path}/{ops_id}.pdf" From 3c6d2adac7c3af58581e748b75d9f00ebc8a7486 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Tue, 23 Nov 2021 16:52:01 +0100 Subject: [PATCH 09/98] First working ekobox --- src/ekobox/__init__.py | 58 ++++++++++++++++ src/ekobox/gen_op.py | 129 ++++++++++++++++++------------------ src/ekobox/gen_theory.py | 86 +++++++++++++++++++++--- src/ekobox/templatePDF.info | 29 ++++++++ 4 files changed, 226 insertions(+), 76 deletions(-) create mode 100644 src/ekobox/templatePDF.info diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index ea818e7a3..e9838a960 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -16,16 +16,74 @@ def evolve_PDFs( flavor_rotation=None, dump=False, install=False, + name=None, + info_update=None, ): """ This function evolves an initial_PDF using a theory card and an operator card and return the new PDF as lhapdf format + Parameters + ---------- + initial_PDF : lhapdf object + PDF to be evolved + + theory_card : dict + theory card + + operators_card : dict + operators card + + targetgrid : list(float) + target x-grid (if different from input x-grid) + + flavor_rotation : np.ndarray + Rotation matrix in flavor space + + dump : bool + set whether to dump evolved PDF to current dicrectory + + install : bool + set whether to install evolved PDF to lhapdf directory + + name : str + set name of evolved PDF (if dumped) + + info_update : dict + dict of info to add or update to default info file (if PDF is dumped) + + Returns + ------- + : dict + output PDFs and their associated errors for the computed Q2grid + """ eko_output = eko.run_dglap(theory_card, operators_card) evolved_PDF = apply.apply_pdf_flavor( eko_output, initial_PDF, targetgrid, flavor_rotation ) + # TODOs: What will happen with more than one members? + # TODOs: Consider a different number of flavors according to theory card + if dump: + if targetgrid is None: + targetgrid = operators_card["interpolation_xgrid"] + if name is None: + name = "Evolved_PDF" + info = gen_theory.create_info_file(theory_card, operators_card, info_update) + block = genpdf.generate_block( + lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], + xgrid=targetgrid, + Q2grid=operators_card["Q2grid"], + pids=br.flavor_basis_pids, + ) + error_block = genpdf.generate_block( + lambda pid, x, Q2: evolved_PDF[Q2]["errors"][pid][targetgrid.index(x)], + xgrid=targetgrid, + Q2grid=operators_card["Q2grid"], + pids=br.flavor_basis_pids, + ) + + genpdf.export.dump_set(name, info, [[block], [error_block]]) return evolved_PDF diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index 0b3d5f6c2..54f28f763 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -1,73 +1,34 @@ -def gen_op_card(Q2grid, hash, update=None): +import io + +import yaml +from banana.data import sql +from ekomark.data import operators + + +def gen_op_card(Q2grid, update=None): """ - Generates an operator card with some mandatory user choice and some - default values which can be changed by the update input dict + Generates an operator card with some mandatory user choice + (in this case only the Q2 grid) and some default values which + can be changed by the update input dict + + Parameters + ---------- + Q2grid : list(float) + grid for Q2 + update : dict + dictionary of info to update in op. card + + Returns + ------- + : dict + operator card """ - # Constructing the dictionary with some default value (NB: ask if it relies on order) - def_op = { #'Q2grid': [100], - "backward_inversion": "expanded", - "debug_skip_non_singlet": False, - "debug_skip_singlet": False, - "ev_op_iterations": 1, - "ev_op_max_order": 10, - #'hash': 'ff080e6', - "interpolation_is_log": True, - "interpolation_polynomial_degree": 4, - "interpolation_xgrid": [ - 1e-07, - 1.6102620275609392e-07, - 2.592943797404667e-07, - 4.1753189365604003e-07, - 6.723357536499335e-07, - 1.0826367338740541e-06, - 1.7433288221999873e-06, - 2.8072162039411756e-06, - 4.520353656360241e-06, - 7.2789538439831465e-06, - 1.1721022975334793e-05, - 1.8873918221350995e-05, - 3.039195382313195e-05, - 4.893900918477499e-05, - 7.880462815669905e-05, - 0.0001268961003167922, - 0.00020433597178569417, - 0.00032903445623126676, - 0.0005298316906283707, - 0.0008531678524172806, - 0.0013738237958832637, - 0.00221221629107045, - 0.003562247890262444, - 0.005736152510448681, - 0.009236708571873866, - 0.014873521072935119, - 0.02395026619987486, - 0.03856620421163472, - 0.06210169418915616, - 0.1, - 0.1473684210526316, - 0.19473684210526315, - 0.24210526315789474, - 0.2894736842105263, - 0.33684210526315794, - 0.38421052631578945, - 0.43157894736842106, - 0.4789473684210527, - 0.5263157894736842, - 0.5736842105263158, - 0.6210526315789474, - 0.6684210526315789, - 0.7157894736842105, - 0.7631578947368421, - 0.8105263157894737, - 0.8578947368421053, - 0.9052631578947369, - 0.9526315789473684, - 1.0, - ], - } + # Constructing the dictionary with some default value + def_op = operators.default_card # Adding the mandatory inputs def_op["Q2grid"] = Q2grid - def_op["hash"] = hash + serialized = sql.serialize(def_op) + def_op["hash"] = (sql.add_hash(serialized))[-1] # Update user choice (NB: Allow also new entries?) if isinstance(update, dict): for k in update.keys(): @@ -75,3 +36,39 @@ def gen_op_card(Q2grid, hash, update=None): raise ValueError("Provided key not in operators card") def_op.update(update) return def_op + + +def dump_op_card(name, op): + """ + Dump the operators card in the current directory + + Parameters + ---------- + name : str + name of the op. card to dump + + op : dict + op card + """ + target = "opcard_%s.yaml" % (name) + with open(target, "w") as out: + yaml.safe_dump(op, out) + + +def load_op_card(path): + """ + Load the operators card specified by path + + Parameters + ---------- + path : str + path to op. card in yaml format + + Returns + ------- + : dict + op card + """ + with open(path, "r") as o: + op = yaml.safe_load(o) + return op diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index e178952a4..4273208d6 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -1,16 +1,19 @@ +import io import math +import pathlib +import yaml +from banana.data import sql -def gen_theory_card(fns, pto, initial_scale, hash, update=None): + +def gen_theory_card(fns, pto, initial_scale, update=None): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict """ # Constructing the dictionary with some default value (NB: ask if it relies on order) def_theory = { - "CKM": "0.97428 0.22530 0.003470 0.22520 " - "0.97345 0.041000 0.00862 0.04030 " - "0.999152", + "CKM": "0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152", "Comments": "", "DAMP": 0, "EScaleVar": 1, @@ -28,7 +31,7 @@ def gen_theory_card(fns, pto, initial_scale, hash, update=None): "ModEv": "EXA", "NfFF": 3, # 'PTO': 0, - # 'Q0': 1.65, + # 'Q0': 1.0, "QED": 0, "Qedref": 1.777, "Qmb": 4.5, @@ -49,9 +52,9 @@ def gen_theory_card(fns, pto, initial_scale, hash, update=None): "kDISbThr": 1.0, "kDIScThr": 1.0, "kDIStThr": 1.0, - "kbThr": math.inf, - "kcThr": math.inf, - "ktThr": math.inf, + "kbThr": 1.0, + "kcThr": 1.0, + "ktThr": 1.0, "mb": 4.5, "mc": 2.0, "mt": 173.07, @@ -62,11 +65,74 @@ def gen_theory_card(fns, pto, initial_scale, hash, update=None): def_theory["FNS"] = fns def_theory["PTO"] = pto def_theory["Q0"] = initial_scale - def_theory["hash"] = hash - # Update user choice (NB: Allow also new entries?) + serialized = sql.serialize(def_theory) + def_theory["hash"] = (sql.add_hash(serialized))[-1] + # Update user choice if isinstance(update, dict): for k in update.keys(): if k not in def_theory.keys(): raise ValueError("Provided key not in theory card") def_theory.update(update) return def_theory + + +def dump_theory_card(name, theory): + """ + Dump the theory card in the current directory + + Parameters + ---------- + name : str + name of the theory card to dump + + theory : dict + theory card + """ + target = "theorycard_%s.yaml" % (name) + with open(target, "w") as out: + yaml.safe_dump(theory, out) + + +def load_theory_card(path): + """ + Load the theory card specified by path + + Parameters + ---------- + path : str + path to theory card in yaml format + + Returns + ------- + : dict + theory card + """ + with open(path, "r") as o: + theory = yaml.safe_load(o) + return theory + + +def create_info_file(theory_card, operators_card, info_update): + """ + Generate a lhapdf info file from theory and operators card + + Parameters + ---------- + theory_card : dict + theory card + operators_card : dict + operators_card + info_update : dict + info to update + + Returns + ------- + : dict + info file in lhapdf format + """ + here = pathlib.Path(__file__).parent + with open(here / "templatePDF.info", "r") as o: + template_info = yaml.safe_load(o) + # TODOs: Updating the info using the theory and operator cards + template_info.update(info_update) + return template_info diff --git a/src/ekobox/templatePDF.info b/src/ekobox/templatePDF.info new file mode 100644 index 000000000..a48d6a87f --- /dev/null +++ b/src/ekobox/templatePDF.info @@ -0,0 +1,29 @@ +SetDesc: Evolved PDF +SetIndex: 0 +Authors: +Reference: +Format: lhagrid1 +DataVersion: 1 +NumMembers: 1 +Particle: 2212 +Flavors: [] +ForcePositive: 0 +OrderQCD: 0 +FlavorScheme: variable +NumFlavors: 3 +XMin: 1.000000e-09 +XMax: 1 +QMin: 1.295000e+00 +QMax: 100000 +MZ: 91.1876 +MUp: 0 +MDown: 0 +MStrange: 0 +MCharm: 1.3 +MBottom: 4.75 +MTop: 172 +AlphaS_MZ: 0.118000 +AlphaS_OrderQCD: 0 +AlphaS_Type: ipol +AlphaS_Qs: [1.295000e+00, 1.475010e+00, 1.691180e+00, 1.952560e+00, 2.270860e+00, 2.661400e+00, 3.144360e+00, 3.746580e+00, 4.504060e+00, 5.465600e+00, 6.697950e+00, 8.293410e+00, 1.038100e+01, 1.314320e+01, 1.684110e+01, 2.185310e+01, 2.873440e+01, 3.831200e+01, 5.183410e+01, 7.121450e+01, 9.943320e+01, 1.412090e+02, 2.041420e+02, 3.007030e+02, 4.517430e+02, 6.928310e+02, 1.085930e+03, 1.741380e+03, 2.860290e+03, 4.818130e+03, 8.334020e+03, 1.482260e+04, 2.714580e+04, 5.126670e+04, 1.000000e+05] +AlphaS_Vals: [4.200710e-01, 3.895640e-01, 3.619420e-01, 3.368440e-01, 3.139670e-01, 2.930520e-01, 2.738810e-01, 2.562640e-01, 2.400390e-01, 2.250660e-01, 2.112210e-01, 1.983960e-01, 1.864960e-01, 1.754390e-01, 1.651500e-01, 1.555630e-01, 1.466190e-01, 1.382660e-01, 1.304560e-01, 1.231460e-01, 1.162990e-01, 1.098790e-01, 1.038540e-01, 9.819640e-02, 9.287940e-02, 8.787930e-02, 8.317410e-02, 7.874380e-02, 7.457000e-02, 7.063560e-02, 6.692520e-02, 6.342420e-02, 6.011950e-02, 5.699860e-02, 5.405020e-02] From 2aeeeac1452019e6ac73a23adfd1016b8775fb87 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Tue, 23 Nov 2021 17:44:06 +0100 Subject: [PATCH 10/98] Putting threshold in plot and fixing labels --- benchmarks/sandbox.py | 2 +- src/ekobox/__init__.py | 1 + src/ekomark/benchmark/runner.py | 9 ++++++++- src/ekomark/plots.py | 19 +++++++++++++++---- 4 files changed, 25 insertions(+), 6 deletions(-) diff --git a/benchmarks/sandbox.py b/benchmarks/sandbox.py index ec3ba370e..9ca7d6f6a 100644 --- a/benchmarks/sandbox.py +++ b/benchmarks/sandbox.py @@ -46,7 +46,7 @@ class Sandbox(Runner): # external = "pegasus" # select to plot operators - plot_operator = False + plot_operator = True rotate_to_evolution_basis = True diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index e9838a960..f7a76f765 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -65,6 +65,7 @@ def evolve_PDFs( ) # TODOs: What will happen with more than one members? # TODOs: Consider a different number of flavors according to theory card + # TODOs: Consider the flavor_rotation case if dump: if targetgrid is None: targetgrid = operators_card["interpolation_xgrid"] diff --git a/src/ekomark/benchmark/runner.py b/src/ekomark/benchmark/runner.py index a5f3c20e9..11c850065 100644 --- a/src/ekomark/benchmark/runner.py +++ b/src/ekomark/benchmark/runner.py @@ -102,11 +102,18 @@ def run_me(self, theory, ocard, _pdf): os.makedirs(output_path) # rotating to evolution basis if requested out_copy = eko.output.Output.load_tar(path) + change_lab = False if self.rotate_to_evolution_basis: out_copy.to_evol(source=True, target=True) + change_lab = True save_operators_to_pdf( - output_path, theory, ocard, out_copy, self.skip_pdfs(theory) + output_path, + theory, + ocard, + out_copy, + self.skip_pdfs(theory), + change_lab, ) else: out = eko.run_dglap(theory, ocard) diff --git a/src/ekomark/plots.py b/src/ekomark/plots.py index 514667a13..42d9ee3a5 100644 --- a/src/ekomark/plots.py +++ b/src/ekomark/plots.py @@ -11,6 +11,8 @@ from matplotlib.cm import get_cmap from matplotlib.colors import LogNorm +from eko import basis_rotation as br + def input_figure(theory, ops, pdf_name=None): """ @@ -165,7 +167,8 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): # op_err = ret["operator_errors"][var_name] # empty? - if np.max(np.abs(op)) <= 0.0: + thre = 1e-8 + if np.max(np.abs(op)) <= thre: return None fig = plt.figure(figsize=(25, 5)) @@ -208,7 +211,7 @@ def plot_operator(var_name, op, op_err, log_operator=True, abs_operator=True): return fig -def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): +def save_operators_to_pdf(path, theory, ops, me, skip_pdfs, change_lab=False): """ Output all operator heatmaps to PDF. @@ -224,12 +227,13 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): DGLAP result skip_pdfs : list PDF to skip + change_lab : bool + set whether to rename the labels """ ops_names = list(me["targetpids"]) ops_id = f"o{ops['hash'][:6]}_t{theory['hash'][:6]}" path = f"{path}/{ops_id}.pdf" print(f"Plotting operators plots to {path}") - with PdfPages(path) as pp: # print setup firstPage = input_figure(theory, ops) @@ -263,9 +267,16 @@ def save_operators_to_pdf(path, theory, ops, me, skip_pdfs): for label_in in ops_names: if label_in in skip_pdfs: continue + lab_in = label_in + lab_out = label_out + if change_lab: + index_in = br.evol_basis_pids.index(label_in) + index_out = br.evol_basis_pids.index(label_out) + lab_in = br.evol_basis[index_in] + lab_out = br.evol_basis[index_out] try: fig = plot_operator( - f"Operator ({label_in};{label_out}) ยต_F^2 = {q2} GeV^2", + f"Operator ({lab_in};{lab_out}) ยต_F^2 = {q2} GeV^2", new_op[label_in], new_op_err[label_in], ) From 8cdf3ef2cf26988ed760faad0c203ed6a2880623 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Tue, 23 Nov 2021 18:02:10 +0100 Subject: [PATCH 11/98] Giving the possibility of installing evolved PDF and writing docs --- src/ekobox/__init__.py | 9 ++++++++- src/ekobox/gen_theory.py | 18 ++++++++++++++++++ 2 files changed, 26 insertions(+), 1 deletion(-) diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index f7a76f765..1cc9bea94 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -44,7 +44,7 @@ def evolve_PDFs( set whether to dump evolved PDF to current dicrectory install : bool - set whether to install evolved PDF to lhapdf directory + set whether to install evolved PDF to lhapdf directory (only if dumped) name : str set name of evolved PDF (if dumped) @@ -87,4 +87,11 @@ def evolve_PDFs( genpdf.export.dump_set(name, info, [[block], [error_block]]) + if install: + genpdf.install_pdf(name) + + if not dump: + if install: + raise ValueError("Installing is impossible without damping") + return evolved_PDF diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index 4273208d6..ab7316d78 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -10,6 +10,24 @@ def gen_theory_card(fns, pto, initial_scale, update=None): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict + + Parameters + ---------- + + fns : str + flavour number scheme + pto : int + perturbation theory order + initial_scale: float + initial scale of evolution + update : dict + info to update to default theory card + + Returns + ------- + + : dict + theory card """ # Constructing the dictionary with some default value (NB: ask if it relies on order) def_theory = { From b25f06132e1d0f440a1ab3fbffb0aca98cf7e616 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Tue, 23 Nov 2021 18:57:31 +0100 Subject: [PATCH 12/98] Testing ekobox --- src/ekobox/__init__.py | 8 +- src/ekobox/gen_op.py | 2 +- src/ekobox/gen_theory.py | 13 +- .../fakepdf/myCT14llo_NF3/myCT14llo_NF3.info | 29 + .../myCT14llo_NF3/myCT14llo_NF3_0000.dat | 8407 +++++++++++++++++ .../myMSTW2008nlo90cl/myMSTW2008nlo90cl.info | 30 + .../myMSTW2008nlo90cl_0000.dat | 3087 ++++++ .../myMSTW2008nlo90cl_0001.dat | 3087 ++++++ .../myNNPDF31_nlo_as_0118.info | 30 + .../myNNPDF31_nlo_as_0118_0000.dat | 7511 +++++++++++++++ .../myNNPDF31_nlo_as_0118_0001.dat | 7511 +++++++++++++++ tests/test_ekobox_gen_theory.py | 31 + tests/utils.py | 27 + 13 files changed, 29766 insertions(+), 7 deletions(-) create mode 100644 tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info create mode 100644 tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat create mode 100644 tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info create mode 100644 tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat create mode 100644 tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat create mode 100644 tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info create mode 100644 tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat create mode 100644 tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat create mode 100644 tests/test_ekobox_gen_theory.py create mode 100644 tests/utils.py diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index 1cc9bea94..2a178ff37 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -7,7 +7,7 @@ from . import apply, gen_op, gen_theory -# TODO: give the possibility to dump and/or install in lhapdf folder (using genpdf package if possible) +# TODO: move this from init def evolve_PDFs( initial_PDF, theory_card, @@ -63,9 +63,9 @@ def evolve_PDFs( evolved_PDF = apply.apply_pdf_flavor( eko_output, initial_PDF, targetgrid, flavor_rotation ) - # TODOs: What will happen with more than one members? - # TODOs: Consider a different number of flavors according to theory card - # TODOs: Consider the flavor_rotation case + # TODOs: What will happen with more than one members? (iterate, change apply) + # TODOs: Consider a different number of flavors according to theory card ("this is not a problem right now") + # TODOs: Consider the flavor_rotation case (no need since i don't need to proved evolved_PDF but only dump) if dump: if targetgrid is None: targetgrid = operators_card["interpolation_xgrid"] diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index 54f28f763..f821c15f0 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -50,7 +50,7 @@ def dump_op_card(name, op): op : dict op card """ - target = "opcard_%s.yaml" % (name) + target = "%s.yaml" % (name) with open(target, "w") as out: yaml.safe_dump(op, out) diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index ab7316d78..2266a05a5 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -6,7 +6,7 @@ from banana.data import sql -def gen_theory_card(fns, pto, initial_scale, update=None): +def gen_theory_card(fns, pto, initial_scale, update=None, dump=False, name=None): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict @@ -22,6 +22,10 @@ def gen_theory_card(fns, pto, initial_scale, update=None): initial scale of evolution update : dict info to update to default theory card + dump : bool + set if dump + name : str + name of theory card (if dumped ) Returns ------- @@ -30,6 +34,7 @@ def gen_theory_card(fns, pto, initial_scale, update=None): theory card """ # Constructing the dictionary with some default value (NB: ask if it relies on order) + # TODOs: load this not write def_theory = { "CKM": "0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152", "Comments": "", @@ -80,6 +85,7 @@ def gen_theory_card(fns, pto, initial_scale, update=None): "nfref": None, } # Adding the mandatory inputs + # NB: fns is not used def_theory["FNS"] = fns def_theory["PTO"] = pto def_theory["Q0"] = initial_scale @@ -91,6 +97,8 @@ def gen_theory_card(fns, pto, initial_scale, update=None): if k not in def_theory.keys(): raise ValueError("Provided key not in theory card") def_theory.update(update) + if dump: + dump_theory_card(name, def_theory) return def_theory @@ -106,7 +114,7 @@ def dump_theory_card(name, theory): theory : dict theory card """ - target = "theorycard_%s.yaml" % (name) + target = "%s.yaml" % (name) with open(target, "w") as out: yaml.safe_dump(theory, out) @@ -130,6 +138,7 @@ def load_theory_card(path): return theory +# move this to another file def create_info_file(theory_card, operators_card, info_update): """ Generate a lhapdf info file from theory and operators card diff --git a/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info b/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info new file mode 100644 index 000000000..cda553208 --- /dev/null +++ b/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info @@ -0,0 +1,29 @@ +SetDesc: 'fake CT14llo, 1-loop PDF evolution with HOPPET and HOPPET alphas_s running solution. This set has 1 member PDFs. mem=0 --> max NF=3' +SetIndex: 13206 +Authors: S. Dulat, T.-J. Hou, J. Gao, M. Guzzi, J. Huston, P. Nadolsky, J. Pumplin, C. Schmidt, D. Stump, C.-P.Yuan +Reference: arXiv:1506.07443 +Format: lhagrid1 +DataVersion: 1 +NumMembers: 1 +Particle: 2212 +Flavors: [-3, -2, -1, 1, 2, 3, 21] +ForcePositive: 1 +OrderQCD: 0 +FlavorScheme: variable +NumFlavors: 3 +XMin: 1.000000e-09 +XMax: 1 +QMin: 1.295000e+00 +QMax: 100000 +MZ: 91.1876 +MUp: 0 +MDown: 0 +MStrange: 0 +MCharm: 1.3 +MBottom: 4.75 +MTop: 172 +AlphaS_MZ: 0.118000 +AlphaS_OrderQCD: 0 +AlphaS_Type: ipol +AlphaS_Qs: [1.295000e+00, 1.475010e+00, 1.691180e+00, 1.952560e+00, 2.270860e+00, 2.661400e+00, 3.144360e+00, 3.746580e+00, 4.504060e+00, 5.465600e+00, 6.697950e+00, 8.293410e+00, 1.038100e+01, 1.314320e+01, 1.684110e+01, 2.185310e+01, 2.873440e+01, 3.831200e+01, 5.183410e+01, 7.121450e+01, 9.943320e+01, 1.412090e+02, 2.041420e+02, 3.007030e+02, 4.517430e+02, 6.928310e+02, 1.085930e+03, 1.741380e+03, 2.860290e+03, 4.818130e+03, 8.334020e+03, 1.482260e+04, 2.714580e+04, 5.126670e+04, 1.000000e+05] +AlphaS_Vals: [4.200710e-01, 3.895640e-01, 3.619420e-01, 3.368440e-01, 3.139670e-01, 2.930520e-01, 2.738810e-01, 2.562640e-01, 2.400390e-01, 2.250660e-01, 2.112210e-01, 1.983960e-01, 1.864960e-01, 1.754390e-01, 1.651500e-01, 1.555630e-01, 1.466190e-01, 1.382660e-01, 1.304560e-01, 1.231460e-01, 1.162990e-01, 1.098790e-01, 1.038540e-01, 9.819640e-02, 9.287940e-02, 8.787930e-02, 8.317410e-02, 7.874380e-02, 7.457000e-02, 7.063560e-02, 6.692520e-02, 6.342420e-02, 6.011950e-02, 5.699860e-02, 5.405020e-02] diff --git a/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat b/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat new file mode 100644 index 000000000..90c550423 --- /dev/null +++ b/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat @@ -0,0 +1,8407 @@ +PdfType: central +Format: lhagrid1 +--- +1.000000e-09 1.131190e-09 1.381630e-09 1.687530e-09 2.061150e-09 2.517500e-09 3.074880e-09 3.755670e-09 4.587180e-09 5.602800e-09 6.843270e-09 8.358390e-09 1.020900e-08 1.246930e-08 1.523000e-08 1.860190e-08 2.272050e-08 2.775080e-08 3.389490e-08 4.139940e-08 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0.00000000e+00 +--- diff --git a/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info b/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info new file mode 100644 index 000000000..ff1658c93 --- /dev/null +++ b/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info @@ -0,0 +1,30 @@ +SetDesc: "fake MSTW 2008 NLO (90% C.L.). This set has 41 member PDFs. mem=0 => central value; mem=1-40 => 20 eigenvectors (+/- directions). See Section 6 of paper for error calculation. http://mstwpdf.hepforge.org" +SetIndex: 21150 +Authors: A.D. Martin, W.J. Stirling, R.S. Thorne and G. Watt +Reference: arXiv:0901.0002 +Format: lhagrid1 +DataVersion: 3 +NumMembers: 2 +Particle: 2212 +Flavors: [-5, -4, -3, -2, -1, 1, 2, 3, 4, 5, 21] +OrderQCD: 1 +FlavorScheme: variable +NumFlavors: 5 +ErrorType: hessian +ErrorConfLevel: 90 +XMin: 1e-06 +XMax: 1 +QMin: 1 +QMax: 31622.8 +MZ: 91.1876 +MUp: 0 +MDown: 0 +MStrange: 0 +MCharm: 1.4 +MBottom: 4.75 +MTop: 1e+10 +AlphaS_MZ: 0.120179 +AlphaS_OrderQCD: 1 +AlphaS_Type: ipol +AlphaS_Qs: [1.000000e+00, 1.118034e+00, 1.224745e+00, 1.400000e+00, 1.400000e+00, 1.581139e+00, 1.788854e+00, 2.000000e+00, 2.236068e+00, 2.529822e+00, 2.828427e+00, 3.162278e+00, 3.464102e+00, 4.750000e+00, 4.750000e+00, 5.099020e+00, 6.324555e+00, 8.000000e+00, 1.000000e+01, 1.264911e+01, 1.549193e+01, 2.000000e+01, 2.529822e+01, 3.162278e+01, 4.242641e+01, 5.656854e+01, 7.483315e+01, 9.118760e+01, 1.000000e+02, 1.341641e+02, 1.788854e+02, 2.366432e+02, 3.162278e+02, 4.242641e+02, 5.656854e+02, 7.483315e+02, 1.000000e+03, 1.341641e+03, 1.788854e+03, 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3.17637355e-22 -1.05879118e-22 -1.05879118e-22 0.00000000e+00 0.00000000e+00 0.00000000e+00 +6.35274710e-22 1.05879118e-21 -9.52912066e-22 -1.40289832e-21 2.43526334e-21 2.43521972e-21 -1.16467030e-21 -9.52912066e-22 1.05879118e-21 6.35274710e-22 -8.47032947e-22 +--- diff --git a/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info b/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info new file mode 100644 index 000000000..f7f38c48f --- /dev/null +++ b/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info @@ -0,0 +1,30 @@ +SetDesc: "NNPDF3.1 NLO global fit, alphas(MZ)=0.118. mem=0 => average on replicas; mem=1-100 => PDF replicas" +SetIndex: 303400 +Authors: "NNPDF Collaboration. R.D. Ball, V. Bertone, S. Carrazza, L. Del Debbio, S. Forte, P. Groth-Merrild, A. Guffanti, N.P. Hartland, Z. Kassabov, J.I. Latorre, E. Nocera, J. Rojo, L. Rottoli, E. Slade and M. Ubiali" +Reference: arXiv:17xx.xxxxxx +Format: lhagrid1 +DataVersion: 1 +NumMembers: 2 +Particle: 2212 +Flavors: [-5, -4, -3, -2, -1, 21, 1, 2, 3, 4, 5] +OrderQCD: 1 +FlavorScheme: variable +NumFlavors: 5 +ErrorType: replicas +XMin: 1.0000000e-09 +XMax: 1.0000000e+00 +QMin: 1.6500000e+00 +QMax: 1.0000000e+05 +MZ: 9.1200000e+01 +MUp: 0 +MDown: 0 +MStrange: 0 +MCharm: 1.5100000e+00 +MBottom: 4.9200000e+00 +MTop: 1.7250000e+02 +AlphaS_MZ: 0.1180000 +AlphaS_OrderQCD: 1 +AlphaS_Type: ipol +AlphaS_Qs: [1.6500000e+00, 1.7874388e+00, 1.9429053e+00, 2.1193749e+00, 2.3204100e+00, 2.5502945e+00, 2.8142025e+00, 3.1184123e+00, 3.4705775e+00, 3.8800752e+00, 4.3584516e+00, 4.9200000e+00, 4.9200000e+00, 5.5493622e+00, 6.2897452e+00, 7.1650687e+00, 8.2052867e+00, 9.4481248e+00, 1.0941378e+01, 1.2745972e+01, 1.4940062e+01, 1.7624572e+01, 2.0930715e+01, 2.5030298e+01, 3.0149928e+01, 3.6590777e+01, 4.4756282e+01, 5.5191298e+01, 6.8637940e+01, 8.6115921e+01, 1.0903923e+02, 1.3938725e+02, 1.7995815e+02, 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5.9973622e-02, 5.7802878e-02] +AlphaS_Lambda4: 0.342207 diff --git a/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat b/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat new file mode 100644 index 000000000..225fe6043 --- /dev/null +++ b/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat @@ -0,0 +1,7511 @@ +PdfType: central +Format: lhagrid1 +--- +1.0000000e-09 1.2805087e-09 1.6397027e-09 2.0996536e-09 2.6886248e-09 3.4428076e-09 4.4085452e-09 5.6451808e-09 7.2287034e-09 9.2564179e-09 1.1852924e-08 1.5177773e-08 1.9435271e-08 2.4887035e-08 3.1868066e-08 4.0807337e-08 5.2254152e-08 6.6911899e-08 8.5681272e-08 1.0971562e-07 1.4049181e-07 1.7990099e-07 2.3036479e-07 2.9498413e-07 3.7772976e-07 4.8368627e-07 6.1936450e-07 7.9310166e-07 1.0155736e-06 1.3004509e-06 1.6652388e-06 2.1323528e-06 2.7304964e-06 3.4964246e-06 4.4772022e-06 5.7330966e-06 7.3412804e-06 9.4005738e-06 1.2037517e-05 1.5414146e-05 1.9737949e-05 2.5274616e-05 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b/tests/test_ekobox_gen_theory.py @@ -0,0 +1,31 @@ +# -*- coding: utf-8 -*- +import pytest + +from ekobox import gen_theory as g_t + +from . import utils + + +def test_gen_theory_card(): + theory = g_t.gen_theory_card("FFNS", 0, 1.0) + assert theory["FNS"] == "FFNS" + assert theory["PTO"] == 0 + assert theory["Q0"] == 1.0 + assert theory["mt"] == 173.07 + up_err = {"Prova": "Prova", "FNS": "VFNS"} + with pytest.raises(ValueError): + theory = g_t.gen_theory_card("FFNS", 0, 1.0, update=up_err) + up = {"mb": 132.3, "FNS": "VFNS"} + theory = g_t.gen_theory_card("FFNS", 0, 1.0, update=up) + assert theory["FNS"] == "VFNS" + assert theory["mb"] == 132.3 + + +def test_dump_load_theory_card(tmp_path): + with utils.cd(tmp_path): + theory = g_t.gen_theory_card("FFNS", 2, 12.3, dump=True, name="debug_theory") + g_t.dump_theory_card("debug_theory_two", theory) + theory_loaded = g_t.load_theory_card("debug_theory.yaml") + theory_two_loaded = g_t.load_theory_card("debug_theory_two.yaml") + for key in theory.keys(): + assert theory[key] == theory_loaded[key] == theory_two_loaded[key] diff --git a/tests/utils.py b/tests/utils.py new file mode 100644 index 000000000..205b75cdd --- /dev/null +++ b/tests/utils.py @@ -0,0 +1,27 @@ +import os +import pathlib +from contextlib import contextmanager + +test_pdf = pathlib.Path(__file__).parent / "fakepdf" + +# thanks https://stackoverflow.com/questions/431684/how-do-i-change-the-working-directory-in-python/24176022#24176022 +@contextmanager +def cd(newdir): + prevdir = os.getcwd() + os.chdir(os.path.expanduser(newdir)) + try: + yield + finally: + os.chdir(prevdir) + + +@contextmanager +def lhapdf_path(newdir): + import lhapdf # pylint: disable=import-error, import-outside-toplevel + + paths = lhapdf.paths() + lhapdf.pathsPrepend(str(newdir)) + try: + yield + finally: + lhapdf.setPaths(paths) From 8f85547b33e571c16912e1298e1028471b724250 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 11:01:15 +0100 Subject: [PATCH 13/98] Fixing tests and splitting files in ekobox --- src/ekobox/__init__.py | 97 +--------------- src/ekobox/evolPDF.py | 73 ++++++++++++ src/ekobox/gen_op.py | 1 - src/ekobox/gen_theory.py | 105 +++--------------- src/ekobox/lhapdf_style.py | 30 +++++ src/ekobox/theory_template.yaml | 47 ++++++++ .../fakepdf/myCT14llo_NF3/myCT14llo_NF3.info | 0 .../myCT14llo_NF3/myCT14llo_NF3_0000.dat | 0 .../myMSTW2008nlo90cl/myMSTW2008nlo90cl.info | 0 .../myMSTW2008nlo90cl_0000.dat | 0 .../myMSTW2008nlo90cl_0001.dat | 0 .../myNNPDF31_nlo_as_0118.info | 0 .../myNNPDF31_nlo_as_0118_0000.dat | 0 .../myNNPDF31_nlo_as_0118_0001.dat | 0 .../test_ekobox_gen_theory.py | 20 ++-- tests/{ => test_ekobox}/utils.py | 0 tests/test_output.py | 7 +- 17 files changed, 179 insertions(+), 201 deletions(-) create mode 100644 src/ekobox/evolPDF.py create mode 100644 src/ekobox/lhapdf_style.py create mode 100644 src/ekobox/theory_template.yaml rename tests/{ => test_ekobox}/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info (100%) rename tests/{ => test_ekobox}/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat (100%) rename tests/{ => test_ekobox}/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info (100%) rename tests/{ => test_ekobox}/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat (100%) rename tests/{ => test_ekobox}/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat (100%) rename tests/{ => test_ekobox}/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info (100%) rename tests/{ => test_ekobox}/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat (100%) rename tests/{ => test_ekobox}/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat (100%) rename tests/{ => test_ekobox}/test_ekobox_gen_theory.py (57%) rename tests/{ => test_ekobox}/utils.py (100%) diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index 2a178ff37..86150ede2 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -1,97 +1,2 @@ # -*- coding: utf-8 -*- -from banana.data import genpdf - -import eko -from eko import basis_rotation as br - -from . import apply, gen_op, gen_theory - - -# TODO: move this from init -def evolve_PDFs( - initial_PDF, - theory_card, - operators_card, - targetgrid=None, - flavor_rotation=None, - dump=False, - install=False, - name=None, - info_update=None, -): - """ - This function evolves an initial_PDF using a theory card and an operator card - and return the new PDF as lhapdf format - - Parameters - ---------- - initial_PDF : lhapdf object - PDF to be evolved - - theory_card : dict - theory card - - operators_card : dict - operators card - - targetgrid : list(float) - target x-grid (if different from input x-grid) - - flavor_rotation : np.ndarray - Rotation matrix in flavor space - - dump : bool - set whether to dump evolved PDF to current dicrectory - - install : bool - set whether to install evolved PDF to lhapdf directory (only if dumped) - - name : str - set name of evolved PDF (if dumped) - - info_update : dict - dict of info to add or update to default info file (if PDF is dumped) - - Returns - ------- - : dict - output PDFs and their associated errors for the computed Q2grid - - """ - eko_output = eko.run_dglap(theory_card, operators_card) - - evolved_PDF = apply.apply_pdf_flavor( - eko_output, initial_PDF, targetgrid, flavor_rotation - ) - # TODOs: What will happen with more than one members? (iterate, change apply) - # TODOs: Consider a different number of flavors according to theory card ("this is not a problem right now") - # TODOs: Consider the flavor_rotation case (no need since i don't need to proved evolved_PDF but only dump) - if dump: - if targetgrid is None: - targetgrid = operators_card["interpolation_xgrid"] - if name is None: - name = "Evolved_PDF" - info = gen_theory.create_info_file(theory_card, operators_card, info_update) - block = genpdf.generate_block( - lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], - xgrid=targetgrid, - Q2grid=operators_card["Q2grid"], - pids=br.flavor_basis_pids, - ) - error_block = genpdf.generate_block( - lambda pid, x, Q2: evolved_PDF[Q2]["errors"][pid][targetgrid.index(x)], - xgrid=targetgrid, - Q2grid=operators_card["Q2grid"], - pids=br.flavor_basis_pids, - ) - - genpdf.export.dump_set(name, info, [[block], [error_block]]) - - if install: - genpdf.install_pdf(name) - - if not dump: - if install: - raise ValueError("Installing is impossible without damping") - - return evolved_PDF +from . import apply, evolPDF, gen_op, gen_theory, lhapdf_style diff --git a/src/ekobox/evolPDF.py b/src/ekobox/evolPDF.py new file mode 100644 index 000000000..3911d82cd --- /dev/null +++ b/src/ekobox/evolPDF.py @@ -0,0 +1,73 @@ +from banana.data import genpdf + +import eko +from eko import basis_rotation as br + +from . import apply, gen_op, gen_theory, lhapdf_style + + +def evolve_PDFs( + initial_PDF, + theory_card, + operators_card, + targetgrid=None, + install=False, + name="Evolved_PDF", + info_update=None, +): + """ + This function evolves an initial_PDF using a theory card and an operator card + and dump the evolved PDF in lhapdf format + + Parameters + ---------- + initial_PDF : lhapdf object + PDF to be evolved + + theory_card : dict + theory card + + operators_card : dict + operators card + + targetgrid : list(float) + target x-grid (if different from input x-grid) + + install : bool + set whether to install evolved PDF to lhapdf directory + + name : str + set name of evolved PDF + + info_update : dict + dict of info to add or update to default info file + + """ + eko_output = eko.run_dglap(theory_card, operators_card) + + evolved_PDF = apply.apply_pdf(eko_output, initial_PDF, targetgrid) + # TODOs: What will happen with more than one members? (iterate, change apply) + # TODOs: Consider a different number of flavors according to theory card ("this is not a problem right now") + # to solve it I need to implement a function optimize to check for zeros + + if targetgrid is None: + targetgrid = operators_card["interpolation_xgrid"] + + info = lhapdf_style.create_info_file(theory_card, operators_card, info_update) + block = genpdf.generate_block( + lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], + xgrid=targetgrid, + Q2grid=operators_card["Q2grid"], + pids=br.flavor_basis_pids, + ) + error_block = genpdf.generate_block( + lambda pid, x, Q2: evolved_PDF[Q2]["errors"][pid][targetgrid.index(x)], + xgrid=targetgrid, + Q2grid=operators_card["Q2grid"], + pids=br.flavor_basis_pids, + ) + + genpdf.export.dump_set(name, info, [[block], [error_block]]) + + if install: + genpdf.install_pdf(name) diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index f821c15f0..3e6fd21ee 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -29,7 +29,6 @@ def gen_op_card(Q2grid, update=None): def_op["Q2grid"] = Q2grid serialized = sql.serialize(def_op) def_op["hash"] = (sql.add_hash(serialized))[-1] - # Update user choice (NB: Allow also new entries?) if isinstance(update, dict): for k in update.keys(): if k not in def_op.keys(): diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index 2266a05a5..de1106329 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -6,7 +6,7 @@ from banana.data import sql -def gen_theory_card(fns, pto, initial_scale, update=None, dump=False, name=None): +def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict @@ -14,8 +14,6 @@ def gen_theory_card(fns, pto, initial_scale, update=None, dump=False, name=None) Parameters ---------- - fns : str - flavour number scheme pto : int perturbation theory order initial_scale: float @@ -33,73 +31,27 @@ def gen_theory_card(fns, pto, initial_scale, update=None, dump=False, name=None) : dict theory card """ - # Constructing the dictionary with some default value (NB: ask if it relies on order) + # Constructing the dictionary with some default value # TODOs: load this not write - def_theory = { - "CKM": "0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152", - "Comments": "", - "DAMP": 0, - "EScaleVar": 1, - # 'FNS': 'FFNS', - "GF": 1.1663787e-05, - "HQ": "POLE", - "IB": 0, - "IC": 0, - "ID": 0, - "MP": 0.938, - "MW": 80.398, - "MZ": 91.1876, - "MaxNfAs": 6, - "MaxNfPdf": 6, - "ModEv": "EXA", - "NfFF": 3, - # 'PTO': 0, - # 'Q0': 1.0, - "QED": 0, - "Qedref": 1.777, - "Qmb": 4.5, - "Qmc": 2.0, - "Qmt": 173.07, - "Qref": 91.2, - "SIN2TW": 0.23126, - "SxOrd": "LL", - "SxRes": 0, - "TMC": 0, - "XIF": 1.0, - "XIR": 1.0, - "alphaqed": 0.007496251999999999, - "alphas": 0.11800000000000001, - "fact_to_ren_scale_ratio": 1.0, - "global_nx": 0, - # 'hash': 'edfbed6', - "kDISbThr": 1.0, - "kDIScThr": 1.0, - "kDIStThr": 1.0, - "kbThr": 1.0, - "kcThr": 1.0, - "ktThr": 1.0, - "mb": 4.5, - "mc": 2.0, - "mt": 173.07, - "nf0": None, - "nfref": None, - } + here = pathlib.Path(__file__).parent + with open(here / "theory_template.yaml", "r") as o: + theory = yaml.safe_load(o) + # delete unuseful member + del theory["FNS"] # Adding the mandatory inputs - # NB: fns is not used - def_theory["FNS"] = fns - def_theory["PTO"] = pto - def_theory["Q0"] = initial_scale - serialized = sql.serialize(def_theory) - def_theory["hash"] = (sql.add_hash(serialized))[-1] + theory["PTO"] = pto + theory["Q0"] = initial_scale + serialized = sql.serialize(theory) + theory["hash"] = (sql.add_hash(serialized))[-1] # Update user choice if isinstance(update, dict): for k in update.keys(): - if k not in def_theory.keys(): + if k not in theory.keys(): raise ValueError("Provided key not in theory card") - def_theory.update(update) + theory.update(update) if dump: - dump_theory_card(name, def_theory) - return def_theory + dump_theory_card(name, theory) + return theory def dump_theory_card(name, theory): @@ -136,30 +88,3 @@ def load_theory_card(path): with open(path, "r") as o: theory = yaml.safe_load(o) return theory - - -# move this to another file -def create_info_file(theory_card, operators_card, info_update): - """ - Generate a lhapdf info file from theory and operators card - - Parameters - ---------- - theory_card : dict - theory card - operators_card : dict - operators_card - info_update : dict - info to update - - Returns - ------- - : dict - info file in lhapdf format - """ - here = pathlib.Path(__file__).parent - with open(here / "templatePDF.info", "r") as o: - template_info = yaml.safe_load(o) - # TODOs: Updating the info using the theory and operator cards - template_info.update(info_update) - return template_info diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/lhapdf_style.py new file mode 100644 index 000000000..c56126cfb --- /dev/null +++ b/src/ekobox/lhapdf_style.py @@ -0,0 +1,30 @@ +import io +import pathlib + +import yaml + + +def create_info_file(theory_card, operators_card, info_update): + """ + Generate a lhapdf info file from theory and operators card + + Parameters + ---------- + theory_card : dict + theory card + operators_card : dict + operators_card + info_update : dict + info to update + + Returns + ------- + : dict + info file in lhapdf format + """ + here = pathlib.Path(__file__).parent + with open(here / "templatePDF.info", "r") as o: + template_info = yaml.safe_load(o) + # TODOs: Updating the info using the theory and operator cards + template_info.update(info_update) + return template_info diff --git a/src/ekobox/theory_template.yaml b/src/ekobox/theory_template.yaml new file mode 100644 index 000000000..2738ff32d --- /dev/null +++ b/src/ekobox/theory_template.yaml @@ -0,0 +1,47 @@ +# Theory +ID: 0 +PTO: 0 +FNS: "FFNS" +DAMP: 0 +IC: 0 +IB: 0 +ModEv: "EXA" +XIR: 1.0 +XIF: 1.0 +fact_to_ren_scale_ratio: 1.0 +NfFF: 3 +MaxNfAs: 6 +MaxNfPdf: 6 +Q0: 1.0 +alphas: 0.11800000000000001 +Qref: 91.2 +nfref: null +nf0: null +QED: 0 +alphaqed: 0.007496251999999999 +Qedref: 1.777 +SxRes: 0 +SxOrd: "LL" +HQ: "POLE" +mc: 2.0 +Qmc: 2.0 +kcThr: 1.0 +kDIScThr: 1.0 +mb: 4.5 +Qmb: 4.5 +kbThr: 1.0 +kDISbThr: 1.0 +mt: 173.07 +Qmt: 173.07 +ktThr: 1.0 +kDIStThr: 1.0 +CKM: "0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152" +MZ: 91.1876 +MW: 80.398 +GF: 1.1663787e-05 +SIN2TW: 0.23126 +TMC: 0 +MP: 0.938 +Comments: "LO baseline for small-x res" +global_nx: 0 +EScaleVar: 1 diff --git a/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info b/tests/test_ekobox/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info similarity index 100% rename from tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info rename to tests/test_ekobox/fakepdf/myCT14llo_NF3/myCT14llo_NF3.info diff --git a/tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat b/tests/test_ekobox/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat similarity index 100% rename from tests/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat rename to tests/test_ekobox/fakepdf/myCT14llo_NF3/myCT14llo_NF3_0000.dat diff --git a/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info b/tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info similarity index 100% rename from tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info rename to tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl.info diff --git a/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat b/tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat similarity index 100% rename from tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat rename to tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0000.dat diff --git a/tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat b/tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat similarity index 100% rename from tests/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat rename to tests/test_ekobox/fakepdf/myMSTW2008nlo90cl/myMSTW2008nlo90cl_0001.dat diff --git a/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info b/tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info similarity index 100% rename from tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info rename to tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118.info diff --git a/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat b/tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat similarity index 100% rename from tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat rename to tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0000.dat diff --git a/tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat b/tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat similarity index 100% rename from tests/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat rename to tests/test_ekobox/fakepdf/myNNPDF31_nlo_as_0118/myNNPDF31_nlo_as_0118_0001.dat diff --git a/tests/test_ekobox_gen_theory.py b/tests/test_ekobox/test_ekobox_gen_theory.py similarity index 57% rename from tests/test_ekobox_gen_theory.py rename to tests/test_ekobox/test_ekobox_gen_theory.py index 2cd8c8bc9..0d206a9c4 100644 --- a/tests/test_ekobox_gen_theory.py +++ b/tests/test_ekobox/test_ekobox_gen_theory.py @@ -1,29 +1,27 @@ # -*- coding: utf-8 -*- import pytest +from utils import cd from ekobox import gen_theory as g_t -from . import utils - def test_gen_theory_card(): - theory = g_t.gen_theory_card("FFNS", 0, 1.0) - assert theory["FNS"] == "FFNS" + theory = g_t.gen_theory_card(0, 1.0) assert theory["PTO"] == 0 assert theory["Q0"] == 1.0 assert theory["mt"] == 173.07 - up_err = {"Prova": "Prova", "FNS": "VFNS"} + up_err = {"Prova": "Prova"} with pytest.raises(ValueError): - theory = g_t.gen_theory_card("FFNS", 0, 1.0, update=up_err) - up = {"mb": 132.3, "FNS": "VFNS"} - theory = g_t.gen_theory_card("FFNS", 0, 1.0, update=up) - assert theory["FNS"] == "VFNS" + theory = g_t.gen_theory_card(0, 1.0, update=up_err) + up = {"mb": 132.3, "PTO": 2} + theory = g_t.gen_theory_card(0, 1.0, update=up) + assert theory["PTO"] == 2 assert theory["mb"] == 132.3 def test_dump_load_theory_card(tmp_path): - with utils.cd(tmp_path): - theory = g_t.gen_theory_card("FFNS", 2, 12.3, dump=True, name="debug_theory") + with cd(tmp_path): + theory = g_t.gen_theory_card(2, 12.3, dump=True, name="debug_theory") g_t.dump_theory_card("debug_theory_two", theory) theory_loaded = g_t.load_theory_card("debug_theory.yaml") theory_two_loaded = g_t.load_theory_card("debug_theory_two.yaml") diff --git a/tests/utils.py b/tests/test_ekobox/utils.py similarity index 100% rename from tests/utils.py rename to tests/test_ekobox/utils.py diff --git a/tests/test_output.py b/tests/test_output.py index d99754ca2..f414abbe0 100644 --- a/tests/test_output.py +++ b/tests/test_output.py @@ -11,6 +11,7 @@ from eko import basis_rotation as br from eko import output +from ekobox import apply class FakePDF: @@ -166,7 +167,7 @@ def test_apply(self): o = output.Output(d) # fake pdfs pdf = FakePDF() - pdf_grid = o.apply_pdf(pdf) + pdf_grid = apply.apply_pdf(o, pdf) assert len(pdf_grid) == len(d["Q2grid"]) pdfs = pdf_grid[q2_out]["pdfs"] assert list(pdfs.keys()) == d["targetpids"] @@ -180,7 +181,7 @@ def test_apply(self): np.testing.assert_allclose(pdfs[1], ref_pid2) # rotate to target_grid target_grid = [0.75] - pdf_grid = o.apply_pdf(pdf, target_grid) + pdf_grid = apply.apply_pdf(o, pdf, target_grid) assert len(pdf_grid) == 1 pdfs = pdf_grid[q2_out]["pdfs"] assert list(pdfs.keys()) == d["targetpids"] @@ -198,7 +199,7 @@ def test_apply_flavor(self, monkeypatch): monkeypatch.setattr("eko.basis_rotation.flavor_basis_pids", d["targetpids"]) fake_evol_basis = ("a", "b") monkeypatch.setattr("eko.basis_rotation.evol_basis", fake_evol_basis) - pdf_grid = o.apply_pdf(pdf, rotate_to_evolution_basis=True) + pdf_grid = apply.apply_pdf(o, pdf, rotate_to_evolution_basis=True) assert len(pdf_grid) == len(d["Q2grid"]) pdfs = pdf_grid[q2_out]["pdfs"] assert list(pdfs.keys()) == list(fake_evol_basis) From e88220953c3707b11c249b4b34eb7928ba332395 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 12:18:48 +0100 Subject: [PATCH 14/98] Allowing for multiple members and fixing some names --- Prova/Prova.info | 30 ++++++++++++++++++++ Prova/Prova_0000.dat | 56 ++++++++++++++++++++++++++++++++++++++ src/ekobox/apply.py | 30 ++++++++++++++++++++ src/ekobox/evolPDF.py | 45 ++++++++++++++++-------------- src/ekobox/gen_op.py | 4 +-- src/ekobox/gen_theory.py | 5 ++-- src/ekobox/lhapdf_style.py | 4 ++- 7 files changed, 148 insertions(+), 26 deletions(-) create mode 100644 Prova/Prova.info create mode 100644 Prova/Prova_0000.dat diff --git a/Prova/Prova.info b/Prova/Prova.info new file mode 100644 index 000000000..28d6d10c9 --- /dev/null +++ b/Prova/Prova.info @@ -0,0 +1,30 @@ +AlphaS_MZ: 0.118 +AlphaS_OrderQCD: 0 +AlphaS_Qs: [1.295, 1.47501, 1.69118, 1.95256, 2.27086, 2.6614, 3.14436, 3.74658, 4.50406, 5.4656, 6.69795, 8.29341, 10.381, 13.1432, 16.8411, 21.8531, 28.7344, 38.312, 51.8341, 71.2145, 99.4332, 141.209, 204.142, 300.703, 451.743, 692.831, 1085.93, 1741.38, 2860.29, 4818.13, 8334.02, 14822.6, 27145.8, 51266.7, 100000.0] +AlphaS_Type: ipol +AlphaS_Vals: [0.420071, 0.389564, 0.361942, 0.336844, 0.313967, 0.293052, 0.273881, 0.256264, 0.240039, 0.225066, 0.211221, 0.198396, 0.186496, 0.175439, 0.16515, 0.155563, 0.146619, 0.138266, 0.130456, 0.123146, 0.116299, 0.109879, 0.103854, 0.0981964, 0.0928794, 0.0878793, 0.0831741, 0.0787438, 0.07457, 0.0706356, 0.0669252, 0.0634242, 0.0601195, 0.0569986, 0.0540502] +Authors: null +DataVersion: 1 +FlavorScheme: variable +Flavors: [] +ForcePositive: 0 +Format: lhagrid1 +MBottom: 4.75 +MCharm: 1.3 +MDown: 0 +MStrange: 0 +MTop: 172 +MUp: 0 +MZ: 91.1876 +NumFlavors: 3 +NumMembers: 1 +OrderQCD: 0 +Particle: 2212 +Prova: prova +QMax: 100000 +QMin: 1.295 +Reference: null +SetDesc: Evolved PDF +SetIndex: 0 +XMax: 1 +XMin: 1.0e-09 diff --git a/Prova/Prova_0000.dat b/Prova/Prova_0000.dat new file mode 100644 index 000000000..1b606266d --- /dev/null +++ b/Prova/Prova_0000.dat @@ -0,0 +1,56 @@ +PdfType: central +Format: lhagrid1 +--- +1.000000e-07 1.610262e-07 2.592944e-07 4.175319e-07 6.723358e-07 1.082637e-06 1.743329e-06 2.807216e-06 4.520354e-06 7.278954e-06 1.172102e-05 1.887392e-05 3.039195e-05 4.893901e-05 7.880463e-05 1.268961e-04 2.043360e-04 3.290345e-04 5.298317e-04 8.531679e-04 1.373824e-03 2.212216e-03 3.562248e-03 5.736153e-03 9.236709e-03 1.487352e-02 2.395027e-02 3.856620e-02 6.210169e-02 1.000000e-01 1.473684e-01 1.947368e-01 2.421053e-01 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0.00000000e+00 0.00000000e+00 + 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.74123962e-08 3.26406733e-07 1.99254901e-07 1.95326115e-07 9.09649052e-05 7.27768017e-04 1.41103006e-03 3.26406733e-07 4.74123962e-08 0.00000000e+00 0.00000000e+00 + 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.62627166e-08 5.85497617e-08 4.92821430e-08 5.18643287e-08 1.53803854e-05 2.79943157e-04 1.93885206e-04 5.85497617e-08 1.62627166e-08 0.00000000e+00 0.00000000e+00 + 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.49370112e-29 4.48110337e-29 -1.03646336e-45 0.00000000e+00 1.60384937e-20 -4.45157624e-37 1.49370114e-29 0.00000000e+00 0.00000000e+00 0.00000000e+00 +--- diff --git a/src/ekobox/apply.py b/src/ekobox/apply.py index e1bee7da3..cccabac9f 100644 --- a/src/ekobox/apply.py +++ b/src/ekobox/apply.py @@ -101,3 +101,33 @@ def apply_pdf_flavor(output, lhapdf_like, targetgrid=None, flavor_rotation=None) ) return out_grid + + +def apply_pdf_allmembers(output, lhapdf_list, targetgrid=None, flavor_rotation=None): + """ + Apply all available operators to the input list of PDFs. + + Parameters + ---------- + output : eko.output.Output + eko output object containing all informations + lhapdf_like : list(objects) + list of objects that provide an xfxQ2 callable (as `lhapdf `_ + and :class:`ekomark.toyLH.toyPDF` do) (and thus is in flavor basis) + targetgrid : list + if given, interpolates to the pdfs given at targetgrid (instead of xgrid) + flavor_rotation : np.ndarray + Rotation matrix in flavor space + + Returns + ------- + out_grid : list(dict) + list of output PDFs and their associated errors for the computed Q2grid + """ + if not isinstance(lhapdf_list, list): + raise TypeError("lhapdf object must be a list") + out = [] + for lhapdf_like in lhapdf_list: + out.append(apply_pdf_flavor(output, lhapdf_like, targetgrid, flavor_rotation)) + + return out diff --git a/src/ekobox/evolPDF.py b/src/ekobox/evolPDF.py index 3911d82cd..53b18d429 100644 --- a/src/ekobox/evolPDF.py +++ b/src/ekobox/evolPDF.py @@ -7,7 +7,7 @@ def evolve_PDFs( - initial_PDF, + initial_PDF_list, theory_card, operators_card, targetgrid=None, @@ -21,8 +21,8 @@ def evolve_PDFs( Parameters ---------- - initial_PDF : lhapdf object - PDF to be evolved + initial_PDF_list : list(lhapdf object) + list of PDF members to be evolved theory_card : dict theory card @@ -44,30 +44,35 @@ def evolve_PDFs( """ eko_output = eko.run_dglap(theory_card, operators_card) - - evolved_PDF = apply.apply_pdf(eko_output, initial_PDF, targetgrid) - # TODOs: What will happen with more than one members? (iterate, change apply) + if not isinstance(initial_PDF_list, list): + raise TypeError("initial_PDF_list must be a list") + evolved_PDF_list = [] + for initial_PDF in initial_PDF_list: + evolved_PDF_list.append(apply.apply_pdf(eko_output, initial_PDF, targetgrid)) # TODOs: Consider a different number of flavors according to theory card ("this is not a problem right now") # to solve it I need to implement a function optimize to check for zeros if targetgrid is None: targetgrid = operators_card["interpolation_xgrid"] - info = lhapdf_style.create_info_file(theory_card, operators_card, info_update) - block = genpdf.generate_block( - lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], - xgrid=targetgrid, - Q2grid=operators_card["Q2grid"], - pids=br.flavor_basis_pids, - ) - error_block = genpdf.generate_block( - lambda pid, x, Q2: evolved_PDF[Q2]["errors"][pid][targetgrid.index(x)], - xgrid=targetgrid, - Q2grid=operators_card["Q2grid"], - pids=br.flavor_basis_pids, + info = lhapdf_style.create_info_file( + theory_card, operators_card, len(evolved_PDF_list), info_update ) - - genpdf.export.dump_set(name, info, [[block], [error_block]]) + all_member_blocks = [] + all_blocks = [] + for evolved_PDF in evolved_PDF_list: + block = genpdf.generate_block( + lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], + xgrid=targetgrid, + Q2grid=operators_card["Q2grid"], + pids=br.flavor_basis_pids, + ) + # all_blocks will be useful in case there will be necessity to dump many blocks + # for a single member + all_blocks.append(block) + all_member_blocks.append(all_blocks) + + genpdf.export.dump_set(name, info, all_member_blocks) if install: genpdf.install_pdf(name) diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index 3e6fd21ee..4b5a50d30 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -37,7 +37,7 @@ def gen_op_card(Q2grid, update=None): return def_op -def dump_op_card(name, op): +def export_op_card(name, op): """ Dump the operators card in the current directory @@ -54,7 +54,7 @@ def dump_op_card(name, op): yaml.safe_dump(op, out) -def load_op_card(path): +def import_op_card(path): """ Load the operators card specified by path diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index de1106329..ab5458ae4 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -32,7 +32,6 @@ def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): theory card """ # Constructing the dictionary with some default value - # TODOs: load this not write here = pathlib.Path(__file__).parent with open(here / "theory_template.yaml", "r") as o: theory = yaml.safe_load(o) @@ -54,7 +53,7 @@ def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): return theory -def dump_theory_card(name, theory): +def export_theory_card(name, theory): """ Dump the theory card in the current directory @@ -71,7 +70,7 @@ def dump_theory_card(name, theory): yaml.safe_dump(theory, out) -def load_theory_card(path): +def import_theory_card(path): """ Load the theory card specified by path diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/lhapdf_style.py index c56126cfb..1fe340705 100644 --- a/src/ekobox/lhapdf_style.py +++ b/src/ekobox/lhapdf_style.py @@ -4,7 +4,7 @@ import yaml -def create_info_file(theory_card, operators_card, info_update): +def create_info_file(theory_card, operators_card, NumMembers, info_update): """ Generate a lhapdf info file from theory and operators card @@ -14,6 +14,8 @@ def create_info_file(theory_card, operators_card, info_update): theory card operators_card : dict operators_card + NumMembers : int + number of members of the PDF set info_update : dict info to update From e0019bdb2998a284a0550428e1479a3f4f8d6d8b Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 12:41:38 +0100 Subject: [PATCH 15/98] Loading files from banana --- src/ekobox/gen_theory.py | 3 ++- src/ekobox/lhapdf_style.py | 3 ++- src/ekobox/templatePDF.info | 29 -------------------- src/ekobox/theory_template.yaml | 47 --------------------------------- 4 files changed, 4 insertions(+), 78 deletions(-) delete mode 100644 src/ekobox/templatePDF.info delete mode 100644 src/ekobox/theory_template.yaml diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index ab5458ae4..af68cc672 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -2,6 +2,7 @@ import math import pathlib +import banana import yaml from banana.data import sql @@ -32,7 +33,7 @@ def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): theory card """ # Constructing the dictionary with some default value - here = pathlib.Path(__file__).parent + here = pathlib.Path(banana.__file__).parent / "data" with open(here / "theory_template.yaml", "r") as o: theory = yaml.safe_load(o) # delete unuseful member diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/lhapdf_style.py index 1fe340705..5717f65d9 100644 --- a/src/ekobox/lhapdf_style.py +++ b/src/ekobox/lhapdf_style.py @@ -1,6 +1,7 @@ import io import pathlib +import banana import yaml @@ -24,7 +25,7 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): : dict info file in lhapdf format """ - here = pathlib.Path(__file__).parent + here = pathlib.Path(banana.__file__).parent / "data/genpdf" with open(here / "templatePDF.info", "r") as o: template_info = yaml.safe_load(o) # TODOs: Updating the info using the theory and operator cards diff --git a/src/ekobox/templatePDF.info b/src/ekobox/templatePDF.info deleted file mode 100644 index a48d6a87f..000000000 --- a/src/ekobox/templatePDF.info +++ /dev/null @@ -1,29 +0,0 @@ -SetDesc: Evolved PDF -SetIndex: 0 -Authors: -Reference: -Format: lhagrid1 -DataVersion: 1 -NumMembers: 1 -Particle: 2212 -Flavors: [] -ForcePositive: 0 -OrderQCD: 0 -FlavorScheme: variable -NumFlavors: 3 -XMin: 1.000000e-09 -XMax: 1 -QMin: 1.295000e+00 -QMax: 100000 -MZ: 91.1876 -MUp: 0 -MDown: 0 -MStrange: 0 -MCharm: 1.3 -MBottom: 4.75 -MTop: 172 -AlphaS_MZ: 0.118000 -AlphaS_OrderQCD: 0 -AlphaS_Type: ipol -AlphaS_Qs: [1.295000e+00, 1.475010e+00, 1.691180e+00, 1.952560e+00, 2.270860e+00, 2.661400e+00, 3.144360e+00, 3.746580e+00, 4.504060e+00, 5.465600e+00, 6.697950e+00, 8.293410e+00, 1.038100e+01, 1.314320e+01, 1.684110e+01, 2.185310e+01, 2.873440e+01, 3.831200e+01, 5.183410e+01, 7.121450e+01, 9.943320e+01, 1.412090e+02, 2.041420e+02, 3.007030e+02, 4.517430e+02, 6.928310e+02, 1.085930e+03, 1.741380e+03, 2.860290e+03, 4.818130e+03, 8.334020e+03, 1.482260e+04, 2.714580e+04, 5.126670e+04, 1.000000e+05] -AlphaS_Vals: [4.200710e-01, 3.895640e-01, 3.619420e-01, 3.368440e-01, 3.139670e-01, 2.930520e-01, 2.738810e-01, 2.562640e-01, 2.400390e-01, 2.250660e-01, 2.112210e-01, 1.983960e-01, 1.864960e-01, 1.754390e-01, 1.651500e-01, 1.555630e-01, 1.466190e-01, 1.382660e-01, 1.304560e-01, 1.231460e-01, 1.162990e-01, 1.098790e-01, 1.038540e-01, 9.819640e-02, 9.287940e-02, 8.787930e-02, 8.317410e-02, 7.874380e-02, 7.457000e-02, 7.063560e-02, 6.692520e-02, 6.342420e-02, 6.011950e-02, 5.699860e-02, 5.405020e-02] diff --git a/src/ekobox/theory_template.yaml b/src/ekobox/theory_template.yaml deleted file mode 100644 index 2738ff32d..000000000 --- a/src/ekobox/theory_template.yaml +++ /dev/null @@ -1,47 +0,0 @@ -# Theory -ID: 0 -PTO: 0 -FNS: "FFNS" -DAMP: 0 -IC: 0 -IB: 0 -ModEv: "EXA" -XIR: 1.0 -XIF: 1.0 -fact_to_ren_scale_ratio: 1.0 -NfFF: 3 -MaxNfAs: 6 -MaxNfPdf: 6 -Q0: 1.0 -alphas: 0.11800000000000001 -Qref: 91.2 -nfref: null -nf0: null -QED: 0 -alphaqed: 0.007496251999999999 -Qedref: 1.777 -SxRes: 0 -SxOrd: "LL" -HQ: "POLE" -mc: 2.0 -Qmc: 2.0 -kcThr: 1.0 -kDIScThr: 1.0 -mb: 4.5 -Qmb: 4.5 -kbThr: 1.0 -kDISbThr: 1.0 -mt: 173.07 -Qmt: 173.07 -ktThr: 1.0 -kDIStThr: 1.0 -CKM: "0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152" -MZ: 91.1876 -MW: 80.398 -GF: 1.1663787e-05 -SIN2TW: 0.23126 -TMC: 0 -MP: 0.938 -Comments: "LO baseline for small-x res" -global_nx: 0 -EScaleVar: 1 From e1d2086cb1dad3a32cc6e48b37df7c8e7e4bf21d Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 15:18:38 +0100 Subject: [PATCH 16/98] Doing some tests --- src/ekobox/evolPDF.py | 5 +++- src/ekobox/gen_op.py | 16 ++++++++---- src/ekobox/gen_theory.py | 16 ++++++------ src/ekobox/lhapdf_style.py | 24 +++++++++++++++-- tests/test_ekobox/test_ekobox_gen_op.py | 29 +++++++++++++++++++++ tests/test_ekobox/test_ekobox_gen_theory.py | 10 +++---- tests/test_ekobox/test_lhapdf_style.py | 22 ++++++++++++++++ 7 files changed, 101 insertions(+), 21 deletions(-) create mode 100644 tests/test_ekobox/test_ekobox_gen_op.py create mode 100644 tests/test_ekobox/test_lhapdf_style.py diff --git a/src/ekobox/evolPDF.py b/src/ekobox/evolPDF.py index 53b18d429..beebe5795 100644 --- a/src/ekobox/evolPDF.py +++ b/src/ekobox/evolPDF.py @@ -56,7 +56,10 @@ def evolve_PDFs( targetgrid = operators_card["interpolation_xgrid"] info = lhapdf_style.create_info_file( - theory_card, operators_card, len(evolved_PDF_list), info_update + theory_card, + operators_card, + len(evolved_PDF_list), + info_update={"XMin": targetgrid[0], "XMax": targetgrid[-1]}, ) all_member_blocks = [] all_blocks = [] diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index 4b5a50d30..a2abeedd9 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -5,7 +5,7 @@ from ekomark.data import operators -def gen_op_card(Q2grid, update=None): +def gen_op_card(Q2grid, update=None, export=False, name="MyOpCard"): """ Generates an operator card with some mandatory user choice (in this case only the Q2 grid) and some default values which @@ -17,7 +17,10 @@ def gen_op_card(Q2grid, update=None): grid for Q2 update : dict dictionary of info to update in op. card - + export : bool + set if export the op. card + name : str + name of the exported op.card Returns ------- : dict @@ -34,17 +37,20 @@ def gen_op_card(Q2grid, update=None): if k not in def_op.keys(): raise ValueError("Provided key not in operators card") def_op.update(update) + + if export: + export_op_card(name, def_op) return def_op def export_op_card(name, op): """ - Dump the operators card in the current directory + Export the operators card in the current directory Parameters ---------- name : str - name of the op. card to dump + name of the op. card to export op : dict op card @@ -56,7 +62,7 @@ def export_op_card(name, op): def import_op_card(path): """ - Load the operators card specified by path + Import the operators card specified by path Parameters ---------- diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index af68cc672..7a7fcd67c 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -7,7 +7,7 @@ from banana.data import sql -def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): +def gen_theory_card(pto, initial_scale, update=None, export=False, name="MyTheoryCard"): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict @@ -21,10 +21,10 @@ def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): initial scale of evolution update : dict info to update to default theory card - dump : bool + export : bool set if dump name : str - name of theory card (if dumped ) + name of theory card (if exported ) Returns ------- @@ -49,19 +49,19 @@ def gen_theory_card(pto, initial_scale, update=None, dump=False, name=None): if k not in theory.keys(): raise ValueError("Provided key not in theory card") theory.update(update) - if dump: - dump_theory_card(name, theory) + if export: + export_theory_card(name, theory) return theory def export_theory_card(name, theory): """ - Dump the theory card in the current directory + Export the theory card in the current directory Parameters ---------- name : str - name of the theory card to dump + name of the theory card to export theory : dict theory card @@ -73,7 +73,7 @@ def export_theory_card(name, theory): def import_theory_card(path): """ - Load the theory card specified by path + Import the theory card specified by path Parameters ---------- diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/lhapdf_style.py index 5717f65d9..1319a9209 100644 --- a/src/ekobox/lhapdf_style.py +++ b/src/ekobox/lhapdf_style.py @@ -16,7 +16,7 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): operators_card : dict operators_card NumMembers : int - number of members of the PDF set + number of pdf set members info_update : dict info to update @@ -28,6 +28,26 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): here = pathlib.Path(banana.__file__).parent / "data/genpdf" with open(here / "templatePDF.info", "r") as o: template_info = yaml.safe_load(o) - # TODOs: Updating the info using the theory and operator cards + template_info["SetDesc"] = "Evolved PDF from " + str(theory_card["Q0"]) + " GeV" + template_info["Authors"] = "" + template_info.update(info_update) + template_info["NumFlavors"] = theory_card["MaxNfPdf"] + template_info["XMin"] = operators_card["interpolation_xgrid"][0] + template_info["XMax"] = operators_card["interpolation_xgrid"][-1] + # remember Flavors and FlavorScheme + template_info["NumMembers"] = NumMembers + template_info["OrderQCD"] = theory_card["PTO"] + template_info["QMin"] = operators_card["Q2grid"][0] + template_info["QMax"] = operators_card["Q2grid"][-1] + template_info["MZ"] = theory_card["MZ"] + template_info["MUp"] = 0.0 + template_info["MDown"] = 0.0 + template_info["MStrange"] = 0.0 + template_info["MCharm"] = theory_card["mc"] + template_info["MBottom"] = theory_card["mb"] + template_info["MTop"] = theory_card["mt"] + template_info["AlphaS_MZ"] = theory_card["alphas"] + template_info["AlphaS_OrderQCD"] = theory_card["PTO"] + # NB: Maybe I need the actual operator to obtain AlphaS_Qs return template_info diff --git a/tests/test_ekobox/test_ekobox_gen_op.py b/tests/test_ekobox/test_ekobox_gen_op.py new file mode 100644 index 000000000..73c7519dd --- /dev/null +++ b/tests/test_ekobox/test_ekobox_gen_op.py @@ -0,0 +1,29 @@ +# -*- coding: utf-8 -*- +import pytest +from utils import cd + +from ekobox import gen_op as g_o + + +def test_gen_op_card(): + op = g_o.gen_op_card([10, 100]) + assert op["Q2grid"] == [10, 100] + assert op["interpolation_polynomial_degree"] == 4 + up_err = {"Prova": "Prova"} + with pytest.raises(ValueError): + op = g_o.gen_op_card([10], update=up_err) + up = {"interpolation_polynomial_degree": 2, "interpolation_is_log": False} + op = g_o.gen_op_card([100], update=up) + assert op["Q2grid"] == [100] + assert op["interpolation_polynomial_degree"] == 2 + assert op["interpolation_is_log"] == False + + +def test_export_load_op_card(tmp_path): + with cd(tmp_path): + op = g_o.gen_op_card([100], export=True, name="debug_op") + g_o.export_op_card("debug_op_two", op) + op_loaded = g_o.import_op_card("debug_op.yaml") + op_two_loaded = g_o.import_op_card("debug_op_two.yaml") + for key in op.keys(): + assert op[key] == op_loaded[key] == op_two_loaded[key] diff --git a/tests/test_ekobox/test_ekobox_gen_theory.py b/tests/test_ekobox/test_ekobox_gen_theory.py index 0d206a9c4..e5ad9e651 100644 --- a/tests/test_ekobox/test_ekobox_gen_theory.py +++ b/tests/test_ekobox/test_ekobox_gen_theory.py @@ -19,11 +19,11 @@ def test_gen_theory_card(): assert theory["mb"] == 132.3 -def test_dump_load_theory_card(tmp_path): +def test_export_load_theory_card(tmp_path): with cd(tmp_path): - theory = g_t.gen_theory_card(2, 12.3, dump=True, name="debug_theory") - g_t.dump_theory_card("debug_theory_two", theory) - theory_loaded = g_t.load_theory_card("debug_theory.yaml") - theory_two_loaded = g_t.load_theory_card("debug_theory_two.yaml") + theory = g_t.gen_theory_card(2, 12.3, export=True, name="debug_theory") + g_t.export_theory_card("debug_theory_two", theory) + theory_loaded = g_t.import_theory_card("debug_theory.yaml") + theory_two_loaded = g_t.import_theory_card("debug_theory_two.yaml") for key in theory.keys(): assert theory[key] == theory_loaded[key] == theory_two_loaded[key] diff --git a/tests/test_ekobox/test_lhapdf_style.py b/tests/test_ekobox/test_lhapdf_style.py new file mode 100644 index 000000000..1743399f3 --- /dev/null +++ b/tests/test_ekobox/test_lhapdf_style.py @@ -0,0 +1,22 @@ +# -*- coding: utf-8 -*- +import pytest + +from ekobox import gen_op as g_o +from ekobox import gen_theory as g_t +from ekobox import lhapdf_style as l_s + + +def test_create_info_file(): + op = g_o.gen_op_card([10, 100]) + theory = g_t.gen_theory_card(1, 10.0, update={"alphas": 0.2}) + info = l_s.create_info_file( + theory, op, 4, info_update={"SetDesc": "Prova", "NewArg": 15.3, "MTop": 1.0} + ) + assert info["AlphaS_MZ"] == 0.2 + assert info["SetDesc"] == "Prova" + assert info["NewArg"] == 15.3 + assert info["NumMembers"] == 4 + assert info["MTop"] == theory["mt"] + assert info["QMin"] == op["Q2grid"][0] + assert info["XMin"] == op["interpolation_xgrid"][0] + assert info["XMax"] == op["interpolation_xgrid"][-1] == 1.0 From 74ddffa4e6484ed2946ab053003d6ee66f2a035a Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 15:57:18 +0100 Subject: [PATCH 17/98] Fixing some import and inputs --- Prova/Prova.info | 30 ----------- Prova/Prova_0000.dat | 56 --------------------- pyproject.toml | 1 + src/ekobox/gen_op.py | 11 ++-- src/ekobox/gen_theory.py | 18 +++---- src/ekobox/lhapdf_style.py | 6 +-- tests/test_ekobox/test_ekobox_gen_op.py | 2 +- tests/test_ekobox/test_ekobox_gen_theory.py | 2 +- 8 files changed, 18 insertions(+), 108 deletions(-) delete mode 100644 Prova/Prova.info delete mode 100644 Prova/Prova_0000.dat diff --git a/Prova/Prova.info b/Prova/Prova.info deleted file mode 100644 index 28d6d10c9..000000000 --- a/Prova/Prova.info +++ /dev/null @@ -1,30 +0,0 @@ -AlphaS_MZ: 0.118 -AlphaS_OrderQCD: 0 -AlphaS_Qs: [1.295, 1.47501, 1.69118, 1.95256, 2.27086, 2.6614, 3.14436, 3.74658, 4.50406, 5.4656, 6.69795, 8.29341, 10.381, 13.1432, 16.8411, 21.8531, 28.7344, 38.312, 51.8341, 71.2145, 99.4332, 141.209, 204.142, 300.703, 451.743, 692.831, 1085.93, 1741.38, 2860.29, 4818.13, 8334.02, 14822.6, 27145.8, 51266.7, 100000.0] -AlphaS_Type: ipol -AlphaS_Vals: [0.420071, 0.389564, 0.361942, 0.336844, 0.313967, 0.293052, 0.273881, 0.256264, 0.240039, 0.225066, 0.211221, 0.198396, 0.186496, 0.175439, 0.16515, 0.155563, 0.146619, 0.138266, 0.130456, 0.123146, 0.116299, 0.109879, 0.103854, 0.0981964, 0.0928794, 0.0878793, 0.0831741, 0.0787438, 0.07457, 0.0706356, 0.0669252, 0.0634242, 0.0601195, 0.0569986, 0.0540502] -Authors: null -DataVersion: 1 -FlavorScheme: variable -Flavors: [] -ForcePositive: 0 -Format: lhagrid1 -MBottom: 4.75 -MCharm: 1.3 -MDown: 0 -MStrange: 0 -MTop: 172 -MUp: 0 -MZ: 91.1876 -NumFlavors: 3 -NumMembers: 1 -OrderQCD: 0 -Particle: 2212 -Prova: prova -QMax: 100000 -QMin: 1.295 -Reference: null -SetDesc: Evolved PDF -SetIndex: 0 -XMax: 1 -XMin: 1.0e-09 diff --git a/Prova/Prova_0000.dat b/Prova/Prova_0000.dat deleted file mode 100644 index 1b606266d..000000000 --- a/Prova/Prova_0000.dat +++ /dev/null @@ -1,56 +0,0 @@ -PdfType: central -Format: lhagrid1 ---- -1.000000e-07 1.610262e-07 2.592944e-07 4.175319e-07 6.723358e-07 1.082637e-06 1.743329e-06 2.807216e-06 4.520354e-06 7.278954e-06 1.172102e-05 1.887392e-05 3.039195e-05 4.893901e-05 7.880463e-05 1.268961e-04 2.043360e-04 3.290345e-04 5.298317e-04 8.531679e-04 1.373824e-03 2.212216e-03 3.562248e-03 5.736153e-03 9.236709e-03 1.487352e-02 2.395027e-02 3.856620e-02 6.210169e-02 1.000000e-01 1.473684e-01 1.947368e-01 2.421053e-01 2.894737e-01 3.368421e-01 3.842105e-01 4.315789e-01 4.789474e-01 5.263158e-01 5.736842e-01 6.210526e-01 6.684211e-01 7.157895e-01 7.631579e-01 8.105263e-01 8.578947e-01 9.052632e-01 9.526316e-01 1.000000e+00 -1.000000e+01 -22 -6 -5 -4 -3 -2 -1 21 1 2 3 4 5 6 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.34238663e+06 2.69907247e+07 3.09572585e+07 3.09615055e+07 6.49558626e+08 3.09620928e+07 3.09581551e+07 2.69907247e+07 4.34238663e+06 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.43343768e+06 1.48118216e+07 1.69770366e+07 1.69799376e+07 3.62626706e+08 1.69804940e+07 1.69778411e+07 1.48118216e+07 2.43343768e+06 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.36441275e+06 8.13503187e+06 9.31774589e+06 9.31980695e+06 2.02462947e+08 9.32024266e+06 9.31839733e+06 8.13503187e+06 1.36441275e+06 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.65050879e+05 4.46890313e+06 5.11498243e+06 5.11639007e+06 1.13020804e+08 5.11673223e+06 5.11548994e+06 4.46890313e+06 7.65050879e+05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.28963386e+05 2.45548784e+06 2.80841968e+06 2.80939350e+06 6.30759415e+07 2.80968270e+06 2.80885333e+06 2.45548784e+06 4.28963386e+05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.40490153e+05 1.34951405e+06 1.54232105e+06 1.54299122e+06 3.51904098e+07 1.54324050e+06 1.54268637e+06 1.34951405e+06 2.40490153e+05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.34796823e+05 7.41878434e+05 8.47213319e+05 8.47683995e+05 1.96245610e+07 8.47889544e+05 8.47526202e+05 7.41878434e+05 1.34796823e+05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.55303188e+04 4.07958277e+05 4.65511838e+05 4.65837852e+05 1.09382300e+07 4.66013883e+05 4.65776954e+05 4.07958277e+05 7.55303188e+04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.23031092e+04 2.24418863e+05 2.55868157e+05 2.56094700e+05 6.09281532e+06 2.56244076e+05 2.56093812e+05 2.24418863e+05 4.23031092e+04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.36798470e+04 1.23507801e+05 1.40696568e+05 1.40854203e+05 3.39125290e+06 1.40980983e+05 1.40887701e+05 1.23507801e+05 2.36798470e+04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.32460148e+04 6.80098784e+04 7.74064357e+04 7.75162271e+04 1.88588174e+06 7.76231883e+04 7.75688243e+04 6.80098784e+04 1.32460148e+04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.40348930e+03 3.74765741e+04 4.26150734e+04 4.26916961e+04 1.04764271e+06 4.27821641e+04 4.27528398e+04 3.74765741e+04 7.40348930e+03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.13413740e+03 2.06707238e+04 2.34820558e+04 2.35354977e+04 5.81269145e+05 2.36119847e+04 2.35988461e+04 2.06707238e+04 4.13413740e+03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.30621905e+03 1.14156621e+04 1.29547626e+04 1.29921417e+04 3.22042179e+05 1.30568097e+04 1.30536613e+04 1.14156621e+04 2.30621905e+03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.28524664e+03 6.31529353e+03 7.15870382e+03 7.18498045e+03 1.78118623e+05 7.23947167e+03 7.24240256e+03 6.31529353e+03 1.28524664e+03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.15654572e+02 3.50198218e+03 3.96478921e+03 3.98328360e+03 9.83218508e+04 4.02917937e+03 4.03554650e+03 3.50198218e+03 7.15654572e+02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.98296581e+02 1.94831034e+03 2.20276126e+03 2.21584544e+03 5.41592763e+04 2.25443063e+03 2.26251547e+03 1.94831034e+03 3.98296581e+02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.21685678e+02 1.08876338e+03 1.22907732e+03 1.23838644e+03 2.97799654e+04 1.27073592e+03 1.27945352e+03 1.08876338e+03 2.21685678e+02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.23438134e+02 6.11837993e+02 6.89534723e+02 6.96202541e+02 1.63615533e+04 7.23263412e+02 7.31934033e+02 6.11837993e+02 1.23438134e+02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.87248660e+01 3.45938622e+02 3.89233953e+02 3.94055259e+02 8.99066072e+03 4.16614197e+02 4.24848602e+02 3.45938622e+02 6.87248660e+01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.81898481e+01 1.96705223e+02 2.21052517e+02 2.24579549e+02 4.94208163e+03 2.43314487e+02 2.50899011e+02 1.96705223e+02 3.81898481e+01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.11147664e+01 1.12297631e+02 1.26171818e+02 1.28789595e+02 2.71532886e+03 1.44277976e+02 1.51114891e+02 1.12297631e+02 2.11147664e+01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.15628029e+01 6.41768588e+01 7.22328003e+01 7.42096925e+01 1.48837015e+03 8.69449616e+01 9.30076764e+01 6.41768588e+01 1.15628029e+01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.23323761e+00 3.65489408e+01 4.13449066e+01 4.28685185e+01 8.11309608e+02 5.32717900e+01 5.85755630e+01 3.65489408e+01 6.23323761e+00 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.28077744e+00 2.06037424e+01 2.35480164e+01 2.47492149e+01 4.37535247e+02 3.31806880e+01 3.77652347e+01 2.06037424e+01 3.28077744e+00 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.66753888e+00 1.13842527e+01 1.32507587e+01 1.42190224e+01 2.31545384e+02 2.09854505e+01 2.49024929e+01 1.13842527e+01 1.66753888e+00 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.06420536e-01 6.07295839e+00 7.28443466e+00 8.07720854e+00 1.18705421e+02 1.34393093e+01 1.67474458e+01 6.07295839e+00 8.06420536e-01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.63732854e-01 3.05474619e+00 3.83965286e+00 4.48600686e+00 5.78165861e+01 8.66200100e+00 1.14248794e+01 3.05474619e+00 3.63732854e-01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.49117949e-01 1.39554285e+00 1.87930441e+00 2.38099850e+00 2.60233312e+01 5.54746349e+00 7.83430106e+00 1.39554285e+00 1.49117949e-01 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.38798084e-02 5.46073033e-01 8.10040457e-01 1.14696214e+00 1.04474821e+01 3.43657441e+00 5.31522447e+00 5.46073033e-01 5.38798084e-02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.09680165e-02 2.13832340e-01 3.53105268e-01 5.43483669e-01 4.44852073e+00 2.18723303e+00 3.76171319e+00 2.13832340e-01 2.09680165e-02 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.88978516e-03 9.54512472e-02 1.75155891e-01 2.69498367e-01 2.24082623e+00 1.47780590e+00 2.82131571e+00 9.54512472e-02 9.88978516e-03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.24328308e-03 4.62138946e-02 9.47750586e-02 1.31918241e-01 1.25372570e+00 1.01980892e+00 2.15777151e+00 4.62138946e-02 5.24328308e-03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.00364188e-03 2.37406257e-02 5.45327511e-02 6.16245889e-02 7.54790638e-01 7.06397838e-01 1.65258229e+00 2.37406257e-02 3.00364188e-03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.81224817e-03 1.27837917e-02 3.24166166e-02 2.67625057e-02 4.79477335e-01 4.86490939e-01 1.25428734e+00 1.27837917e-02 1.81224817e-03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.12960877e-03 7.15184187e-03 1.91602780e-02 1.06973301e-02 3.16846151e-01 3.31213699e-01 9.36832460e-01 7.15184187e-03 1.12960877e-03 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.15507219e-04 4.12133459e-03 1.08011880e-02 4.13666512e-03 2.15210651e-01 2.22000981e-01 6.84969829e-01 4.12133459e-03 7.15507219e-04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.53407639e-04 2.42092112e-03 5.65495537e-03 1.80661106e-03 1.48511582e-01 1.45863826e-01 4.88155038e-01 2.42092112e-03 4.53407639e-04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.82827774e-04 1.43035663e-03 2.76295490e-03 9.94694297e-04 1.02810274e-01 9.34931814e-02 3.37698970e-01 1.43035663e-03 2.82827774e-04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.70530673e-04 8.35585092e-04 1.29406262e-03 6.10436395e-04 7.03308993e-02 5.82137603e-02 2.25634459e-01 8.35585092e-04 1.70530673e-04 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.72087809e-05 4.72120048e-04 5.93817626e-04 3.59232206e-04 4.66407454e-02 3.51100875e-02 1.44628832e-01 4.72120048e-04 9.72087809e-05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.08870040e-05 2.50827477e-04 2.66488673e-04 1.94175956e-04 2.92201205e-02 2.04682367e-02 8.81302479e-02 2.50827477e-04 5.08870040e-05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.34819213e-05 1.20596207e-04 1.13098665e-04 9.29062710e-05 1.66665442e-02 1.15081978e-02 5.03955666e-02 1.20596207e-04 2.34819213e-05 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.97991081e-06 4.89211363e-05 4.21212227e-05 3.69810314e-05 8.18093015e-03 6.22366440e-03 2.65215627e-02 4.89211363e-05 8.97991081e-06 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.57569458e-06 1.38494041e-05 1.16035265e-05 1.10782837e-05 3.15047381e-03 3.22380387e-03 1.24367147e-02 1.38494041e-05 2.57569458e-06 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.66335591e-07 2.86891658e-06 2.15253069e-06 2.08953299e-06 8.03090409e-04 1.58637168e-03 4.89313976e-03 2.86891658e-06 4.66335591e-07 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.74123962e-08 3.26406733e-07 1.99254901e-07 1.95326115e-07 9.09649052e-05 7.27768017e-04 1.41103006e-03 3.26406733e-07 4.74123962e-08 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.62627166e-08 5.85497617e-08 4.92821430e-08 5.18643287e-08 1.53803854e-05 2.79943157e-04 1.93885206e-04 5.85497617e-08 1.62627166e-08 0.00000000e+00 0.00000000e+00 - 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.49370112e-29 4.48110337e-29 -1.03646336e-45 0.00000000e+00 1.60384937e-20 -4.45157624e-37 1.49370114e-29 0.00000000e+00 0.00000000e+00 0.00000000e+00 ---- diff --git a/pyproject.toml b/pyproject.toml index 99327c360..35782ed53 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -97,6 +97,7 @@ python_classes = ['Test*', 'Benchmark*'] python_functions = ['test_*', 'benchmark_*'] addopts = [ '--cov=eko', + '--cov=ekobox', '--cov-report=html', '--cov-report=xml', '--strict-markers', diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index a2abeedd9..3f7a81ae6 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -1,3 +1,4 @@ +import copy import io import yaml @@ -5,7 +6,7 @@ from ekomark.data import operators -def gen_op_card(Q2grid, update=None, export=False, name="MyOpCard"): +def gen_op_card(Q2grid, update=None, name=None): """ Generates an operator card with some mandatory user choice (in this case only the Q2 grid) and some default values which @@ -17,17 +18,15 @@ def gen_op_card(Q2grid, update=None, export=False, name="MyOpCard"): grid for Q2 update : dict dictionary of info to update in op. card - export : bool - set if export the op. card name : str - name of the exported op.card + name of exported op.card (if name not None) Returns ------- : dict operator card """ # Constructing the dictionary with some default value - def_op = operators.default_card + def_op = copy.deepcopy(operators.default_card) # Adding the mandatory inputs def_op["Q2grid"] = Q2grid serialized = sql.serialize(def_op) @@ -38,7 +37,7 @@ def gen_op_card(Q2grid, update=None, export=False, name="MyOpCard"): raise ValueError("Provided key not in operators card") def_op.update(update) - if export: + if name is not None: export_op_card(name, def_op) return def_op diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index 7a7fcd67c..76c418be9 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -1,13 +1,13 @@ +import copy import io import math import pathlib -import banana import yaml -from banana.data import sql +from banana.data import sql, theories -def gen_theory_card(pto, initial_scale, update=None, export=False, name="MyTheoryCard"): +def gen_theory_card(pto, initial_scale, update=None, name=None): """ Generates a theory card with some mandatory user choice and some default values which can be changed by the update input dict @@ -21,10 +21,8 @@ def gen_theory_card(pto, initial_scale, update=None, export=False, name="MyTheor initial scale of evolution update : dict info to update to default theory card - export : bool - set if dump name : str - name of theory card (if exported ) + name of exported theory card (if name not None ) Returns ------- @@ -32,10 +30,8 @@ def gen_theory_card(pto, initial_scale, update=None, export=False, name="MyTheor : dict theory card """ - # Constructing the dictionary with some default value - here = pathlib.Path(banana.__file__).parent / "data" - with open(here / "theory_template.yaml", "r") as o: - theory = yaml.safe_load(o) + # Constructing the dictionary with some default values + theory = copy.deepcopy(theories.default_card) # delete unuseful member del theory["FNS"] # Adding the mandatory inputs @@ -49,7 +45,7 @@ def gen_theory_card(pto, initial_scale, update=None, export=False, name="MyTheor if k not in theory.keys(): raise ValueError("Provided key not in theory card") theory.update(update) - if export: + if name is not None: export_theory_card(name, theory) return theory diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/lhapdf_style.py index 1319a9209..820b0eb09 100644 --- a/src/ekobox/lhapdf_style.py +++ b/src/ekobox/lhapdf_style.py @@ -1,8 +1,10 @@ +import copy import io import pathlib import banana import yaml +from banana.data.genpdf import load def create_info_file(theory_card, operators_card, NumMembers, info_update): @@ -25,9 +27,7 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): : dict info file in lhapdf format """ - here = pathlib.Path(banana.__file__).parent / "data/genpdf" - with open(here / "templatePDF.info", "r") as o: - template_info = yaml.safe_load(o) + template_info = copy.deepcopy(load.template_info) template_info["SetDesc"] = "Evolved PDF from " + str(theory_card["Q0"]) + " GeV" template_info["Authors"] = "" diff --git a/tests/test_ekobox/test_ekobox_gen_op.py b/tests/test_ekobox/test_ekobox_gen_op.py index 73c7519dd..4d801b605 100644 --- a/tests/test_ekobox/test_ekobox_gen_op.py +++ b/tests/test_ekobox/test_ekobox_gen_op.py @@ -21,7 +21,7 @@ def test_gen_op_card(): def test_export_load_op_card(tmp_path): with cd(tmp_path): - op = g_o.gen_op_card([100], export=True, name="debug_op") + op = g_o.gen_op_card([100], name="debug_op") g_o.export_op_card("debug_op_two", op) op_loaded = g_o.import_op_card("debug_op.yaml") op_two_loaded = g_o.import_op_card("debug_op_two.yaml") diff --git a/tests/test_ekobox/test_ekobox_gen_theory.py b/tests/test_ekobox/test_ekobox_gen_theory.py index e5ad9e651..87e87ef7e 100644 --- a/tests/test_ekobox/test_ekobox_gen_theory.py +++ b/tests/test_ekobox/test_ekobox_gen_theory.py @@ -21,7 +21,7 @@ def test_gen_theory_card(): def test_export_load_theory_card(tmp_path): with cd(tmp_path): - theory = g_t.gen_theory_card(2, 12.3, export=True, name="debug_theory") + theory = g_t.gen_theory_card(2, 12.3, name="debug_theory") g_t.export_theory_card("debug_theory_two", theory) theory_loaded = g_t.import_theory_card("debug_theory.yaml") theory_two_loaded = g_t.import_theory_card("debug_theory_two.yaml") From fcec48c5ec12b31dcbf4b66fdcd14fbb2e621be7 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 16:06:21 +0100 Subject: [PATCH 18/98] Changing some names --- src/ekobox/__init__.py | 2 +- src/ekobox/{evolPDF.py => evol_pdf.py} | 2 +- src/ekobox/{lhapdf_style.py => gen_info.py} | 12 ++++++------ .../{test_lhapdf_style.py => test_gen_info.py} | 4 ++-- 4 files changed, 10 insertions(+), 10 deletions(-) rename src/ekobox/{evolPDF.py => evol_pdf.py} (97%) rename src/ekobox/{lhapdf_style.py => gen_info.py} (82%) rename tests/test_ekobox/{test_lhapdf_style.py => test_gen_info.py} (90%) diff --git a/src/ekobox/__init__.py b/src/ekobox/__init__.py index 86150ede2..a34418dca 100644 --- a/src/ekobox/__init__.py +++ b/src/ekobox/__init__.py @@ -1,2 +1,2 @@ # -*- coding: utf-8 -*- -from . import apply, evolPDF, gen_op, gen_theory, lhapdf_style +from . import apply, evol_pdf, gen_info, gen_op, gen_theory diff --git a/src/ekobox/evolPDF.py b/src/ekobox/evol_pdf.py similarity index 97% rename from src/ekobox/evolPDF.py rename to src/ekobox/evol_pdf.py index beebe5795..b5574792c 100644 --- a/src/ekobox/evolPDF.py +++ b/src/ekobox/evol_pdf.py @@ -3,7 +3,7 @@ import eko from eko import basis_rotation as br -from . import apply, gen_op, gen_theory, lhapdf_style +from . import apply, gen_info, gen_op, gen_theory def evolve_PDFs( diff --git a/src/ekobox/lhapdf_style.py b/src/ekobox/gen_info.py similarity index 82% rename from src/ekobox/lhapdf_style.py rename to src/ekobox/gen_info.py index 820b0eb09..0132977e9 100644 --- a/src/ekobox/lhapdf_style.py +++ b/src/ekobox/gen_info.py @@ -7,7 +7,7 @@ from banana.data.genpdf import load -def create_info_file(theory_card, operators_card, NumMembers, info_update): +def create_info_file(theory_card, operators_card, num_members, info_update): """ Generate a lhapdf info file from theory and operators card @@ -17,7 +17,7 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): theory card operators_card : dict operators_card - NumMembers : int + num_members : int number of pdf set members info_update : dict info to update @@ -30,13 +30,13 @@ def create_info_file(theory_card, operators_card, NumMembers, info_update): template_info = copy.deepcopy(load.template_info) template_info["SetDesc"] = "Evolved PDF from " + str(theory_card["Q0"]) + " GeV" template_info["Authors"] = "" - + template_info["FlavorScheme"] = "variable" template_info.update(info_update) - template_info["NumFlavors"] = theory_card["MaxNfPdf"] + template_info["NumFlavors"] = 14 + template_info["Flavors"] = [-6, -5, -4, -3, -2, -1, 1, 2, 3, 4, 5, 6, 21, 22] template_info["XMin"] = operators_card["interpolation_xgrid"][0] template_info["XMax"] = operators_card["interpolation_xgrid"][-1] - # remember Flavors and FlavorScheme - template_info["NumMembers"] = NumMembers + template_info["NumMembers"] = num_members template_info["OrderQCD"] = theory_card["PTO"] template_info["QMin"] = operators_card["Q2grid"][0] template_info["QMax"] = operators_card["Q2grid"][-1] diff --git a/tests/test_ekobox/test_lhapdf_style.py b/tests/test_ekobox/test_gen_info.py similarity index 90% rename from tests/test_ekobox/test_lhapdf_style.py rename to tests/test_ekobox/test_gen_info.py index 1743399f3..5809d30ce 100644 --- a/tests/test_ekobox/test_lhapdf_style.py +++ b/tests/test_ekobox/test_gen_info.py @@ -1,15 +1,15 @@ # -*- coding: utf-8 -*- import pytest +from ekobox import gen_info as g_i from ekobox import gen_op as g_o from ekobox import gen_theory as g_t -from ekobox import lhapdf_style as l_s def test_create_info_file(): op = g_o.gen_op_card([10, 100]) theory = g_t.gen_theory_card(1, 10.0, update={"alphas": 0.2}) - info = l_s.create_info_file( + info = g_i.create_info_file( theory, op, 4, info_update={"SetDesc": "Prova", "NewArg": 15.3, "MTop": 1.0} ) assert info["AlphaS_MZ"] == 0.2 From 81b231f54dec5fc5955640609ca8c3585b08677c Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Wed, 24 Nov 2021 17:35:06 +0100 Subject: [PATCH 19/98] Testing evolution --- src/ekobox/evol_pdf.py | 13 +++-- src/ekobox/gen_op.py | 5 +- src/ekobox/gen_theory.py | 4 +- tests/test_ekobox/test_evol_pdf.py | 50 +++++++++++++++++++ .../{test_ekobox_gen_op.py => test_gen_op.py} | 0 ...kobox_gen_theory.py => test_gen_theory.py} | 0 6 files changed, 60 insertions(+), 12 deletions(-) create mode 100644 tests/test_ekobox/test_evol_pdf.py rename tests/test_ekobox/{test_ekobox_gen_op.py => test_gen_op.py} (100%) rename tests/test_ekobox/{test_ekobox_gen_theory.py => test_gen_theory.py} (100%) diff --git a/src/ekobox/evol_pdf.py b/src/ekobox/evol_pdf.py index b5574792c..77ee44187 100644 --- a/src/ekobox/evol_pdf.py +++ b/src/ekobox/evol_pdf.py @@ -44,22 +44,21 @@ def evolve_PDFs( """ eko_output = eko.run_dglap(theory_card, operators_card) - if not isinstance(initial_PDF_list, list): - raise TypeError("initial_PDF_list must be a list") evolved_PDF_list = [] for initial_PDF in initial_PDF_list: evolved_PDF_list.append(apply.apply_pdf(eko_output, initial_PDF, targetgrid)) - # TODOs: Consider a different number of flavors according to theory card ("this is not a problem right now") - # to solve it I need to implement a function optimize to check for zeros if targetgrid is None: targetgrid = operators_card["interpolation_xgrid"] - - info = lhapdf_style.create_info_file( + if info_update is None: + info_update = {} + info_update["XMin"] = targetgrid[0] + info_update["XMax"] = targetgrid[-1] + info = gen_info.create_info_file( theory_card, operators_card, len(evolved_PDF_list), - info_update={"XMin": targetgrid[0], "XMax": targetgrid[-1]}, + info_update=info_update, ) all_member_blocks = [] all_blocks = [] diff --git a/src/ekobox/gen_op.py b/src/ekobox/gen_op.py index 3f7a81ae6..e8e848829 100644 --- a/src/ekobox/gen_op.py +++ b/src/ekobox/gen_op.py @@ -29,14 +29,13 @@ def gen_op_card(Q2grid, update=None, name=None): def_op = copy.deepcopy(operators.default_card) # Adding the mandatory inputs def_op["Q2grid"] = Q2grid - serialized = sql.serialize(def_op) - def_op["hash"] = (sql.add_hash(serialized))[-1] if isinstance(update, dict): for k in update.keys(): if k not in def_op.keys(): raise ValueError("Provided key not in operators card") def_op.update(update) - + serialized = sql.serialize(def_op) + def_op["hash"] = (sql.add_hash(serialized))[-1] if name is not None: export_op_card(name, def_op) return def_op diff --git a/src/ekobox/gen_theory.py b/src/ekobox/gen_theory.py index 76c418be9..25e5fe9e6 100644 --- a/src/ekobox/gen_theory.py +++ b/src/ekobox/gen_theory.py @@ -37,14 +37,14 @@ def gen_theory_card(pto, initial_scale, update=None, name=None): # Adding the mandatory inputs theory["PTO"] = pto theory["Q0"] = initial_scale - serialized = sql.serialize(theory) - theory["hash"] = (sql.add_hash(serialized))[-1] # Update user choice if isinstance(update, dict): for k in update.keys(): if k not in theory.keys(): raise ValueError("Provided key not in theory card") theory.update(update) + serialized = sql.serialize(theory) + theory["hash"] = (sql.add_hash(serialized))[-1] if name is not None: export_theory_card(name, theory) return theory diff --git a/tests/test_ekobox/test_evol_pdf.py b/tests/test_ekobox/test_evol_pdf.py new file mode 100644 index 000000000..34ae5a7d9 --- /dev/null +++ b/tests/test_ekobox/test_evol_pdf.py @@ -0,0 +1,50 @@ +import lhapdf +import numpy as np +import pytest +from banana.data.genpdf import load +from utils import cd, lhapdf_path, test_pdf + +from ekobox import evol_pdf as ev_p +from ekobox import gen_info as g_i +from ekobox import gen_op as g_o +from ekobox import gen_theory as g_t + + +def test_evolve_single_member(tmp_path): + op = g_o.gen_op_card( + [10, 100], update={"interpolation_xgrid": [1e-7, 0.01, 0.1, 0.2, 0.3]} + ) + theory = g_t.gen_theory_card(0, 1.0) + with lhapdf_path(test_pdf): + pdf = lhapdf.mkPDF("myCT14llo_NF3", 0) + with cd(tmp_path): + ev_p.evolve_PDFs( + [pdf], + theory, + op, + info_update={"SetDesc": "MyEvolvedPDF", "MZ": 0.2, "Debug": "Debug"}, + ) + with lhapdf_path(tmp_path): + all_blocks = (load.load_blocks_from_file("Evolved_PDF", 0))[1] + info = load.load_info_from_file("Evolved_PDF") + assert info["XMin"] == op["interpolation_xgrid"][0] + assert info["SetDesc"] == "MyEvolvedPDF" + assert info["MZ"] == theory["MZ"] + assert info["Debug"] == "Debug" + + +def test_evolve_more_members(tmp_path): + op = g_o.gen_op_card( + [10, 100], update={"interpolation_xgrid": [1e-7, 0.01, 0.1, 0.2, 0.3]} + ) + theory = g_t.gen_theory_card(0, 1.0) + with lhapdf_path(test_pdf): + pdfs = lhapdf.mkPDFs("myMSTW2008nlo90cl") + d = tmp_path / "sub" + d.mkdir() + with lhapdf_path(d): + with cd(tmp_path): + ev_p.evolve_PDFs(pdfs, theory, op, install=True, name="Debug") + all_blocks = (load.load_blocks_from_file("Debug", 1))[1] + info = load.load_info_from_file("Debug") + assert info["XMin"] == op["interpolation_xgrid"][0] diff --git a/tests/test_ekobox/test_ekobox_gen_op.py b/tests/test_ekobox/test_gen_op.py similarity index 100% rename from tests/test_ekobox/test_ekobox_gen_op.py rename to tests/test_ekobox/test_gen_op.py diff --git a/tests/test_ekobox/test_ekobox_gen_theory.py b/tests/test_ekobox/test_gen_theory.py similarity index 100% rename from tests/test_ekobox/test_ekobox_gen_theory.py rename to tests/test_ekobox/test_gen_theory.py From ade6b650d8ab2dcc24f1ba6b233eae0833f2c568 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Fri, 26 Nov 2021 16:54:10 +0100 Subject: [PATCH 20/98] Deleting an unuseful function --- src/ekobox/apply.py | 30 ---------------------------- tests/test_ekobox/test_evol_pdf.py | 32 +++++++++++++++++++++++++++--- 2 files changed, 29 insertions(+), 33 deletions(-) diff --git a/src/ekobox/apply.py b/src/ekobox/apply.py index cccabac9f..e1bee7da3 100644 --- a/src/ekobox/apply.py +++ b/src/ekobox/apply.py @@ -101,33 +101,3 @@ def apply_pdf_flavor(output, lhapdf_like, targetgrid=None, flavor_rotation=None) ) return out_grid - - -def apply_pdf_allmembers(output, lhapdf_list, targetgrid=None, flavor_rotation=None): - """ - Apply all available operators to the input list of PDFs. - - Parameters - ---------- - output : eko.output.Output - eko output object containing all informations - lhapdf_like : list(objects) - list of objects that provide an xfxQ2 callable (as `lhapdf `_ - and :class:`ekomark.toyLH.toyPDF` do) (and thus is in flavor basis) - targetgrid : list - if given, interpolates to the pdfs given at targetgrid (instead of xgrid) - flavor_rotation : np.ndarray - Rotation matrix in flavor space - - Returns - ------- - out_grid : list(dict) - list of output PDFs and their associated errors for the computed Q2grid - """ - if not isinstance(lhapdf_list, list): - raise TypeError("lhapdf object must be a list") - out = [] - for lhapdf_like in lhapdf_list: - out.append(apply_pdf_flavor(output, lhapdf_like, targetgrid, flavor_rotation)) - - return out diff --git a/tests/test_ekobox/test_evol_pdf.py b/tests/test_ekobox/test_evol_pdf.py index 34ae5a7d9..9a9c91b46 100644 --- a/tests/test_ekobox/test_evol_pdf.py +++ b/tests/test_ekobox/test_evol_pdf.py @@ -4,6 +4,7 @@ from banana.data.genpdf import load from utils import cd, lhapdf_path, test_pdf +from eko import basis_rotation as br from ekobox import evol_pdf as ev_p from ekobox import gen_info as g_i from ekobox import gen_op as g_o @@ -11,10 +12,25 @@ def test_evolve_single_member(tmp_path): - op = g_o.gen_op_card( - [10, 100], update={"interpolation_xgrid": [1e-7, 0.01, 0.1, 0.2, 0.3]} + q2grid = [100.0] + xgrid = [1.0e-7, 0.01, 0.1, 0.2, 0.3] + op = g_o.gen_op_card(q2grid, update={"interpolation_xgrid": xgrid}) + theory = g_t.gen_theory_card( + 0, + 5.0, + update={ + "alphas": 0.118000, + "MaxNfPdf": 3, + "MaxNfAs": 3, + "Qref": 91.1876, + "mc": 1.3, + "mb": 4.75, + "mt": 172, + "kcThr": 1.0, + "kbThr": 1.0, + "ktThr": 1.0, + }, ) - theory = g_t.gen_theory_card(0, 1.0) with lhapdf_path(test_pdf): pdf = lhapdf.mkPDF("myCT14llo_NF3", 0) with cd(tmp_path): @@ -33,6 +49,16 @@ def test_evolve_single_member(tmp_path): assert info["Debug"] == "Debug" +# import pdb; pdb.set_trace() +# for Q2 in q2grid: +# for x in xgrid: +# for pid in br.flavor_basis_pids: +# np.testing.assert_allclose( +# pdf.xfxQ2(pid, x, Q2), all_blocks[0]["data"][q2grid.index(Q2)*len(xgrid)+xgrid.index(x)][br.flavor_basis_pids.index(pid)] +# ,rtol=3e-5 +# ) + + def test_evolve_more_members(tmp_path): op = g_o.gen_op_card( [10, 100], update={"interpolation_xgrid": [1e-7, 0.01, 0.1, 0.2, 0.3]} From e408c277c8ca86a37660969300d1c09c56af3287 Mon Sep 17 00:00:00 2001 From: Andrea Barontini Date: Mon, 29 Nov 2021 11:20:55 +0100 Subject: [PATCH 21/98] Testing ekobox and allowing use of cached output --- src/ekobox/evol_pdf.py | 42 +++++++++++++- .../cached_out/o702a0f_t76f883.tar | Bin 0 -> 512000 bytes tests/test_ekobox/test_evol_pdf.py | 52 ++++++++++++------ 3 files changed, 75 insertions(+), 19 deletions(-) create mode 100644 tests/test_ekobox/cached_out/o702a0f_t76f883.tar diff --git a/src/ekobox/evol_pdf.py b/src/ekobox/evol_pdf.py index 77ee44187..0a8d6bd67 100644 --- a/src/ekobox/evol_pdf.py +++ b/src/ekobox/evol_pdf.py @@ -6,10 +6,11 @@ from . import apply, gen_info, gen_op, gen_theory -def evolve_PDFs( +def evolve_pdfs( initial_PDF_list, theory_card, operators_card, + path=None, targetgrid=None, install=False, name="Evolved_PDF", @@ -30,6 +31,9 @@ def evolve_PDFs( operators_card : dict operators card + path : str + path to cached eko output (if "None" it will be recomputed) + targetgrid : list(float) target x-grid (if different from input x-grid) @@ -43,7 +47,14 @@ def evolve_PDFs( dict of info to add or update to default info file """ - eko_output = eko.run_dglap(theory_card, operators_card) + eko_output = None + if path is not None: + ops_id = f"o{operators_card['hash'][:6]}_t{theory_card['hash'][:6]}" + outpath = f"{path}/{ops_id}.tar" + eko_output = eko.output.Output.load_tar(outpath) + else: + eko_output = eko.run_dglap(theory_card, operators_card) + evolved_PDF_list = [] for initial_PDF in initial_PDF_list: evolved_PDF_list.append(apply.apply_pdf(eko_output, initial_PDF, targetgrid)) @@ -78,3 +89,30 @@ def evolve_PDFs( if install: genpdf.install_pdf(name) + + +def gen_out(theory_card, op_card, path=None): + """ + Generates EKO output from theory and operators cards and, if requested, + dumps it in tar format + + Parameters + ---------- + theory_card : dict + theory card + op_card : dict + operators card + path : str + path of dumped output (if "None" output is not dumped) + + Returns + ------- + : eko.output.Output + eko output + """ + eko_output = eko.run_dglap(theory_card, op_card) + if path is not None: + ops_id = f"o{op_card['hash'][:6]}_t{theory_card['hash'][:6]}" + path = f"{path}/{ops_id}.tar" + eko_output.dump_tar(path) + return eko_output diff --git a/tests/test_ekobox/cached_out/o702a0f_t76f883.tar b/tests/test_ekobox/cached_out/o702a0f_t76f883.tar new file mode 100644 index 0000000000000000000000000000000000000000..6022e994e1ad55e976c6aeedc27b98edda06524c GIT binary patch literal 512000 zcmeFZ2|Sfu+xLH(B80Fdk~uPO^R(BARH%?_Q<=$_nb3q(5+ze2g(hv1l#tpaO42}4 z8l^~zXi%E=|5&=N=kC7V=Y8Ji`Mmf2-p}X%)aU9t_FCuK=kPt&`klu**4k-kYG|6- 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zA~?UuhDu!rqW%pFRmSR%Z`){qj8!xtr&ewn-rNM z5;uu^)k{uYK29^%x%TxEV}9xecK?t4{;e|mf%5ur&aGK>C^EvgIpiUGA%URzkFoG1 zvTE0fWJCyojoJ1&DDr$GMoo4H*39x|k{Y7_>n2w)m;>i}MdZ*; zaaD-WIAL?iFc=~g1|vnwz7mXHrTVdJItAV8iynJC=?S&b?2Mfg@dD`pk@$wV_e)^8 z64mNlr|8#w;Vh;-z;_lW09eB7& z)N&>y*6KA1oymZKv{AovJ#_?(t*9hT|2vchQBMDkvf}TXX8MyAs@yAo|MuSsaOKap z{rlDbxhL`3$Xa7CyO4nB$o}*V{^vf@|HYlpZ=vxAdRu7x0S0jkjV(0(MBvZ!EpBX~ z@h1X*o^Nqu3ynV!`15>=8(V1niNK%d|Kf%}^3MOCc;?@K`@;WB54L`6A+UwO76Mxc zY$33Pz!m~q2y7v+g}@d9TL^3+u!X=D0$T`dA+UwO76MxcY$33Pz!m~q2y7v+g}@d9 oTL^3+u!X=D0$T`dA+UwO76MxcY$33Pz!m~q2y7wn{}}@R3&uo Date: Mon, 29 Nov 2021 20:06:40 +0100 Subject: [PATCH 22/98] Testing import evol pdf in lhapdf format --- src/ekobox/evol_pdf.py | 4 +- src/ekobox/gen_info.py | 6 ++- .../cached_out/o22367b_t76f883.tar | Bin 0 -> 993280 bytes .../cached_out/o7f0768_t76f883.tar | Bin 0 -> 9328640 bytes tests/test_ekobox/test_evol_pdf.py | 51 +++++++++++++----- tests/test_ekobox/test_gen_info.py | 5 +- 6 files changed, 50 insertions(+), 16 deletions(-) create mode 100644 tests/test_ekobox/cached_out/o22367b_t76f883.tar create mode 100644 tests/test_ekobox/cached_out/o7f0768_t76f883.tar diff --git a/src/ekobox/evol_pdf.py b/src/ekobox/evol_pdf.py index 0a8d6bd67..b48bb572a 100644 --- a/src/ekobox/evol_pdf.py +++ b/src/ekobox/evol_pdf.py @@ -1,3 +1,4 @@ +import numpy as np from banana.data import genpdf import eko @@ -75,7 +76,8 @@ def evolve_pdfs( all_blocks = [] for evolved_PDF in evolved_PDF_list: block = genpdf.generate_block( - lambda pid, x, Q2: evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], + lambda pid, x, Q2: targetgrid[targetgrid.index(x)] + * evolved_PDF[Q2]["pdfs"][pid][targetgrid.index(x)], xgrid=targetgrid, Q2grid=operators_card["Q2grid"], pids=br.flavor_basis_pids, diff --git a/src/ekobox/gen_info.py b/src/ekobox/gen_info.py index 0132977e9..c76b69e91 100644 --- a/src/ekobox/gen_info.py +++ b/src/ekobox/gen_info.py @@ -1,8 +1,10 @@ import copy import io +import math import pathlib import banana +import numpy as np import yaml from banana.data.genpdf import load @@ -38,8 +40,8 @@ def create_info_file(theory_card, operators_card, num_members, info_update): template_info["XMax"] = operators_card["interpolation_xgrid"][-1] template_info["NumMembers"] = num_members template_info["OrderQCD"] = theory_card["PTO"] - template_info["QMin"] = operators_card["Q2grid"][0] - template_info["QMax"] = operators_card["Q2grid"][-1] + template_info["QMin"] = round(math.sqrt(operators_card["Q2grid"][0]), 4) + template_info["QMax"] = round(math.sqrt(operators_card["Q2grid"][-1]), 4) template_info["MZ"] = theory_card["MZ"] template_info["MUp"] = 0.0 template_info["MDown"] = 0.0 diff --git a/tests/test_ekobox/cached_out/o22367b_t76f883.tar b/tests/test_ekobox/cached_out/o22367b_t76f883.tar new file mode 100644 index 0000000000000000000000000000000000000000..24ec7ebc997333b82128285e1cf6b7041fc78861 GIT binary patch literal 993280 zcmeFZ2|QKZ+yB2!5kfc;$sC!_IgZ)dNQFw0gOr(!nF&ouB~daZrD)V4NeQV#q9hFz 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