Index

Symbols

--algorithm pyhf-digest command line option --backend pyhf-cls command line option pyhf-fit command line option --basedir pyhf-xml2json command line option --calctype pyhf-cls command line option --channel pyhf-prune command line option pyhf-rename command line option --citation pyhf command line option --cite pyhf command line option --compress pyhf-contrib-download command line option --dataroot pyhf-json2xml command line option --force pyhf-contrib-download command line option --hide-progress pyhf-xml2json command line option --join pyhf-combine command line option --json pyhf-digest command line option --measurement pyhf-cls command line option pyhf-fit command line option pyhf-inspect command line option pyhf-prune command line option pyhf-rename command line option --merge-channels pyhf-combine command line option --modifier pyhf-prune command line option pyhf-rename command line option --modifier-type pyhf-prune command line option --mount pyhf-xml2json command line option --name pyhf-patchset-apply command line option pyhf-patchset-extract command line option --no-merge-channels pyhf-combine command line option --optconf pyhf-cls command line option pyhf-fit command line option --optimizer pyhf-cls command line option pyhf-fit command line option --output-dir pyhf-json2xml command line option --output-file pyhf-cls command line option pyhf-combine command line option pyhf-fit command line option pyhf-inspect command line option pyhf-patchset-apply command line option pyhf-patchset-extract command line option pyhf-prune command line option pyhf-rename command line option pyhf-sort command line option pyhf-xml2json command line option

--patch pyhf-cls command line option pyhf-fit command line option pyhf-json2xml command line option --plaintext pyhf-digest command line option --resultprefix pyhf-json2xml command line option --sample pyhf-prune command line option pyhf-rename command line option --specroot pyhf-json2xml command line option --test-poi pyhf-cls command line option --test-stat pyhf-cls command line option --track-progress pyhf-xml2json command line option --validation-as-error pyhf-xml2json command line option --validation-as-warning pyhf-xml2json command line option --value pyhf-fit command line option --verbose pyhf-contrib-download command line option --version pyhf command line option --with-metadata pyhf-patchset-extract command line option --without-metadata pyhf-patchset-extract command line option -a pyhf-digest command line option -c pyhf-contrib-download command line option pyhf-prune command line option pyhf-rename command line option -f pyhf-contrib-download command line option -j pyhf-combine command line option pyhf-digest command line option -m pyhf-prune command line option pyhf-rename command line option -p pyhf-cls command line option pyhf-digest command line option pyhf-fit command line option pyhf-json2xml command line option -s pyhf-prune command line option pyhf-rename command line option -t pyhf-prune command line option -v pyhf-contrib-download command line option pyhf-xml2json command line option

_

__init__() (pyhf.contrib.viz.brazil.BrazilBandCollection method) (pyhf.infer.calculators.AsymptoticCalculator method) (pyhf.infer.calculators.AsymptoticTestStatDistribution method) (pyhf.infer.calculators.EmpiricalDistribution method) (pyhf.infer.calculators.HypoTestFitResults method) (pyhf.infer.calculators.ToyCalculator method) (pyhf.interpolators.code0 method) (pyhf.interpolators.code1 method) (pyhf.interpolators.code2 method) (pyhf.interpolators.code4 method) (pyhf.interpolators.code4p method) (pyhf.mixins._ChannelSummaryMixin method) (pyhf.modifiers.histosys.histosys_builder method) (pyhf.modifiers.histosys.histosys_combined method) (pyhf.modifiers.normfactor.normfactor_builder method) (pyhf.modifiers.normfactor.normfactor_combined method) (pyhf.modifiers.normsys.normsys_builder method) (pyhf.modifiers.normsys.normsys_combined method) (pyhf.modifiers.shapefactor.shapefactor_builder method) (pyhf.modifiers.shapefactor.shapefactor_combined method) (pyhf.modifiers.shapesys.shapesys_builder method) (pyhf.modifiers.shapesys.shapesys_combined method) (pyhf.modifiers.staterror.staterror_builder method) (pyhf.modifiers.staterror.staterror_combined method) (pyhf.optimize.mixins.OptimizerMixin method) (pyhf.optimize.opt_minuit.minuit_optimizer method) (pyhf.optimize.opt_scipy.scipy_optimizer method) (pyhf.patchset.Patch method) (pyhf.patchset.PatchSet method) (pyhf.pdf._ModelConfig method) (pyhf.pdf.Model method) (pyhf.probability.Independent method) (pyhf.probability.Normal method) (pyhf.probability.Poisson method) (pyhf.probability.Simultaneous method) (pyhf.schema.Schema method) (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) (pyhf.workspace.Workspace method)

_ChannelSummaryMixin (class in pyhf.mixins) _create_and_register_paramsets() (pyhf.pdf._ModelConfig method) _get_minimizer() (pyhf.optimize.opt_minuit.minuit_optimizer method) (pyhf.optimize.opt_scipy.scipy_optimizer method) _internal_minimize() (pyhf.optimize.mixins.OptimizerMixin method) _internal_postprocess() (pyhf.optimize.mixins.OptimizerMixin method) _joint_logpdf() (pyhf.probability.Simultaneous static method) _minimize() (pyhf.optimize.opt_minuit.minuit_optimizer method) (pyhf.optimize.opt_scipy.scipy_optimizer method) _ModelConfig (class in pyhf.pdf) _modifications() (pyhf.pdf.Model method) _precompute() (pyhf.interpolators.code0 method) (pyhf.interpolators.code1 method) (pyhf.interpolators.code2 method) (pyhf.interpolators.code4 method) (pyhf.interpolators.code4p method) (pyhf.modifiers.histosys.histosys_combined method) (pyhf.modifiers.normfactor.normfactor_combined method) (pyhf.modifiers.normsys.normsys_combined method) (pyhf.modifiers.shapefactor.shapefactor_combined method) (pyhf.modifiers.shapesys.shapesys_combined method) (pyhf.modifiers.staterror.staterror_combined method) _precompute_alphasets() (pyhf.interpolators.code0 method) (pyhf.interpolators.code1 method) (pyhf.interpolators.code2 method) (pyhf.interpolators.code4 method) (pyhf.interpolators.code4p method) _prune_and_rename() (pyhf.workspace.Workspace method) _reindex_access_field() (pyhf.modifiers.shapesys.shapesys_combined method) (pyhf.modifiers.staterror.staterror_combined method) _setup() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

A

abs() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) all_pois_floating() (in module pyhf.infer.utils) append() (pyhf.modifiers.histosys.histosys_builder method) (pyhf.modifiers.normfactor.normfactor_builder method) (pyhf.modifiers.normsys.normsys_builder method) (pyhf.modifiers.shapefactor.shapefactor_builder method) (pyhf.modifiers.shapesys.shapesys_builder method) (pyhf.modifiers.staterror.staterror_builder method) apply() (pyhf.modifiers.histosys.histosys_combined method) (pyhf.modifiers.normfactor.normfactor_combined method) (pyhf.modifiers.normsys.normsys_combined method) (pyhf.modifiers.shapefactor.shapefactor_combined method) (pyhf.modifiers.shapesys.shapesys_combined method) (pyhf.modifiers.staterror.staterror_combined method) (pyhf.patchset.PatchSet method)

ARCHIVE_URL pyhf-contrib-download command line option array_subtype (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute) array_type (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute) asimov_pars (pyhf.infer.calculators.HypoTestFitResults attribute) astensor() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) AsymptoticCalculator (class in pyhf.infer.calculators) AsymptoticTestStatDistribution (class in pyhf.infer.calculators) auxdata (pyhf.pdf._ModelConfig attribute) axes (pyhf.contrib.viz.brazil.BrazilBandCollection attribute)

B

BACKGROUND_ONLY pyhf-patchset-apply command line option pyhf-patchset-verify command line option boolean_mask() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

BrazilBandCollection (class in pyhf.contrib.viz.brazil) build() (pyhf.workspace.Workspace class method) build_channel() (in module pyhf.writexml) build_data() (in module pyhf.writexml) build_measurement() (in module pyhf.writexml) build_modifier() (in module pyhf.writexml) build_sample() (in module pyhf.writexml)

C

cdf() (pyhf.infer.calculators.AsymptoticTestStatDistribution method) channel_nbins (pyhf.mixins._ChannelSummaryMixin attribute) (pyhf.pdf._ModelConfig attribute) (pyhf.workspace.Workspace attribute) channel_slices (pyhf.mixins._ChannelSummaryMixin attribute) (pyhf.pdf._ModelConfig attribute) (pyhf.workspace.Workspace attribute) channels (pyhf.mixins._ChannelSummaryMixin attribute) (pyhf.pdf._ModelConfig attribute) (pyhf.workspace.Workspace attribute) citation() (in module pyhf.utils) clb (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) clear_filecache() (in module pyhf.readxml) clip() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) cls_exp (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) cls_obs (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) clsb (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) code0 (class in pyhf.interpolators) code1 (class in pyhf.interpolators)

code2 (class in pyhf.interpolators) code4 (class in pyhf.interpolators) code4p (class in pyhf.interpolators) collect() (pyhf.modifiers.histosys.histosys_builder method) (pyhf.modifiers.normfactor.normfactor_builder method) (pyhf.modifiers.normsys.normsys_builder method) (pyhf.modifiers.shapefactor.shapefactor_builder method) (pyhf.modifiers.shapesys.shapesys_builder method) (pyhf.modifiers.staterror.staterror_builder method) combine() (pyhf.workspace.Workspace class method) concatenate() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) conditional() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) config (pyhf.pdf.Model attribute) constraint_logpdf() (pyhf.pdf.Model method) correlated_background() (in module pyhf.simplemodels) create_calculator() (in module pyhf.infer.utils)

D

data() (pyhf.workspace.Workspace method) dedupe_parameters() (in module pyhf.readxml) default_do_grad (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute) description (pyhf.patchset.PatchSet attribute) digest() (in module pyhf.utils) digests (pyhf.patchset.PatchSet attribute) distributions() (pyhf.infer.calculators.AsymptoticCalculator method) (pyhf.infer.calculators.ToyCalculator method)

divide() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) download() (in module pyhf.contrib.utils) dtypemap (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute)

E

einsum() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) EmpiricalDistribution (class in pyhf.infer.calculators) ENTRYPOINT_XML pyhf-xml2json command line option erf() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) erfinv() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

errordef (pyhf.optimize.opt_minuit.minuit_optimizer attribute) exp() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) expected_actualdata() (pyhf.pdf.Model method) expected_auxdata() (pyhf.pdf.Model method) expected_data() (pyhf.pdf.Model method) (pyhf.probability.Normal method) (pyhf.probability.Poisson method) (pyhf.probability.Simultaneous method) expected_pvalues() (pyhf.infer.calculators.AsymptoticCalculator method) (pyhf.infer.calculators.ToyCalculator method) expected_value() (pyhf.infer.calculators.AsymptoticTestStatDistribution method) (pyhf.infer.calculators.EmpiricalDistribution method) extract_error() (in module pyhf.readxml)

F

finalize() (pyhf.modifiers.histosys.histosys_builder method) (pyhf.modifiers.normfactor.normfactor_builder method) (pyhf.modifiers.normsys.normsys_builder method) (pyhf.modifiers.shapefactor.shapefactor_builder method) (pyhf.modifiers.shapesys.shapesys_builder method) (pyhf.modifiers.staterror.staterror_builder method)

fit() (in module pyhf.infer.mle) fixed_poi_fit() (in module pyhf.infer.mle) fixed_poi_fit_to_asimov (pyhf.infer.calculators.HypoTestFitResults attribute) fixed_poi_fit_to_data (pyhf.infer.calculators.HypoTestFitResults attribute) free_fit_to_asimov (pyhf.infer.calculators.HypoTestFitResults attribute) free_fit_to_data (pyhf.infer.calculators.HypoTestFitResults attribute)

G

gather() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

generate_asimov_data() (in module pyhf.infer.calculators) get_backend() (in module pyhf) get_measurement() (pyhf.workspace.Workspace method) get_test_stat() (in module pyhf.infer.utils)

H

histosys_builder (class in pyhf.modifiers.histosys) histosys_combined (class in pyhf.modifiers.histosys)

hypotest() (in module pyhf.infer) HypoTestFitResults (class in pyhf.infer.calculators)

I

import_root_histogram() (in module pyhf.readxml) ImportBackendError indent() (in module pyhf.writexml) Independent (class in pyhf.probability) interpret_rootname() (in module pyhf.compat) InvalidBackend InvalidInterpCode InvalidMeasurement InvalidModel InvalidModifier InvalidNameReuse InvalidOptimizer InvalidPatchLookup InvalidPatchSet

InvalidPdfData InvalidPdfParameters InvalidSpecification InvalidWorkspaceOperation is_shared (pyhf.modifiers.histosys.histosys_builder attribute) (pyhf.modifiers.normfactor.normfactor_builder attribute) (pyhf.modifiers.normsys.normsys_builder attribute) (pyhf.modifiers.shapefactor.shapefactor_builder attribute) (pyhf.modifiers.shapesys.shapesys_builder attribute) (pyhf.modifiers.staterror.staterror_builder attribute) isfinite() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

J

jax_backend (class in pyhf.tensor.jax_backend)

L

labels (pyhf.patchset.PatchSet attribute) linear_grid_scan() (in module pyhf.infer.intervals.upper_limits) load_schema() (in module pyhf.schema) log() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

log_prob() (pyhf.probability.Independent method) (pyhf.probability.Simultaneous method) logpdf() (pyhf.pdf.Model method)

M

mainlogpdf() (pyhf.pdf.Model method) make_pdf() (pyhf.pdf.Model method) maxiter (pyhf.optimize.mixins.OptimizerMixin attribute) (pyhf.optimize.opt_minuit.minuit_optimizer attribute) (pyhf.optimize.opt_scipy.scipy_optimizer attribute) metadata (pyhf.patchset.Patch attribute) (pyhf.patchset.PatchSet attribute) minimize() (pyhf.optimize.mixins.OptimizerMixin method) minuit_optimizer (class in pyhf.optimize.opt_minuit) Model (class in pyhf.pdf) model() (pyhf.workspace.Workspace method) modifiers (pyhf.mixins._ChannelSummaryMixin attribute) (pyhf.pdf._ModelConfig attribute) (pyhf.workspace.Workspace attribute)

module pyhf.compat pyhf.contrib.viz.brazil pyhf.modifiers.histosys pyhf.modifiers.normfactor pyhf.modifiers.normsys pyhf.modifiers.shapefactor pyhf.modifiers.shapesys pyhf.modifiers.staterror pyhf.readxml pyhf.schema pyhf.writexml

N

name (pyhf.modifiers.histosys.histosys_combined attribute) (pyhf.modifiers.normfactor.normfactor_combined attribute) (pyhf.modifiers.normsys.normsys_combined attribute) (pyhf.modifiers.shapefactor.shapefactor_combined attribute) (pyhf.modifiers.shapesys.shapesys_combined attribute) (pyhf.modifiers.staterror.staterror_combined attribute) (pyhf.optimize.opt_minuit.minuit_optimizer attribute) (pyhf.optimize.opt_scipy.scipy_optimizer attribute) (pyhf.patchset.Patch attribute) (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute) nauxdata (pyhf.pdf._ModelConfig attribute) nmaindata (pyhf.pdf._ModelConfig attribute) nominal_rates (pyhf.pdf.Model attribute) Normal (class in pyhf.probability) normal() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

normal_cdf() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) normal_dist() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) normal_logpdf() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) normfactor_builder (class in pyhf.modifiers.normfactor) normfactor_combined (class in pyhf.modifiers.normfactor) normsys_builder (class in pyhf.modifiers.normsys) normsys_combined (class in pyhf.modifiers.normsys) numpy_backend (class in pyhf.tensor.numpy_backend)

O

one_sigma_band (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) ones() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) op_code (pyhf.modifiers.histosys.histosys_combined attribute) (pyhf.modifiers.normfactor.normfactor_combined attribute) (pyhf.modifiers.normsys.normsys_combined attribute) (pyhf.modifiers.shapefactor.shapefactor_combined attribute) (pyhf.modifiers.shapesys.shapesys_combined attribute) (pyhf.modifiers.staterror.staterror_combined attribute)

operations (pyhf.patchset.Patch attribute) optimizer (in module pyhf) OptimizerMixin (class in pyhf.optimize.mixins) options_from_eqdelimstring() (in module pyhf.utils) outer() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) OUTPUT_DIRECTORY pyhf-contrib-download command line option

P

par_names (pyhf.pdf._ModelConfig attribute) par_order (pyhf.pdf._ModelConfig attribute) par_slice() (pyhf.pdf._ModelConfig method) param_set() (pyhf.pdf._ModelConfig method) paramset_to_rootnames() (in module pyhf.compat) parse() (in module pyhf.readxml) Patch (class in pyhf.patchset) patches (pyhf.patchset.PatchSet attribute) PATCHSET pyhf-patchset-apply command line option pyhf-patchset-extract command line option pyhf-patchset-inspect command line option pyhf-patchset-verify command line option PatchSet (class in pyhf.patchset) PatchSetVerificationError path (pyhf.schema.Schema attribute) pdf() (pyhf.pdf.Model method) percentile() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) plot_brazil_band() (in module pyhf.contrib.viz.brazil) plot_cls_components() (in module pyhf.contrib.viz.brazil) plot_results() (in module pyhf.contrib.viz.brazil) poi_index (pyhf.pdf._ModelConfig attribute) poi_name (pyhf.pdf._ModelConfig attribute) Poisson (class in pyhf.probability) poisson() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) poisson_dist() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) poisson_logpdf() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) power() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) precision (pyhf.tensor.jax_backend.jax_backend attribute) (pyhf.tensor.numpy_backend.numpy_backend attribute) (pyhf.tensor.pytorch_backend.pytorch_backend attribute) (pyhf.tensor.tensorflow_backend.tensorflow_backend attribute) process_channel() (in module pyhf.readxml) process_data() (in module pyhf.readxml) process_measurements() (in module pyhf.readxml) process_sample() (in module pyhf.readxml) product() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) prune() (pyhf.workspace.Workspace method) pvalue() (pyhf.infer.calculators.AsymptoticTestStatDistribution method) (pyhf.infer.calculators.EmpiricalDistribution method) pvalues() (pyhf.infer.calculators.AsymptoticCalculator method) (pyhf.infer.calculators.ToyCalculator method) pyhf command line option --citation --cite --version pyhf-cls command line option --backend --calctype --measurement --optconf --optimizer --output-file --patch --test-poi --test-stat -p WORKSPACE pyhf-combine command line option --join --merge-channels --no-merge-channels --output-file -j WORKSPACE_ONE WORKSPACE_TWO pyhf-completions command line option SHELL pyhf-contrib-download command line option --compress --force --verbose -c -f -v ARCHIVE_URL OUTPUT_DIRECTORY pyhf-digest command line option --algorithm --json --plaintext -a -j -p WORKSPACE

pyhf-fit command line option --backend --measurement --optconf --optimizer --output-file --patch --value -p WORKSPACE pyhf-inspect command line option --measurement --output-file WORKSPACE pyhf-json2xml command line option --dataroot --output-dir --patch --resultprefix --specroot -p WORKSPACE pyhf-patchset-apply command line option --name --output-file BACKGROUND_ONLY PATCHSET pyhf-patchset-extract command line option --name --output-file --with-metadata --without-metadata PATCHSET pyhf-patchset-inspect command line option PATCHSET pyhf-patchset-verify command line option BACKGROUND_ONLY PATCHSET pyhf-prune command line option --channel --measurement --modifier --modifier-type --output-file --sample -c -m -s -t WORKSPACE pyhf-rename command line option --channel --measurement --modifier --output-file --sample -c -m -s WORKSPACE pyhf-sort command line option --output-file WORKSPACE pyhf-xml2json command line option --basedir --hide-progress --mount --output-file --track-progress --validation-as-error --validation-as-warning -v ENTRYPOINT_XML pyhf.compat module pyhf.contrib.viz.brazil module pyhf.modifiers.histosys module pyhf.modifiers.normfactor module pyhf.modifiers.normsys module pyhf.modifiers.shapefactor module pyhf.modifiers.shapesys module pyhf.modifiers.staterror module pyhf.readxml module pyhf.schema module pyhf.writexml module pytorch_backend (class in pyhf.tensor.pytorch_backend)

Q

q0() (in module pyhf.infer.test_statistics)

qmu() (in module pyhf.infer.test_statistics) qmu_tilde() (in module pyhf.infer.test_statistics)

R

ravel() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) references (pyhf.patchset.PatchSet attribute) rename() (pyhf.workspace.Workspace method) required_parset() (in module pyhf.modifiers.histosys) (in module pyhf.modifiers.normfactor) (in module pyhf.modifiers.normsys) (in module pyhf.modifiers.shapefactor) (in module pyhf.modifiers.shapesys) (in module pyhf.modifiers.staterror)

reshape() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

S

sample() (pyhf.probability.Simultaneous method) samples (pyhf.mixins._ChannelSummaryMixin attribute) (pyhf.pdf._ModelConfig attribute) (pyhf.workspace.Workspace attribute) Schema (class in pyhf.schema) scipy_optimizer (class in pyhf.optimize.opt_scipy) set_auxinfo() (pyhf.pdf._ModelConfig method) set_backend() (in module pyhf) set_parameters() (pyhf.pdf._ModelConfig method) set_poi() (pyhf.pdf._ModelConfig method) shape() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) shapefactor_builder (class in pyhf.modifiers.shapefactor) shapefactor_combined (class in pyhf.modifiers.shapefactor) shapesys_builder (class in pyhf.modifiers.shapesys) shapesys_combined (class in pyhf.modifiers.shapesys) SHELL pyhf-completions command line option simple_broadcast() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

Simultaneous (class in pyhf.probability) solver_options (pyhf.optimize.opt_scipy.scipy_optimizer attribute) sorted() (pyhf.workspace.Workspace class method) sqrt() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) stack() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) staterror_builder (class in pyhf.modifiers.staterror) staterror_combined (class in pyhf.modifiers.staterror) steps (pyhf.optimize.opt_minuit.minuit_optimizer attribute) strategy (pyhf.optimize.opt_minuit.minuit_optimizer attribute) suggested_bounds() (pyhf.pdf._ModelConfig method) suggested_fixed() (pyhf.pdf._ModelConfig method) suggested_init() (pyhf.pdf._ModelConfig method) sum() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

T

tensorflow_backend (class in pyhf.tensor.tensorflow_backend) tensorlib (in module pyhf) test_size (pyhf.contrib.viz.brazil.BrazilBandCollection attribute) teststatistic() (pyhf.infer.calculators.AsymptoticCalculator method) (pyhf.infer.calculators.ToyCalculator method) tile() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) tmu() (in module pyhf.infer.test_statistics) tmu_tilde() (in module pyhf.infer.test_statistics) to_numpy() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)

tolerance (pyhf.optimize.opt_minuit.minuit_optimizer attribute) (pyhf.optimize.opt_scipy.scipy_optimizer attribute) tolist() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) toms748_scan() (in module pyhf.infer.intervals.upper_limits) ToyCalculator (class in pyhf.infer.calculators) transpose() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) twice_nll() (in module pyhf.infer.mle) two_sigma_band (pyhf.contrib.viz.brazil.BrazilBandCollection attribute)

U

uncorrelated_background() (in module pyhf.simplemodels)

upper_limit() (in module pyhf.infer.intervals.upper_limits) upperlimit() (in module pyhf.infer.intervals)

V

valid_joins (pyhf.workspace.Workspace attribute) validate() (in module pyhf.schema) values (pyhf.patchset.Patch attribute) verbose (pyhf.optimize.mixins.OptimizerMixin attribute) (pyhf.optimize.opt_minuit.minuit_optimizer attribute) (pyhf.optimize.opt_scipy.scipy_optimizer attribute)

verify() (pyhf.patchset.PatchSet method) version (pyhf.patchset.PatchSet attribute) (pyhf.schema.Schema attribute)

W

where() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method) WORKSPACE pyhf-cls command line option pyhf-digest command line option pyhf-fit command line option pyhf-inspect command line option pyhf-json2xml command line option pyhf-prune command line option pyhf-rename command line option pyhf-sort command line option

Workspace (class in pyhf.workspace) WORKSPACE_ONE pyhf-combine command line option WORKSPACE_TWO pyhf-combine command line option

Z

zeros() (pyhf.tensor.jax_backend.jax_backend method) (pyhf.tensor.numpy_backend.numpy_backend method) (pyhf.tensor.pytorch_backend.pytorch_backend method) (pyhf.tensor.tensorflow_backend.tensorflow_backend method)