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pyhf 0.7.1.dev276 documentation

Introduction
Likelihood Specification
Examples
Python API
Command Line API
Installation

Introduction
Likelihood Specification
Examples
Python API
Command Line API
Installation
Developing
FAQ
Fundamentals
Translations
Outreach
Use and Citations
Roadmap (2019-2020)
Release Notes
Contributors

Section Navigation

pyhf.tensorlib
pyhf.optimizer
pyhf.get_backend
pyhf.set_backend
pyhf.readxml
pyhf.writexml
pyhf.compat
- pyhf.compat.interpret_rootname
- pyhf.compat.paramset_to_rootnames
pyhf.schema

Normal
Poisson
Independent
Simultaneous

Model
_ModelConfig
_MainModel
_ConstraintModel
_ChannelSummaryMixin
Workspace
PatchSet
Patch
pyhf.simplemodels.uncorrelated_background
pyhf.simplemodels.correlated_background

numpy_backend
pytorch_backend
tensorflow_backend
jax_backend

OptimizerMixin
scipy_optimizer
minuit_optimizer

pyhf.modifiers.histosys
pyhf.modifiers.normfactor
pyhf.modifiers.normsys
pyhf.modifiers.shapefactor
pyhf.modifiers.shapesys
pyhf.modifiers.staterror

code0
code1
code2
code4
code4p

pyhf.infer.test_statistics.q0
pyhf.infer.test_statistics.qmu
pyhf.infer.test_statistics.qmu_tilde
pyhf.infer.test_statistics.tmu
pyhf.infer.test_statistics.tmu_tilde
pyhf.infer.utils.get_test_stat

pyhf.infer.calculators.generate_asimov_data
HypoTestFitResults
AsymptoticTestStatDistribution
EmpiricalDistribution
AsymptoticCalculator
ToyCalculator
pyhf.infer.utils.create_calculator

pyhf.infer.mle.twice_nll
pyhf.infer.mle.fit
pyhf.infer.mle.fixed_poi_fit
pyhf.infer.hypotest
pyhf.infer.utils.all_pois_floating

pyhf.infer.intervals.upper_limits.upper_limit
pyhf.infer.intervals.upper_limits.toms748_scan
pyhf.infer.intervals.upper_limits.linear_grid_scan
pyhf.infer.intervals.upperlimit

Schema
pyhf.schema.load_schema
pyhf.schema.validate

pyhf.exceptions.InvalidMeasurement
pyhf.exceptions.InvalidNameReuse
pyhf.exceptions.InvalidSpecification
pyhf.exceptions.InvalidPatchSet
pyhf.exceptions.InvalidPatchLookup
pyhf.exceptions.PatchSetVerificationError
pyhf.exceptions.InvalidWorkspaceOperation
pyhf.exceptions.InvalidModel
pyhf.exceptions.InvalidModifier
pyhf.exceptions.InvalidInterpCode
pyhf.exceptions.ImportBackendError
pyhf.exceptions.InvalidBackend
pyhf.exceptions.InvalidOptimizer
pyhf.exceptions.InvalidPdfParameters
pyhf.exceptions.InvalidPdfData

pyhf.utils.options_from_eqdelimstring
pyhf.utils.digest
pyhf.utils.citation

pyhf.contrib.viz.brazil
pyhf.contrib.utils.download

Python API
pyhf.modifiers.shapesys
pyhf.modifie...

pyhf.modifiers.shapesys.required_parset#

pyhf.modifiers.shapesys.required_parset(sample_data, modifier_data)[source]#

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