pyhf
0.7.1
Introduction
Likelihood Specification
Fundamentals
Examples
Outreach
Installation
Developing
FAQ
Translations
Command Line API
Python API
Use and Citations
Roadmap (2019-2020)
Release Notes
Contributors
pyhf
Index
Index
Symbols
|
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
Z
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)