From 9d143cfdf6b8f7a73b1bbc57867e7692ee880453 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 5 Feb 2024 19:26:22 +0000
Subject: [PATCH] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/examples/notebooks/ImpactPlot.ipynb |  8 +++++---
 src/pyhf/cli/__init__.py                 |  1 +
 src/pyhf/cli/cli.py                      |  1 +
 src/pyhf/cli/complete.py                 |  1 +
 src/pyhf/cli/infer.py                    |  1 +
 src/pyhf/cli/patchset.py                 |  1 +
 src/pyhf/cli/rootio.py                   |  1 +
 src/pyhf/cli/spec.py                     |  9 ++++++---
 src/pyhf/contrib/cli.py                  |  1 +
 src/pyhf/contrib/viz/brazil.py           |  1 +
 src/pyhf/infer/calculators.py            |  1 +
 src/pyhf/infer/intervals/__init__.py     |  1 +
 src/pyhf/infer/intervals/upper_limits.py |  1 +
 src/pyhf/infer/mle.py                    |  1 +
 src/pyhf/interpolators/code0.py          |  1 +
 src/pyhf/interpolators/code1.py          |  1 +
 src/pyhf/interpolators/code2.py          |  1 +
 src/pyhf/interpolators/code4.py          |  1 +
 src/pyhf/interpolators/code4p.py         |  1 +
 src/pyhf/modifiers/shapesys.py           |  6 +++---
 src/pyhf/modifiers/staterror.py          | 15 +++++++++------
 src/pyhf/optimize/common.py              |  1 +
 src/pyhf/optimize/mixins.py              |  1 +
 src/pyhf/optimize/opt_minuit.py          |  1 +
 src/pyhf/optimize/opt_scipy.py           |  1 +
 src/pyhf/optimize/opt_tflow.py           |  1 +
 src/pyhf/parameters/paramview.py         |  8 +++++---
 src/pyhf/patchset.py                     |  1 +
 src/pyhf/probability.py                  |  1 +
 src/pyhf/schema/__init__.py              |  1 +
 src/pyhf/tensor/numpy_backend.py         |  1 +
 src/pyhf/tensor/pytorch_backend.py       |  1 +
 src/pyhf/tensor/tensorflow_backend.py    |  1 +
 src/pyhf/typing.py                       |  9 +++------
 src/pyhf/workspace.py                    |  1 +
 tests/test_interpolate.py                |  4 +---
 36 files changed, 61 insertions(+), 27 deletions(-)

diff --git a/docs/examples/notebooks/ImpactPlot.ipynb b/docs/examples/notebooks/ImpactPlot.ipynb
index aa045c124f..3a3fdd9019 100644
--- a/docs/examples/notebooks/ImpactPlot.ipynb
+++ b/docs/examples/notebooks/ImpactPlot.ipynb
@@ -172,9 +172,11 @@
     "    model, _, b, e = fitresults()\n",
     "    widths = pyhf.tensorlib.concatenate(\n",
     "        [\n",
-    "            model.config.param_set(k).width()\n",
-    "            if model.config.param_set(k).constrained\n",
-    "            else [None] * model.config.param_set(k).n_parameters\n",
+    "            (\n",
+    "                model.config.param_set(k).width()\n",
+    "                if model.config.param_set(k).constrained\n",
+    "                else [None] * model.config.param_set(k).n_parameters\n",
+    "            )\n",
     "            for k, v in model.config.par_map.items()\n",
     "        ]\n",
     "    )\n",
diff --git a/src/pyhf/cli/__init__.py b/src/pyhf/cli/__init__.py
index 0d65039661..ed53c296af 100644
--- a/src/pyhf/cli/__init__.py
+++ b/src/pyhf/cli/__init__.py
@@ -1,4 +1,5 @@
 """The pyhf command line interface."""
+
 from pyhf.cli.cli import pyhf as cli
 from pyhf.cli.rootio import cli as rootio
 from pyhf.cli.spec import cli as spec
diff --git a/src/pyhf/cli/cli.py b/src/pyhf/cli/cli.py
index a1a486fe54..cd458a6329 100644
--- a/src/pyhf/cli/cli.py
+++ b/src/pyhf/cli/cli.py
@@ -1,4 +1,5 @@
 """The pyhf Command Line Interface."""
+
 import logging
 
 import click
diff --git a/src/pyhf/cli/complete.py b/src/pyhf/cli/complete.py
index 58fda5604f..c39e6e9784 100644
--- a/src/pyhf/cli/complete.py
+++ b/src/pyhf/cli/complete.py
@@ -1,4 +1,5 @@
 '''Shell completions for pyhf.'''
+
 import click
 
 try:
diff --git a/src/pyhf/cli/infer.py b/src/pyhf/cli/infer.py
index a877469efc..f2b0dce107 100644
--- a/src/pyhf/cli/infer.py
+++ b/src/pyhf/cli/infer.py
@@ -1,4 +1,5 @@
 """The inference CLI group."""
+
 import logging
 
 import click
diff --git a/src/pyhf/cli/patchset.py b/src/pyhf/cli/patchset.py
index 75bdb56887..4d31d4963d 100644
--- a/src/pyhf/cli/patchset.py
+++ b/src/pyhf/cli/patchset.py
@@ -1,4 +1,5 @@
 """The pyhf spec CLI subcommand."""
+
 import logging
 
 import click
diff --git a/src/pyhf/cli/rootio.py b/src/pyhf/cli/rootio.py
index 95d8872a84..c5d5840762 100644
--- a/src/pyhf/cli/rootio.py
+++ b/src/pyhf/cli/rootio.py
@@ -1,4 +1,5 @@
 """CLI subapps to handle conversion from ROOT."""
+
 import logging
 
 import click
diff --git a/src/pyhf/cli/spec.py b/src/pyhf/cli/spec.py
index 9772558169..08fdd73d94 100644
--- a/src/pyhf/cli/spec.py
+++ b/src/pyhf/cli/spec.py
@@ -1,4 +1,5 @@
 """The pyhf spec CLI subcommand."""
+
 import logging
 
 import click
@@ -149,9 +150,11 @@ def inspect(workspace, output_file, measurement):
                 ('(*) ' if measurement_name == default_measurement['name'] else '')
                 + measurement_name,
                 measurement_poi,
-                ','.join(measurement_parameters)
-                if measurement_parameters
-                else '(none)',
+                (
+                    ','.join(measurement_parameters)
+                    if measurement_parameters
+                    else '(none)'
+                ),
             )
         )
 
diff --git a/src/pyhf/contrib/cli.py b/src/pyhf/contrib/cli.py
index eaf2bb7e23..5bba47e4d4 100644
--- a/src/pyhf/contrib/cli.py
+++ b/src/pyhf/contrib/cli.py
@@ -1,4 +1,5 @@
 """CLI for functionality that will get migrated out eventually."""
+
 import logging
 import click
 from pathlib import Path
diff --git a/src/pyhf/contrib/viz/brazil.py b/src/pyhf/contrib/viz/brazil.py
index ad39a7648d..18b25d87bd 100644
--- a/src/pyhf/contrib/viz/brazil.py
+++ b/src/pyhf/contrib/viz/brazil.py
@@ -1,4 +1,5 @@
 """Brazil Band Plots."""
+
 from collections import namedtuple
 
 import matplotlib.pyplot as plt
diff --git a/src/pyhf/infer/calculators.py b/src/pyhf/infer/calculators.py
index 1889dec0c7..f9922c6d89 100644
--- a/src/pyhf/infer/calculators.py
+++ b/src/pyhf/infer/calculators.py
@@ -7,6 +7,7 @@
 
 Using the calculators hypothesis tests can then be performed.
 """
+
 from pyhf.infer.mle import fixed_poi_fit
 from pyhf import get_backend
 from pyhf.infer import utils
diff --git a/src/pyhf/infer/intervals/__init__.py b/src/pyhf/infer/intervals/__init__.py
index 0f2f928cdd..2acdfd3165 100644
--- a/src/pyhf/infer/intervals/__init__.py
+++ b/src/pyhf/infer/intervals/__init__.py
@@ -1,4 +1,5 @@
 """Interval estimation"""
+
 import pyhf.infer.intervals.upper_limits
 
 __all__ = ["upper_limits.upper_limit"]
diff --git a/src/pyhf/infer/intervals/upper_limits.py b/src/pyhf/infer/intervals/upper_limits.py
index 6fbc27e6b3..601189cdbb 100644
--- a/src/pyhf/infer/intervals/upper_limits.py
+++ b/src/pyhf/infer/intervals/upper_limits.py
@@ -1,4 +1,5 @@
 """Interval estimation"""
+
 import numpy as np
 from scipy.optimize import toms748
 
diff --git a/src/pyhf/infer/mle.py b/src/pyhf/infer/mle.py
index 61559b0ed0..c269eb47c8 100644
--- a/src/pyhf/infer/mle.py
+++ b/src/pyhf/infer/mle.py
@@ -1,4 +1,5 @@
 """Module for Maximum Likelihood Estimation."""
+
 from pyhf import get_backend
 from pyhf.exceptions import UnspecifiedPOI
 
diff --git a/src/pyhf/interpolators/code0.py b/src/pyhf/interpolators/code0.py
index ff972d506b..52d87fefba 100644
--- a/src/pyhf/interpolators/code0.py
+++ b/src/pyhf/interpolators/code0.py
@@ -1,4 +1,5 @@
 """Piecewise-linear Interpolation. (Code 0)."""
+
 import logging
 import pyhf
 from pyhf.tensor.manager import get_backend
diff --git a/src/pyhf/interpolators/code1.py b/src/pyhf/interpolators/code1.py
index f5bbe71ff0..a9fa41c011 100644
--- a/src/pyhf/interpolators/code1.py
+++ b/src/pyhf/interpolators/code1.py
@@ -1,4 +1,5 @@
 """Piecewise-Exponential Interpolation (Code 1)."""
+
 import logging
 import math
 import pyhf
diff --git a/src/pyhf/interpolators/code2.py b/src/pyhf/interpolators/code2.py
index ed305c44da..8dff3278e7 100644
--- a/src/pyhf/interpolators/code2.py
+++ b/src/pyhf/interpolators/code2.py
@@ -1,4 +1,5 @@
 """Quadratic Interpolation (Code 2)."""
+
 import logging
 import pyhf
 from pyhf.tensor.manager import get_backend
diff --git a/src/pyhf/interpolators/code4.py b/src/pyhf/interpolators/code4.py
index a120bdf295..0290d0c52d 100644
--- a/src/pyhf/interpolators/code4.py
+++ b/src/pyhf/interpolators/code4.py
@@ -1,4 +1,5 @@
 """Polynomial Interpolation (Code 4)."""
+
 import logging
 import math
 import pyhf
diff --git a/src/pyhf/interpolators/code4p.py b/src/pyhf/interpolators/code4p.py
index ec8b63afa7..8841eb0dd0 100644
--- a/src/pyhf/interpolators/code4p.py
+++ b/src/pyhf/interpolators/code4p.py
@@ -1,4 +1,5 @@
 """Piecewise-Linear + Polynomial Interpolation (Code 4p)."""
+
 import logging
 import pyhf
 from pyhf.tensor.manager import get_backend
diff --git a/src/pyhf/modifiers/shapesys.py b/src/pyhf/modifiers/shapesys.py
index 39740e4cf8..c18ac90149 100644
--- a/src/pyhf/modifiers/shapesys.py
+++ b/src/pyhf/modifiers/shapesys.py
@@ -165,9 +165,9 @@ def _reindex_access_field(self, pdfconfig):
 
                 sample_mask = self._shapesys_mask[syst_index][singular_sample_index][0]
                 access_field_for_syst_and_batch[sample_mask] = selection
-                self._access_field[
-                    syst_index, batch_index
-                ] = access_field_for_syst_and_batch
+                self._access_field[syst_index, batch_index] = (
+                    access_field_for_syst_and_batch
+                )
 
     def _precompute(self):
         tensorlib, _ = get_backend()
diff --git a/src/pyhf/modifiers/staterror.py b/src/pyhf/modifiers/staterror.py
index 919811c9fe..a6d6d499c5 100644
--- a/src/pyhf/modifiers/staterror.py
+++ b/src/pyhf/modifiers/staterror.py
@@ -92,9 +92,12 @@ def finalize(self):
             relerrs = default_backend.sum(
                 [
                     [
-                        (modifier_data['data']['uncrt'][binnr] / nomsall[binnr]) ** 2
-                        if nomsall[binnr] > 0
-                        else 0.0
+                        (
+                            (modifier_data['data']['uncrt'][binnr] / nomsall[binnr])
+                            ** 2
+                            if nomsall[binnr] > 0
+                            else 0.0
+                        )
                         for binnr in range(len(modifier_data['data']['nom_data']))
                     ]
                     for modifier_data in self.builder_data[modname].values()
@@ -184,9 +187,9 @@ def _reindex_access_field(self, pdfconfig):
 
                 sample_mask = self._staterror_mask[syst_index][singular_sample_index][0]
                 access_field_for_syst_and_batch[sample_mask] = selection
-                self._access_field[
-                    syst_index, batch_index
-                ] = access_field_for_syst_and_batch
+                self._access_field[syst_index, batch_index] = (
+                    access_field_for_syst_and_batch
+                )
 
     def _precompute(self):
         if not self.param_viewer.index_selection:
diff --git a/src/pyhf/optimize/common.py b/src/pyhf/optimize/common.py
index 61eeafd889..2049939159 100644
--- a/src/pyhf/optimize/common.py
+++ b/src/pyhf/optimize/common.py
@@ -1,4 +1,5 @@
 """Common Backend Shim to prepare minimization for optimizer."""
+
 from pyhf.tensor.manager import get_backend
 from pyhf.tensor.common import _TensorViewer
 
diff --git a/src/pyhf/optimize/mixins.py b/src/pyhf/optimize/mixins.py
index c0e689c512..19e150f069 100644
--- a/src/pyhf/optimize/mixins.py
+++ b/src/pyhf/optimize/mixins.py
@@ -1,4 +1,5 @@
 """Helper Classes for use of automatic differentiation."""
+
 import logging
 
 import numpy as np
diff --git a/src/pyhf/optimize/opt_minuit.py b/src/pyhf/optimize/opt_minuit.py
index 01424e8ca7..4f1edb3dca 100644
--- a/src/pyhf/optimize/opt_minuit.py
+++ b/src/pyhf/optimize/opt_minuit.py
@@ -1,4 +1,5 @@
 """Minuit Optimizer Class."""
+
 from pyhf import exceptions
 from pyhf.optimize.mixins import OptimizerMixin
 import scipy
diff --git a/src/pyhf/optimize/opt_scipy.py b/src/pyhf/optimize/opt_scipy.py
index f334c36ad7..68c64bafe3 100644
--- a/src/pyhf/optimize/opt_scipy.py
+++ b/src/pyhf/optimize/opt_scipy.py
@@ -1,4 +1,5 @@
 """SciPy Optimizer Class."""
+
 from pyhf import exceptions
 from pyhf.optimize.mixins import OptimizerMixin
 import scipy
diff --git a/src/pyhf/optimize/opt_tflow.py b/src/pyhf/optimize/opt_tflow.py
index fd2965fb3e..178bc332ac 100644
--- a/src/pyhf/optimize/opt_tflow.py
+++ b/src/pyhf/optimize/opt_tflow.py
@@ -1,4 +1,5 @@
 """Tensorflow Backend Function Shim."""
+
 from pyhf import get_backend
 import tensorflow as tf
 
diff --git a/src/pyhf/parameters/paramview.py b/src/pyhf/parameters/paramview.py
index cac057f8b5..0238832747 100644
--- a/src/pyhf/parameters/paramview.py
+++ b/src/pyhf/parameters/paramview.py
@@ -44,9 +44,11 @@ def extract_index_access(baseviewer, subviewer, indices):
 
         # the transpose is here so that modifier code doesn't have to do it
         indices_concatenated = tensorlib.astensor(
-            tensorlib.einsum('ij->ji', stitched)
-            if len(tensorlib.shape(stitched)) > 1
-            else stitched,
+            (
+                tensorlib.einsum('ij->ji', stitched)
+                if len(tensorlib.shape(stitched)) > 1
+                else stitched
+            ),
             dtype='int',
         )
     return index_selection, stitched, indices_concatenated
diff --git a/src/pyhf/patchset.py b/src/pyhf/patchset.py
index b72118835b..86acaef693 100644
--- a/src/pyhf/patchset.py
+++ b/src/pyhf/patchset.py
@@ -1,6 +1,7 @@
 """
 pyhf patchset provides a user-friendly interface for interacting with patchsets.
 """
+
 import logging
 import jsonpatch
 from pyhf import exceptions
diff --git a/src/pyhf/probability.py b/src/pyhf/probability.py
index 7851127ae3..0cc0330272 100644
--- a/src/pyhf/probability.py
+++ b/src/pyhf/probability.py
@@ -1,4 +1,5 @@
 """The probability density function module."""
+
 from pyhf import get_backend
 
 __all__ = ["Independent", "Normal", "Poisson", "Simultaneous"]
diff --git a/src/pyhf/schema/__init__.py b/src/pyhf/schema/__init__.py
index 61bb01c78e..0c08f018b2 100644
--- a/src/pyhf/schema/__init__.py
+++ b/src/pyhf/schema/__init__.py
@@ -1,6 +1,7 @@
 """
 See :class:`~pyhf.schema.Schema` for documentation.
 """
+
 import pathlib
 import sys
 from pyhf.schema.loader import load_schema
diff --git a/src/pyhf/tensor/numpy_backend.py b/src/pyhf/tensor/numpy_backend.py
index 4623ea5797..8e019a7ec9 100644
--- a/src/pyhf/tensor/numpy_backend.py
+++ b/src/pyhf/tensor/numpy_backend.py
@@ -1,4 +1,5 @@
 """NumPy Tensor Library Module."""
+
 from __future__ import annotations
 
 import logging
diff --git a/src/pyhf/tensor/pytorch_backend.py b/src/pyhf/tensor/pytorch_backend.py
index fb0cd4ad52..c962c864f9 100644
--- a/src/pyhf/tensor/pytorch_backend.py
+++ b/src/pyhf/tensor/pytorch_backend.py
@@ -1,4 +1,5 @@
 """PyTorch Tensor Library Module."""
+
 import torch
 import torch.autograd
 from torch.distributions.utils import broadcast_all
diff --git a/src/pyhf/tensor/tensorflow_backend.py b/src/pyhf/tensor/tensorflow_backend.py
index 1e51a2a885..a36fa9206f 100644
--- a/src/pyhf/tensor/tensorflow_backend.py
+++ b/src/pyhf/tensor/tensorflow_backend.py
@@ -1,4 +1,5 @@
 """Tensorflow Tensor Library Module."""
+
 import logging
 import tensorflow as tf
 import tensorflow_probability as tfp
diff --git a/src/pyhf/typing.py b/src/pyhf/typing.py
index f012e3af22..19802e3da7 100644
--- a/src/pyhf/typing.py
+++ b/src/pyhf/typing.py
@@ -150,8 +150,7 @@ class TensorBackend(Protocol):
     precision: str
     default_do_grad: bool
 
-    def _setup(self) -> None:
-        ...
+    def _setup(self) -> None: ...
 
 
 class Optimizer(Protocol):
@@ -159,8 +158,6 @@ class Optimizer(Protocol):
 
 
 class PDF(Protocol):
-    def sample(self, sample_shape: Shape) -> Any:
-        ...
+    def sample(self, sample_shape: Shape) -> Any: ...
 
-    def log_prob(self, value: Any) -> Any:
-        ...
+    def log_prob(self, value: Any) -> Any: ...
diff --git a/src/pyhf/workspace.py b/src/pyhf/workspace.py
index 7ce0bc486d..1dd3ee47c8 100644
--- a/src/pyhf/workspace.py
+++ b/src/pyhf/workspace.py
@@ -5,6 +5,7 @@
 * the observed data (optional)
 * fit configurations ("measurements")
 """
+
 from __future__ import annotations
 
 import collections
diff --git a/tests/test_interpolate.py b/tests/test_interpolate.py
index ef8e382b66..52b5830f12 100644
--- a/tests/test_interpolate.py
+++ b/tests/test_interpolate.py
@@ -178,9 +178,7 @@ def test_code0_validation(backend, do_tensorized_calc):
 def test_code1_validation(backend, do_tensorized_calc):
     histogramssets = [[[[0.9], [1.0], [1.1]]]]
     alphasets = pyhf.tensorlib.astensor([[-2, -1, 0, 1, 2]])
-    expected = pyhf.tensorlib.astensor(
-        [[[[0.9**2], [0.9], [1.0], [1.1], [1.1**2]]]]
-    )
+    expected = pyhf.tensorlib.astensor([[[[0.9**2], [0.9], [1.0], [1.1], [1.1**2]]]])
 
     interpolator = pyhf.interpolators.get(1, do_tensorized_calc=do_tensorized_calc)(
         histogramssets, subscribe=False