repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
metrics | tests/unittests/image/test_psnrb.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 140 | 5,303 |
metrics | tests/unittests/image/test_lpips.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 157 | 6,408 |
metrics | tests/unittests/image/test_fid.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 253 | 9,256 |
metrics | tests/unittests/image/test_csi.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 94 | 3,699 |
metrics | tests/unittests/image/test_uqi.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 207 | 7,835 |
metrics | tests/unittests/image/test_scc.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 87 | 3,325 |
metrics | tests/unittests/image/test_vif.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 81 | 2,920 |
metrics | tests/unittests/image/test_rase.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 101 | 3,592 |
metrics | tests/unittests/image/test_image_gradients.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 93 | 3,267 |
metrics | tests/unittests/shape/test_procrustes.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 96 | 3,668 |
metrics | tests/unittests/deprecations/root_class_imports.py | .py | """Test that domain metric with import from root raises deprecation warning."""
from functools import partial
import pytest
from torchmetrics import (
BLEUScore,
CharErrorRate,
CHRFScore,
ErrorRelativeGlobalDimensionlessSynthesis,
ExtendedEditDistance,
MatchErrorRate,
ModifiedPanopticQual... | 106 | 2,965 |
metrics | tests/unittests/wrappers/test_tracker.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 347 | 13,011 |
metrics | tests/unittests/wrappers/test_running.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 162 | 6,295 |
metrics | tests/unittests/wrappers/test_feature_share.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 236 | 8,369 |
metrics | tests/unittests/wrappers/test_bootstrapping.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 174 | 6,900 |
metrics | tests/unittests/wrappers/test_multioutput.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 156 | 5,789 |
metrics | tests/unittests/wrappers/test_transformations.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 269 | 11,393 |
metrics | tests/unittests/wrappers/test_minmax.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 197 | 7,514 |
metrics | tests/unittests/wrappers/test_classwise.py | .py | import pytest
import torch
from torchmetrics import MetricCollection
from torchmetrics.classification import MulticlassAccuracy, MulticlassF1Score, MulticlassRecall
from torchmetrics.clustering import CalinskiHarabaszScore
from torchmetrics.wrappers import ClasswiseWrapper
def test_raises_error_on_wrong_input():
... | 179 | 6,687 |
metrics | tests/unittests/wrappers/test_multitask.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 330 | 13,949 |
metrics | tests/unittests/regression/test_concordance.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 144 | 5,713 |
metrics | tests/unittests/regression/test_crps.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 86 | 3,162 |
metrics | tests/unittests/regression/test_cosine_similarity.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 102 | 3,570 |
metrics | tests/unittests/regression/test_explained_variance.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 112 | 4,400 |
metrics | tests/unittests/regression/test_tweedie_deviance.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 160 | 6,154 |
metrics | tests/unittests/regression/test_rse.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 151 | 5,635 |
metrics | tests/unittests/regression/test_js_divergence.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 145 | 5,542 |
metrics | tests/unittests/regression/test_spearman.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 158 | 6,363 |
metrics | tests/unittests/regression/test_kendall.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 129 | 5,664 |
metrics | tests/unittests/regression/test_r2.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 164 | 6,520 |
metrics | tests/unittests/regression/test_mean_error.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 393 | 16,728 |
metrics | tests/unittests/regression/test_pearson.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 318 | 13,741 |
metrics | tests/unittests/regression/test_log_cosh_error.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 91 | 3,131 |
metrics | tests/unittests/regression/test_kl_divergence.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 147 | 5,444 |
metrics | tests/unittests/regression/test_minkowski_distance.py | .py | from functools import partial
import pytest
import torch
from scipy.spatial.distance import minkowski as scipy_minkowski
from torchmetrics.functional import minkowski_distance
from torchmetrics.regression import MinkowskiDistance
from torchmetrics.utilities.exceptions import TorchMetricsUserError
from unittests impor... | 98 | 3,673 |
metrics | tests/unittests/nominal/test_tschuprows.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 128 | 4,710 |
metrics | tests/unittests/nominal/test_theils_u.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 163 | 6,169 |
metrics | tests/unittests/nominal/test_pearson.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 126 | 4,694 |
metrics | tests/unittests/nominal/test_cramers.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 172 | 6,640 |
metrics | tests/unittests/nominal/test_fleiss_kappa.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 118 | 4,011 |
metrics | tests/unittests/video/test_vmaf.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 142 | 5,727 |
metrics | tests/unittests/utilities/test_utilities.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 267 | 10,504 |
metrics | tests/unittests/utilities/test_plot.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 1,037 | 40,580 |
metrics | tests/unittests/multimodal/test_clip_iqa.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 212 | 8,142 |
metrics | tests/unittests/multimodal/test_lve.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 144 | 5,771 |
metrics | tests/unittests/multimodal/test_clip_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 349 | 13,953 |
metrics | tests/unittests/clustering/test_dunn_index.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 85 | 2,808 |
metrics | tests/unittests/clustering/test_adjusted_rand_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 70 | 2,671 |
metrics | tests/unittests/clustering/test_rand_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 73 | 2,585 |
metrics | tests/unittests/clustering/test_adjusted_mutual_info_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 102 | 4,118 |
metrics | tests/unittests/clustering/test_normalized_mutual_info_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 99 | 4,040 |
metrics | tests/unittests/clustering/test_calinski_harabasz_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 57 | 2,173 |
metrics | tests/unittests/clustering/test_cluster_accuracy.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 86 | 3,779 |
metrics | tests/unittests/clustering/_inputs.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 58 | 2,083 |
metrics | tests/unittests/clustering/test_homogeneity_completeness_v_measure.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 99 | 3,744 |
metrics | tests/unittests/clustering/test_mutual_info_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 82 | 3,161 |
metrics | tests/unittests/clustering/test_utils.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 118 | 4,732 |
metrics | tests/unittests/clustering/test_davies_bouldin_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 57 | 2,131 |
metrics | tests/unittests/clustering/test_fowlkes_mallows_index.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 57 | 2,108 |
metrics | tests/unittests/bases/test_metric.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 696 | 23,419 |
metrics | tests/unittests/bases/test_ddp.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 345 | 11,886 |
metrics | tests/unittests/bases/test_saving_loading.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 51 | 2,002 |
metrics | tests/unittests/bases/test_collections.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 858 | 31,668 |
metrics | tests/unittests/bases/test_composition.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 582 | 17,579 |
metrics | tests/unittests/bases/test_hashing.py | .py | import pytest
from unittests._helpers.testers import DummyListMetric, DummyMetric
@pytest.mark.parametrize(
"metric_cls",
[
DummyMetric,
DummyListMetric,
],
)
def test_metric_hashing(metric_cls):
"""Tests that hashes are different.
See the Metric's hash function for details on wh... | 24 | 502 |
metrics | tests/unittests/bases/test_aggregation.py | .py | import numpy as np
import pytest
import torch
from torchmetrics import Metric
from torchmetrics.aggregation import CatMetric, MaxMetric, MeanMetric, MinMetric, SumMetric
from torchmetrics.collections import MetricCollection
from unittests import BATCH_SIZE, NUM_BATCHES
from unittests._helpers.testers import MetricTest... | 233 | 8,476 |
metrics | tests/unittests/_helpers/__init__.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 43 | 1,585 |
metrics | tests/unittests/_helpers/wrappers.py | .py | import os
from functools import wraps
from typing import Any, Callable, Optional
from urllib.error import HTTPError
import pytest
ALLOW_SKIP_IF_OUT_OF_MEMORY = os.getenv("ALLOW_SKIP_IF_OUT_OF_MEMORY", "0") == "1"
ALLOW_SKIP_IF_BAD_CONNECTION = os.getenv("ALLOW_SKIP_IF_BAD_CONNECTION", "0") == "1"
_ERROR_CONNECTION_ME... | 94 | 3,389 |
metrics | tests/unittests/_helpers/testers.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 797 | 31,808 |
metrics | tests/unittests/detection/test_panoptic_quality.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 228 | 8,999 |
metrics | tests/unittests/detection/__init__.py | .py | import os
from unittests import _PATH_ALL_TESTS
_SAMPLE_DETECTION_SEGMENTATION = os.path.join(
_PATH_ALL_TESTS, "_data", "detection", "instance_segmentation_inputs.json"
)
_DETECTION_VAL = os.path.join(_PATH_ALL_TESTS, "_data", "detection", "instances_val2014_100.json")
_DETECTION_BBOX = os.path.join(_PATH_ALL_TE... | 11 | 509 |
metrics | tests/unittests/detection/test_intersection.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 462 | 16,676 |
metrics | tests/unittests/detection/test_modified_panoptic_quality.py | .py | # Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to i... | 194 | 7,792 |
metrics | tests/unittests/detection/test_map.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 1,099 | 43,284 |
metrics | tests/unittests/pairwise/test_pairwise_distance.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 163 | 5,523 |
metrics | tests/unittests/segmentation/test_hausdorff_distance.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 144 | 6,022 |
metrics | tests/unittests/segmentation/test_mean_iou.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 200 | 7,708 |
metrics | tests/unittests/segmentation/test_generalized_dice_score.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 125 | 4,992 |
metrics | tests/unittests/segmentation/test_dice.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 216 | 8,273 |
metrics | tests/unittests/segmentation/inputs.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 56 | 2,168 |
metrics | tests/unittests/segmentation/test_utils.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 284 | 11,210 |
metrics | tests/unittests/retrieval/test_mrr.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 210 | 8,225 |
metrics | tests/unittests/retrieval/test_precision.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 224 | 8,500 |
metrics | tests/unittests/retrieval/test_r_precision.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 180 | 6,743 |
metrics | tests/unittests/retrieval/test_map.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 191 | 7,381 |
metrics | tests/unittests/retrieval/test_fallout.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 200 | 7,330 |
metrics | tests/unittests/retrieval/_inputs.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 103 | 3,704 |
metrics | tests/unittests/retrieval/test_hit_rate.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 192 | 7,121 |
metrics | tests/unittests/retrieval/test_ndcg.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 215 | 8,244 |
metrics | tests/unittests/retrieval/helpers.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 600 | 21,709 |
metrics | tests/unittests/retrieval/test_auroc.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 206 | 7,549 |
metrics | tests/unittests/retrieval/test_precision_recall_curve.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 189 | 6,536 |
metrics | tests/unittests/retrieval/test_recall.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 206 | 7,641 |
metrics | tests/integrations/__init__.py | .py | import os
_INTEGRATION_ROOT = os.path.realpath(os.path.dirname(__file__))
_PACKAGE_ROOT = os.path.dirname(_INTEGRATION_ROOT)
_PATH_DATASETS = os.path.join(_PACKAGE_ROOT, "datasets")
| 6 | 183 |
metrics | tests/integrations/test_lightning.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 621 | 22,829 |
metrics | tests/integrations/lightning/boring_model.py | .py | # Copyright The Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writin... | 128 | 3,947 |
metrics | examples/text/bertscore.py | .py | """BERTScore
===============================
BERTScore is a text generation metric to compute the similarity between a generated text and a reference text using a pre-trained BERT model. Instead of relying on exact token matches, BERTScore leverages contextual embeddings to capture the semantic similarity between the ... | 54 | 3,090 |
metrics | examples/text/perplexity.py | .py | """
Perplexity
===============================
Perplexity is a measure of how well a probabilistic model predicts a sample.
In the context of language modeling, perplexity equals the exponential of the cross-entropy loss. A lower perplexity score indicates that the model is more certain about its predictions.
Since P... | 71 | 2,932 |
metrics | examples/text/rouge.py | .py | """ROUGE
===============================
The ROUGE (Recall-Oriented Understudy for Gisting Evaluation) metric used to evaluate the quality of generated text compared to a reference text. It does so by computing the overlap between two texts, for which a subsequent precision and recall value can be computed. The ROUGE ... | 67 | 2,641 |
metrics | examples/audio/signal_to_noise_ratio.py | .py | """Signal-to-Noise Ratio
===============================
Imagine developing a song recognition application. The software's goal is to recognize a song even when it's played in a noisy environment, similar to Shazam. To achieve this, you want to enhance the audio quality by reducing the noise and evaluating the improve... | 115 | 4,587 |
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