[pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

tests/unittests/audio/test_c_si_snr.py

@@ -19,9 +19,9 @@
 from torchmetrics.functional.audio import complex_scale_invariant_signal_noise_ratio
 
 from unittests import BATCH_SIZE, NUM_BATCHES, _Input
-from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB
 
 seed_all(42)
 

tests/unittests/audio/test_pesq.py

@@ -22,9 +22,9 @@
 from torchmetrics.functional.audio import perceptual_evaluation_speech_quality
 
 from unittests import _Input
-from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _average_metric_wrapper
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _average_metric_wrapper
 
 seed_all(42)
 

tests/unittests/audio/test_pit.py

@@ -31,9 +31,9 @@
 )
 
 from unittests import BATCH_SIZE, NUM_BATCHES, _Input
-from unittests.audio import _average_metric_wrapper
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _average_metric_wrapper
 
 seed_all(42)
 

tests/unittests/audio/test_sdr.py

@@ -24,9 +24,9 @@
 from torchmetrics.utilities.imports import _TORCH_GREATER_EQUAL_1_11
 
 from unittests import _Input
-from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _SAMPLE_NUMPY_ISSUE_895
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _SAMPLE_NUMPY_ISSUE_895
 
 seed_all(42)
 

tests/unittests/audio/test_si_sdr.py

@@ -21,9 +21,9 @@
 from torchmetrics.functional.audio import scale_invariant_signal_distortion_ratio
 
 from unittests import BATCH_SIZE, NUM_BATCHES, _Input
-from unittests.audio import _average_metric_wrapper
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _average_metric_wrapper
 
 seed_all(42)
 

tests/unittests/audio/test_snr.py

@@ -21,9 +21,9 @@
 from torchmetrics.functional.audio import signal_noise_ratio
 
 from unittests import _Input
-from unittests.audio import _average_metric_wrapper
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _average_metric_wrapper
 
 seed_all(42)
 

tests/unittests/audio/test_stoi.py

@@ -22,9 +22,9 @@
 from torchmetrics.functional.audio import short_time_objective_intelligibility
 
 from unittests import _Input
-from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _average_metric_wrapper
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.audio import _SAMPLE_AUDIO_SPEECH, _SAMPLE_AUDIO_SPEECH_BAB_DB, _average_metric_wrapper
 
 seed_all(42)
 

tests/unittests/classification/test_accuracy.py

@@ -29,9 +29,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _input_binary, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _input_binary, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_auroc.py

@@ -26,9 +26,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_average_precision.py

@@ -35,9 +35,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_calibration_error.py

@@ -32,9 +32,9 @@
 from torchmetrics.utilities.imports import _TORCH_GREATER_EQUAL_1_13
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases
 
 seed_all(42)
 

tests/unittests/classification/test_cohen_kappa.py

@@ -23,9 +23,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases
 
 seed_all(42)
 

tests/unittests/classification/test_confusion_matrix.py

@@ -32,9 +32,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_dice.py

@@ -23,6 +23,8 @@
 from torchmetrics.utilities.checks import _input_format_classification
 from torchmetrics.utilities.enums import DataType
 
+from unittests._helpers import seed_all
+from unittests._helpers.testers import MetricTester
 from unittests.classification._inputs import _input_binary, _input_binary_logits, _input_binary_prob
 from unittests.classification._inputs import _input_multiclass as _input_mcls
 from unittests.classification._inputs import _input_multiclass_logits as _input_mcls_logits
@@ -33,8 +35,6 @@
 from unittests.classification._inputs import _input_multilabel_multidim as _input_mlmd
 from unittests.classification._inputs import _input_multilabel_multidim_prob as _input_mlmd_prob
 from unittests.classification._inputs import _input_multilabel_prob as _input_mlb_prob
-from unittests._helpers import seed_all
-from unittests._helpers.testers import MetricTester
 
 seed_all(42)
 

tests/unittests/classification/test_exact_match.py

@@ -22,9 +22,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index
+from unittests.classification._inputs import _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_f_beta.py

@@ -42,9 +42,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_group_fairness.py

@@ -28,7 +28,6 @@
 from torchmetrics.functional.classification.group_fairness import binary_fairness
 
 from unittests import THRESHOLD
-from unittests.classification._inputs import _group_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import (
     MetricTester,
@@ -39,6 +38,7 @@
 from unittests._helpers.testers import _assert_allclose as _core_assert_allclose
 from unittests._helpers.testers import _assert_requires_grad as _core_assert_requires_grad
 from unittests._helpers.testers import _assert_tensor as _core_assert_tensor
+from unittests.classification._inputs import _group_cases
 
 seed_all(42)
 

tests/unittests/classification/test_hamming_distance.py

@@ -33,9 +33,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_hinge.py

@@ -25,8 +25,8 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases
 
 torch.manual_seed(42)
 

tests/unittests/classification/test_jaccard.py

@@ -33,8 +33,8 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 
 def _reference_sklearn_jaccard_index_binary(preds, target, ignore_index=None):

tests/unittests/classification/test_matthews_corrcoef.py

@@ -32,9 +32,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_precision_fixed_recall.py

@@ -34,9 +34,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_precision_recall.py

@@ -42,9 +42,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_precision_recall_curve.py

@@ -34,9 +34,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_ranking.py

@@ -32,9 +32,9 @@
 )
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index
+from unittests.classification._inputs import _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_recall_fixed_precision.py

@@ -34,9 +34,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_roc.py

@@ -25,9 +25,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_sensitivity_specificity.py

@@ -36,9 +36,9 @@
 from torchmetrics.utilities.imports import _TORCH_GREATER_EQUAL_1_11
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_specificity.py

@@ -33,9 +33,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_specificity_sensitivity.py

@@ -35,9 +35,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/classification/test_stat_scores.py

@@ -32,9 +32,9 @@
 from torchmetrics.metric import Metric
 
 from unittests import NUM_CLASSES, THRESHOLD
-from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester, inject_ignore_index, remove_ignore_index
+from unittests.classification._inputs import _binary_cases, _multiclass_cases, _multilabel_cases
 
 seed_all(42)
 

tests/unittests/clustering/test_adjusted_mutual_info_score.py

@@ -20,9 +20,9 @@
 from torchmetrics.functional.clustering.adjusted_mutual_info_score import adjusted_mutual_info_score
 
 from unittests import BATCH_SIZE, NUM_CLASSES
-from unittests.clustering._inputs import _float_inputs_extrinsic, _single_target_extrinsic1, _single_target_extrinsic2
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.clustering._inputs import _float_inputs_extrinsic, _single_target_extrinsic1, _single_target_extrinsic2
 
 seed_all(42)
 

tests/unittests/clustering/test_adjusted_rand_score.py

@@ -17,8 +17,8 @@
 from torchmetrics.clustering.adjusted_rand_score import AdjustedRandScore
 from torchmetrics.functional.clustering.adjusted_rand_score import adjusted_rand_score
 
-from unittests.clustering._inputs import _float_inputs_extrinsic, _single_target_extrinsic1, _single_target_extrinsic2
 from unittests._helpers.testers import MetricTester
+from unittests.clustering._inputs import _float_inputs_extrinsic, _single_target_extrinsic1, _single_target_extrinsic2
 
 
 @pytest.mark.parametrize(

tests/unittests/clustering/test_calinski_harabasz_score.py

@@ -16,9 +16,9 @@
 from torchmetrics.clustering.calinski_harabasz_score import CalinskiHarabaszScore
 from torchmetrics.functional.clustering.calinski_harabasz_score import calinski_harabasz_score
 
-from unittests.clustering._inputs import _single_target_intrinsic1, _single_target_intrinsic2
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.clustering._inputs import _single_target_intrinsic1, _single_target_intrinsic2
 
 seed_all(42)
 

tests/unittests/clustering/test_davies_bouldin_score.py

@@ -16,9 +16,9 @@
 from torchmetrics.clustering.davies_bouldin_score import DaviesBouldinScore
 from torchmetrics.functional.clustering.davies_bouldin_score import davies_bouldin_score
 
-from unittests.clustering._inputs import _single_target_intrinsic1, _single_target_intrinsic2
 from unittests._helpers import seed_all
 from unittests._helpers.testers import MetricTester
+from unittests.clustering._inputs import _single_target_intrinsic1, _single_target_intrinsic2
 
 seed_all(42)