Split (1)

train · 1.19M rows

repo_id string	cross_repo_split string	commit_index int32	commit_sha string	in_repo_split string	test_file string	file_split string	split_group string	lineno int32	col_offset int32	assertion_type string	test_function string	prefix large_string	target string	assertion_event_type string	assertion_event_id string	assertion_anchor large_string	old_target string	old_lineno int32	old_col_offset int32
webis-de/small-text	train	80	d08cf04d0bfaff8da9fd3adfd81066c8042f35dc	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	337	8	assert_*	test_prediction_entropy_multiclass	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small_text.classifiers.factories import S...	indicies)	modified	994b11811a1aceef656bfa54a3e961c93b79b50cfb503147c230e02dfed4095f	assert_*\|test_prediction_entropy_multiclass\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from ...	indicies)	337	8
webis-de/small-text	train	80	d08cf04d0bfaff8da9fd3adfd81066c8042f35dc	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	371	13	self.assertRaises	test_subsampling_empty_pool	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small_text.classifiers.factories import S...	EmptyPoolException)	modified	a95626f6f5c497f30ad7c9ea6b561c7db4bd5d90f1d62cdf171f4e3465303b0f	self.assertRaises\|test_subsampling_empty_pool\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier fro...	EmptyPoolException)	371	13
webis-de/small-text	train	80	d08cf04d0bfaff8da9fd3adfd81066c8042f35dc	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	829	13	self.assertRaisesRegex	test_query_with_multi_label_dataset	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small_text.classifiers.factories import S...	NotImplementedError, 'Only single-label datasets are supported')	modified	4757f8f520712436255e493297400cd92c006355859259edd6047a404eae3aca	self.assertRaisesRegex\|test_query_with_multi_label_dataset\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnC...	NotImplementedError, 'Only single-label datasets are supported')	829	13
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/integration/small_text/integrations/pytorch/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/integrations/pytorch/test_query_strategies.py	100	13	self.assertRaisesRegex	test_query_with_layer_name_that_is_no_embedding_layer	import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.object_factory import get_initialized_active_learner try: import torch from small_text.integrations.pytorch.classifiers import KimCNNFactor...	ValueError, r'Given parameter \(layer_name=fc\) is not')	modified	0fedf0fe24909be63d96ca0baceab7cfc3fe4e345a4058a859f1a7e6009d1ab4	self.assertRaisesRegex\|test_query_with_layer_name_that_is_no_embedding_layer\|import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.object_factory import get_initialized_active_learner try: import torch from...	ValueError, r'Given parameter \(layer_name=fc\) is not')	99	13
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	247	12	self.assertTrue	test_fit_and_predict	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets impor...	np.logical_or(y_pred.indices.all() >= 0, y_pred.indices.all() <= 3))	added	a7ccaa0548b54110cdfe083a321ce3e44ccc15ffcecc94fb41143db7066d0e96	self.assertTrue\|test_fit_and_predict\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundErro...	null	null	null
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/classifiers/test_classifiers.py	train	webis-de/small-text:tests/unit/small_text/classifiers/test_classifiers.py	42	8	self.assertEqual	test_predict_on_empty_data	import unittest import numpy as np from scipy.sparse import csr_matrix from small_text.base import LABEL_UNLABELED from small_text.classifiers.classification import ConfidenceEnhancedLinearSVC, SklearnClassifier from small_text.data.datasets import SklearnDataset from tests.utils.datasets import random_sklearn_datas...	predictions.shape[0])	added	27b967bea82e86f1083cc13f2137b742dbc0315a197fda2a2fd473838138a3c0	self.assertEqual\|test_predict_on_empty_data\|import unittest import numpy as np from scipy.sparse import csr_matrix from small_text.base import LABEL_UNLABELED from small_text.classifiers.classification import ConfidenceEnhancedLinearSVC, SklearnClassifier from small_text.data.datasets import SklearnDataset from tests.u...	null	null	null
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/integrations/pytorch/classifiers/test_base.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_base.py	59	8	self.assertEqual	test_init_with_cuda_available_and_device	import pytest import unittest from unittest.mock import patch from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets import random_text_classification_dataset try: import torch from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss from small_text.integra...	clf.device)	modified	b0e8ca02c9335774e2b9252ba963c9896b8a9d316fa21581db1384b3f9e85cf3	self.assertEqual\|test_init_with_cuda_available_and_device\|import pytest import unittest from unittest.mock import patch from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets import random_text_classification_dataset try: import torch from torch.nn import BCEWithLogitsLoss...	clf.device)	59	8
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	215	13	self.assertRaisesRegex	test_fit_with_invalid_sample_weights	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch from small_text.integrations.pytorch.classifiers.kimcnn import KimCNNClassifier from ...	ValueError, 'Weights must be greater zero.')	added	8653a1b5a20830af65a9ae2cc08fb480cd85431e11d26eb3cf9361720520870c	self.assertRaisesRegex\|test_fit_with_invalid_sample_weights\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch from small_text.integrations.pytorch.clas...	null	null	null
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/integrations/pytorch/utils/test_loss.py	val	webis-de/small-text:tests/unit/small_text/integrations/pytorch/utils/test_loss.py	26	8	self.assertEqual	test_loss_fct	import unittest import pytest from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch from torch.nn import BCEWithLogitsLoss from small_text.integrations.pytorch.utils.loss import LossAdapter2DTo1D except (ImportError, PytorchNotFoundError): pass @pytest.mark.p...	len(loss.shape))	added	292d048e71fd92c68fb7ad7d02aabe54e9e8dbf330343a8239bf3e1fa88dfe1b	self.assertEqual\|test_loss_fct\|import unittest import pytest from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch from torch.nn import BCEWithLogitsLoss from small_text.integrations.pytorch.utils.loss import LossAdapter2DTo1D except (ImportError, PytorchNotFoundError): pass @pyt...	null	null	null
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	237	8	self.assertTrue	test_predict_on_empty_data	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from small_text.integrations.transformers.clas...	np.issubdtype(predictions.dtype, np.integer))	added	0dd209971a7fdfbd015f3fca76ec4b7c98171fed956b26cb1d98a8ca7c1c64ca	self.assertTrue\|test_predict_on_empty_data\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from small_...	null	null	null
webis-de/small-text	train	81	3dd7c284527a29b40acc50a5605d7c4c2d5fad67	train	tests/unit/small_text/utils/test_data.py	train	webis-de/small-text:tests/unit/small_text/utils/test_data.py	104	13	self.assertRaisesRegex	test_check_training_data_multi_label_sample_weights_lesser_or_equal_zero	import unittest import numpy as np from scipy.sparse import csr_matrix from small_text.base import LABEL_UNLABELED from small_text.utils.data import check_training_data, list_length from tests.utils.datasets import random_sklearn_dataset class DataUtilsTest(unittest.TestCase): def test_list_length(self): ...	ValueError, 'Weights must be greater zero')	added	6c8ea2544675933df9c22380b4a92f114ca0337f446ec240d7d91d2baf7351b7	self.assertRaisesRegex\|test_check_training_data_multi_label_sample_weights_lesser_or_equal_zero\|import unittest import numpy as np from scipy.sparse import csr_matrix from small_text.base import LABEL_UNLABELED from small_text.utils.data import check_training_data, list_length from tests.utils.datasets import random_sk...	null	null	null
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	72	12	self.assertTrue	test_fit_and_predict	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch ...	np.logical_or(y_pred.indices.all() >= 0, y_pred.indices.all() <= 3))	modified	4c7b0d132db4207e19797925ec9823caef36d2942df500430ab5b105564e9eda	self.assertTrue\|test_fit_and_predict\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNot...	isinstance(y_pred, np.ndarray))	70	12
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	103	12	self.assertTrue	test_fit_and_predict_with_sample_weights	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch ...	issparse(y_pred))	modified	21990c118ea04dabc14a0bb51fefba922eb5c1c9d4887e0e6c886a19ce4eb43a	self.assertTrue\|test_fit_and_predict_with_sample_weights\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptio...	np.logical_or(y_pred.indices.all() >= 0, y_pred.indices.all() <= 3))	101	12
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	126	12	self.assertTrue	test_fit_and_validate	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch ...	loss >= 0)	modified	52dd91348088412c1527ad9cbf9080f9db11eab15c40bbd6aab1de56a327c91d	self.assertTrue\|test_fit_and_validate\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNo...	0 <= acc <= 1)	123	12
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	159	12	self.assertEqual	test_fit_with_optimizer_and_scheduler	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: import torch ...	call_args[4])	added	014a711f38c9237ac20c80718a15e3ef08d30a06e83c7805304fab49958568a9	self.assertEqual\|test_fit_with_optimizer_and_scheduler\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions...	null	null	null
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	69	8	self.assertEqual	test_init	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim import AdamW from transfo...	classifier.num_epochs)	modified	87a04f098c3494e3f44b9693d675b5028f075f3f2078636e839e2f6704b06e5f	self.assertEqual\|test_init\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim import Ada...	classifier.num_epochs)	66	8
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	127	8	self.assertEqual	test_init_parameters	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim import AdamW from transfo...	classifier.mini_batch_size)	modified	cbf8b88f0815212396cf37a5fb6de5f7bed751595741e462d3e94b2234fe6694	self.assertEqual\|test_init_parameters\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim...	classifier.mini_batch_size)	124	8
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	203	12	self.assertTrue	test_fit_with_validation_set	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim import AdamW from transfo...	isinstance(call_args[1], TransformersDataset))	modified	f46863002b2a0c9801b73c1fb62215f9bce50c931f18a76f601635839d881931	self.assertTrue\|test_fit_with_validation_set\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torc...	isinstance(call_args[1], TransformersDataset))	200	12
webis-de/small-text	train	82	2a1a8f521118e46e627f96a7e1f42c3c136766ca	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	279	8	self.assertTrue	test_predict_proba_on_empty_data	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from torch.optim import AdamW from transfo...	np.issubdtype(proba.dtype, np.float))	added	c5668cd7970271922ff2c845a6a7e323f0912fa5ddc5bf4e993dfc495faf4422	self.assertTrue\|test_predict_proba_on_empty_data\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.utils.logging import VERBOSITY_MORE_VERBOSE try: from ...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/integration/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_multi_label.py	22	13	self.assertRaisesRegex	test_simple_query	import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassifierWithRandomEmbeddings ) class CategoryVec...	RuntimeError, 'Invalid configuration: This query strategy requires ' 'classification_type=multi-label')	added	87cdec8fc8aa131a4f0a88498efa6c288ac9f7199999c2523052379bd0984b78	self.assertRaisesRegex\|test_simple_query\|import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassifierWithRandomE...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/integration/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_multi_label.py	28	13	self.assertRaisesRegex	test_default_query	import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassifierWithRandomEmbeddings ) class CategoryVec...	RuntimeError, 'Invalid configuration: This query strategy requires ' 'classification_type=multi-label')	added	fe79dd5a8f3e19f9a7787c76329b752b01d0b0c10bbb34c13c4303baff819c44	self.assertRaisesRegex\|test_default_query\|import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassifierWithRandom...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/integration/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_multi_label.py	34	13	self.assertRaisesRegex	test_query_takes_remaining_pool	import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassifierWithRandomEmbeddings ) class CategoryVec...	RuntimeError, 'Invalid configuration: This query strategy requires ' 'classification_type=multi-label')	added	786fc640d159c5c1a29b15a9a04c33714103ccf8fe0b21c4a6f6fe9575be32d6	self.assertRaisesRegex\|test_query_takes_remaining_pool\|import unittest from small_text.classifiers import ConfidenceEnhancedLinearSVC from small_text.query_strategies import CategoryVectorInconsistencyAndRanking from tests.unit.small_text.query_strategies.test_strategies import ( SamplingStrategiesTests, SklearnClassif...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/unit/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_multi_label.py	12	8	self.assertEqual	test_init	import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	query_strategy.prediction_threshold)	added	a43300fdfa148db84f4024dbe02e2ea0acc8d738c0a5617ca3e8d24a6e33c508	self.assertEqual\|test_init\|import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) sel...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/unit/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_multi_label.py	26	8	self.assertEqual	test_init_with_non_default_arguments	import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	query_strategy.batch_size)	added	13f739f7ad2269ad48bc01651c16a09369e431b2d7e58d1a671d3c55dc12565d	self.assertEqual\|test_init_with_non_default_arguments\|import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, que...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/unit/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_multi_label.py	27	8	self.assertEqual	test_init_with_non_default_arguments	import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	query_strategy.prediction_threshold)	added	8ca6bc0ac2488f1b8d405da627a747f0622479172fcda056ceba851b2cfb6b6a	self.assertEqual\|test_init_with_non_default_arguments\|import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, que...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	568	8	self.assertIsNotNone	test_query	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	indices)	added	6dbb07fb70894300e81465b9e054afc3b891189b2e29923dad43170248feb6ac	self.assertIsNotNone\|test_query\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC,...	null	null	null
webis-de/small-text	train	83	de879e08bc17e4bdb5e5a914469d7287f3519d36	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	823	13	self.assertRaisesRegex	test_query_with_num_iterations_greater_than_query_size	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	ValueError, 'num_iterations cannot be greater than')	added	da928581eb0589fa6eaf67d14aa2fe0b708976d1f6af9075b24d643490ac6b50	self.assertRaisesRegex\|test_query_with_num_iterations_greater_than_query_size\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.c...	null	null	null
webis-de/small-text	train	84	fe8cd3960ab17f5ba959f77e052d03a7681a416b	train	tests/unit/small_text/utils/test_clustering.py	train	webis-de/small-text:tests/unit/small_text/utils/test_clustering.py	41	8	self.assertEqual	test_init_kmeans_plusplus_safe_duplicate_indices	import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.utils.clustering.choice') @patch('small_text.utils.cl...	centers.shape)	added	c2413af091b21040b24e3f18c51320e7c32dd3ed1a2d86e5e45202fa0575cc0e	self.assertEqual\|test_init_kmeans_plusplus_safe_duplicate_indices\|import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.util...	null	null	null
webis-de/small-text	train	84	fe8cd3960ab17f5ba959f77e052d03a7681a416b	train	tests/unit/small_text/utils/test_clustering.py	train	webis-de/small-text:tests/unit/small_text/utils/test_clustering.py	42	8	self.assertEqual	test_init_kmeans_plusplus_safe_duplicate_indices	import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.utils.clustering.choice') @patch('small_text.utils.cl...	indices.shape[0])	added	6c743e09c75e0026c590a94774ba09415ba4e13c7286db2dd4b0c1a8726341b1	self.assertEqual\|test_init_kmeans_plusplus_safe_duplicate_indices\|import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.util...	null	null	null
webis-de/small-text	train	84	fe8cd3960ab17f5ba959f77e052d03a7681a416b	train	tests/unit/small_text/utils/test_clustering.py	train	webis-de/small-text:tests/unit/small_text/utils/test_clustering.py	58	8	self.assertEqual	test_init_kmeans_plusplus_safe_duplicate_indices_warning_suppressed	import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.utils.clustering.choice') @patch('small_text.utils.cl...	centers.shape)	modified	b0082575f317ba17cd972c801b288c486eea9118d2c0889a7bd5db72d36ca04d	self.assertEqual\|test_init_kmeans_plusplus_safe_duplicate_indices_warning_suppressed\|import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @pat...	centers.shape)	58	8
webis-de/small-text	train	84	fe8cd3960ab17f5ba959f77e052d03a7681a416b	train	tests/unit/small_text/utils/test_clustering.py	train	webis-de/small-text:tests/unit/small_text/utils/test_clustering.py	59	8	self.assertEqual	test_init_kmeans_plusplus_safe_duplicate_indices_warning_suppressed	import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @patch('small_text.utils.clustering.choice') @patch('small_text.utils.cl...	indices.shape[0])	modified	c75110e007eeddfa7413cb5195d3857b1f2520f5da014d1568e2ef9590eb2648	self.assertEqual\|test_init_kmeans_plusplus_safe_duplicate_indices_warning_suppressed\|import unittest import numpy as np from unittest.mock import patch from small_text.utils.clustering import init_kmeans_plusplus_safe class ClusteringUtilsTest(unittest.TestCase): @patch('small_text.utils.clustering.warnings.warn') @pat...	indices.shape[0])	59	8
webis-de/small-text	train	85	cfcd00c16c72080368461e3d9ddeda6c2899ef34	train	tests/unit/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_multi_label.py	32	8	self.assertEqual	test_entropy	import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	query_strategy._entropy(0, 10))	added	76ba07946819666a7df151033574beec69c810ac97fe80fdccd2922b8f5bee61	self.assertEqual\|test_entropy\|import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	null	null	null
webis-de/small-text	train	85	cfcd00c16c72080368461e3d9ddeda6c2899ef34	train	tests/unit/small_text/query_strategies/test_multi_label.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_multi_label.py	36	8	self.assertEqual	test_str	import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) ...	str(query_strategy))	added	cec9da755842ee6bf42a7a647e41815a863324b0847623dcad0e9f218a383962	self.assertEqual\|test_str\|import unittest from small_text.query_strategies import CategoryVectorInconsistencyAndRanking class CategoryVectorInconsistencyAndRankingTest(unittest.TestCase): def test_init(self): query_strategy = CategoryVectorInconsistencyAndRanking() self.assertEqual(2048, query_strategy.batch_size) self...	null	null	null
webis-de/small-text	train	86	4adeed67c113db3fea73d59f6bdfef42f2411856	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	174	8	self.assertIsNotNone	test_fit_with_class_weight	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets impor...	clf.model)	modified	5c4fb5436f1a3456ded8832300eaba4846ac9b104e40b4f0ac7a4175a54c0cdf	self.assertIsNotNone\|test_fit_with_class_weight\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchN...	clf.model)	175	8
webis-de/small-text	train	86	4adeed67c113db3fea73d59f6bdfef42f2411856	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	188	8	self.assertIsNotNone	test_fit_with_sample_weight	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets impor...	clf.model)	modified	0fdd4d20142201f2204b9fa5997a8aef04fd178e967f1041bcdb91c25b96edf2	self.assertIsNotNone\|test_fit_with_sample_weight\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import Pytorch...	clf.model)	189	8
webis-de/small-text	train	86	4adeed67c113db3fea73d59f6bdfef42f2411856	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	219	13	self.assertRaisesRegex	test_fit_with_scheduler_but_without_optimizer	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets impor...	ValueError, 'You must also pass an optimizer')	modified	a91fb495425044cf80d9dce3321063684da9c50baf76498a1068470218076e53	self.assertRaisesRegex\|test_fit_with_scheduler_but_without_optimizer\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.excep...	ValueError, 'You must also pass an optimizer')	220	13
webis-de/small-text	train	86	4adeed67c113db3fea73d59f6bdfef42f2411856	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	292	12	self.assertEqual	test_validate_with_validations_per_epoch	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.utils.datasets impor...	validate_spy.call_count)	modified	1914ce3c56b2c0dbd5f0440ba2f24118e6ffd7534cdc566b8da55b0418714c9a	self.assertEqual\|test_validate_with_validations_per_epoch\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions impor...	validate_spy.call_count)	293	12
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	101	12	self.assertEqual	test_fit_and_predict_with_sample_weights	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, NoopEarl...	np.int64)	modified	7d03c862c9858ce5b24714059687b652bf879f50201b6b7e1448ed26bbd439f0	self.assertEqual\|test_fit_and_predict_with_sample_weights\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_tex...	np.int64)	104	12
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	197	12	self.assertTrue	test_fit_with_early_stopping_disabled	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, NoopEarl...	isinstance(fit_main_spy.call_args_list[0].args[3], NoopEarlyStopping))	added	a9922b08960af0389f1fd8bea7247293fee2996f80b8c3b25bcfa0fd9bc648bb	self.assertTrue\|test_fit_with_early_stopping_disabled\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.tr...	null	null	null
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	53	13	self.assertRaises	test_embed_model_not_fitted	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	ValueError)	modified	3ce7fd3a535e74e5ca4082be4cc2b80b844a1f9e632beaf5cfa974362a04ed84	self.assertRaises\|test_embed_model_not_fitted\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNot...	ValueError)	52	13
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	390	12	self.assertEqual	test_fit_with_early_stopping_default	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	fit_main_spy.call_count)	added	608166de67773262e7ec32d1420c1b39265ef018ab29fb587ad562acb0e7343b	self.assertEqual\|test_fit_with_early_stopping_default\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import Py...	null	null	null
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	116	13	self.assertRaises	test_init_without_embedding_matrix	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, SequentialEarlyStopping try: import torch fro...	ValueError)	modified	86df13dd610259a58f5d55f9b7ec317a7552ed85a2dae0ab6423d434d0c6c971	self.assertRaises\|test_init_without_embedding_matrix\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, Sequ...	ValueError)	113	13
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	147	13	self.assertRaisesRegex	test_fit_where_y_train_contains_unlabeled	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, SequentialEarlyStopping from small_text.utils.logging ...	ValueError, 'Training set labels must be labeled')	modified	b843fe1c6c828b30e929c3141221c15a579ea2d6f93e84c6348142973052b5a2	self.assertRaisesRegex\|test_fit_where_y_train_contains_unlabeled\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlySt...	ValueError, 'Training set labels must be labeled')	146	13
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	39	13	self.assertRaisesRegex	test_init_invalid_patience	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	ValueError, 'Invalid value encountered: "patience" needs to be')	added	6bc5f719d46424d466ab9ff8dfde5c5e78ff13ae622df15feede80049dc8324c	self.assertRaisesRegex\|test_init_invalid_patience\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(st...	null	null	null
webis-de/small-text	train	87	c2491a4eb6390a914f59fc7a6fc616d10ac95dc4	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	200	8	self.assertFalse	test_check_early_stop_acc_patience_and_stop	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	stopping_handler.check_early_stop(2, {self.get_monitor(): 0.64}))	added	bd7c246fe0c75d234766ffbfe13ebad43739afa2b852ee44bb076f2c6dd32829	self.assertFalse\|test_check_early_stop_acc_patience_and_stop\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.ass...	null	null	null
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	44	13	self.assertRaisesRegex	test_fit_with_scheduler_but_without_optimizer	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, NoopEarl...	ValueError, 'You must also pass an optimizer')	modified	edecf5950e0f5cd23113db1865a306db54ab1e313bcdf28d5c6a4c335c769273	self.assertRaisesRegex\|test_fit_with_scheduler_but_without_optimizer\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError fro...	ValueError, 'You must also pass an optimizer')	43	13
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	198	12	self.assertTrue	test_fit_with_early_stopping_disabled	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, NoopEarl...	isinstance(fit_main_spy.call_args_list[0].args[3], NoopEarlyStopping))	modified	8f51476b5126d9e37666e486ef8142f7cdc26b76d219c9d709854ca5ab8a507f	self.assertTrue\|test_fit_with_early_stopping_disabled\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.tr...	isinstance(fit_main_spy.call_args_list[0].args[3], NoopEarlyStopping))	197	12
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	276	8	self.assertTrue	test_fit_validate	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	valid_loss >= 0)	modified	1c51903e37c434660c1e45684cd2c0a833467a1ce292b1e8e0189f116420f94a	self.assertTrue\|test_fit_validate\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError f...	valid_loss >= 0)	275	8
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	451	12	self.assertTrue	test_fit_with_model_selection_disabled	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	isinstance(fit_main_spy.call_args_list[0].args[4], NoopModelSelection))	added	d2b2c52daf96a97a0166fbd432abd2f45a2795257885a84532f4212311cc41f9	self.assertTrue\|test_fit_with_model_selection_disabled\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import P...	null	null	null
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/unit/small_text/integrations/pytorch/classifiers/test_base.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_base.py	105	8	self.assertTrue	test_get_default_criterion_multilabel	import pytest import unittest from unittest.mock import patch from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.model_selection import ModelSelection, NoopModelSelection from tests.utils.datasets import random_text_classification_dataset try: import torch fr...	isinstance(loss, BCEWithLogitsLoss))	modified	6aa2ed2214217fd403628e28eaa6d71b5f3846ea8dd6751e5d5f53c383e0322b	self.assertTrue\|test_get_default_criterion_multilabel\|import pytest import unittest from unittest.mock import patch from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.model_selection import ModelSelection, NoopModelSelection from tests.utils.datasets import random_text_...	isinstance(loss, BCEWithLogitsLoss))	104	8
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	322	12	self.assertEqual	test_fit_with_optimizer_and_scheduler	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, SequentialEarlyStopping from small_text.utils.logging ...	call_args[6])	modified	39169a4f35dc0c9ea96e9526fa2f34878cabd8162a4495ccbebc6f238c3067ea	self.assertEqual\|test_fit_with_optimizer_and_scheduler\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, Se...	call_args[4])	321	12
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	333	8	self.assertTrue	test_predict_on_empty_data	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, SequentialEarlyStopping from small_text.utils.logging ...	np.issubdtype(predictions.dtype, np.integer))	modified	46d4606cd8c900800158735e3e0687a114794343879c7d983e0c582335e65d17	self.assertTrue\|test_predict_on_empty_data\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, SequentialEarl...	np.issubdtype(predictions.dtype, np.integer))	333	8
webis-de/small-text	train	88	27a6ece42e90f771e3e6a8a9675fcd4caed2978e	train	tests/unit/small_text/training/test_model_selection.py	train	webis-de/small-text:tests/unit/small_text/training/test_model_selection.py	149	13	self.assertRaisesRegex	test_add_model_with_duplicate_id	import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): epoch = 1 model_id = '1' model_path = 'a...	ValueError, 'Duplicate model_id')	added	ee12d8328621f10fa6231a948bf9d5feabe64022ace875cf81a48aa62bdccc48	self.assertRaisesRegex\|test_add_model_with_duplicate_id\|import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): epoch = 1 model_id =...	null	null	null
webis-de/small-text	train	89	1153640e5d3279ccb0be277cda895ef22c8d556e	train	tests/unit/small_text/training/test_metrics.py	train	webis-de/small-text:tests/unit/small_text/training/test_metrics.py	10	8	self.assertEqual	test_repr	import unittest from small_text.training.metrics import Metric class MetricsTest(unittest.TestCase): def test_repr(self): metric = Metric('train_acc', dtype=float, lower_is_better=False) self.assertEqual('Metric(\'train_acc\', dtype=float, lower_is_better=False)',	repr(metric))	added	22ec232e20fd14e0e62a9ac73284eaa8330bb00c0f1135f363f9f9ba6a2284ef	self.assertEqual\|test_repr\|import unittest from small_text.training.metrics import Metric class MetricsTest(unittest.TestCase): def test_repr(self): metric = Metric('train_acc', dtype=float, lower_is_better=False) self.assertEqual('Metric(\'train_acc\', dtype=float, lower_is_better=False)',	null	null	null
webis-de/small-text	train	89	1153640e5d3279ccb0be277cda895ef22c8d556e	train	tests/unit/small_text/training/test_model_selection.py	train	webis-de/small-text:tests/unit/small_text/training/test_model_selection.py	109	8	self.assertEqual	test_init_with_fields_config	import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = 'any' measur...	len(model_selection._fields_config))	added	7502899b27e293dbe8de13f9ad610b2cbe07b0cbe3de034055becca91ce5b482	self.assertEqual\|test_init_with_fields_config\|import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = 'a...	null	null	null
webis-de/small-text	train	89	1153640e5d3279ccb0be277cda895ef22c8d556e	train	tests/unit/small_text/training/test_model_selection.py	train	webis-de/small-text:tests/unit/small_text/training/test_model_selection.py	113	13	self.assertRaisesRegex	test_init_with_fields_config_invalid_field	import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = 'any' measur...	ValueError, 'Name conflict for field')	added	6ec79c702e1fa55fa9ca1af69a34cfcd4cf77b21982e9f7df8db37761140f3ac	self.assertRaisesRegex\|test_init_with_fields_config_invalid_field\|import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id =...	null	null	null
webis-de/small-text	train	89	1153640e5d3279ccb0be277cda895ef22c8d556e	train	tests/unit/small_text/training/test_model_selection.py	train	webis-de/small-text:tests/unit/small_text/training/test_model_selection.py	154	13	self.assertRaisesRegex	test_add_model_with_duplicate_id	import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = 'any' measur...	ValueError, 'Duplicate model_id')	added	29610ae59e0b8e734e48f7c2a8f5df656a586eae3cfdfd4be95fa9a9f4c36ceb	self.assertRaisesRegex\|test_add_model_with_duplicate_id\|import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model...	null	null	null
webis-de/small-text	train	89	1153640e5d3279ccb0be277cda895ef22c8d556e	train	tests/unit/small_text/training/test_model_selection.py	train	webis-de/small-text:tests/unit/small_text/training/test_model_selection.py	212	8	self.assertEqual	test_select_with_single_metric	import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = 'any' measur...	len(model_selection_result.fields))	added	31a7e12638ec451097d9d49cac4a19370207b03d99c3446d0fad79621f03d8fb	self.assertEqual\|test_select_with_single_metric\|import unittest from small_text.training.metrics import Metric from small_text.training.model_selection import ( ModelSelectionResult, ModelSelection, NoopModelSelection ) class ModelSelectionResultTest(unittest.TestCase): def test_init(self): model_id = '1' model_path = ...	null	null	null
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/integration/small_text/integrations/pytorch/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/integrations/pytorch/test_query_strategies.py	93	13	self.assertRaisesRegex	test_query_with_layer_name_that_is_no_embedding_layer	import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.integration.small_text.query_strategies.test_query_strategies import ( QueryStrategiesExhaustiveIntegrationTest ) from tests.utils.object_factory impo...	ValueError, r'Given parameter \(layer_name=fc\) is not')	added	28825c4db86cd498afca7cad9aa58619a3078af390df54161d69517f942e11da	self.assertRaisesRegex\|test_query_with_layer_name_that_is_no_embedding_layer\|import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.integration.small_text.query_strategies.test_query_strategies import ( QueryStrat...	null	null	null
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	153	8	assert_*	test_normalize	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	normalize_spy.call_args[0][0])	added	9046a6c5f81433172ebad699cf93bad275e26f5e95986346243464aefb5c9c57	assert_*\|test_normalize\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.cla...	null	null	null
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	203	8	self.assertEqual	test_query	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	get_subset_indices_spy.call_args[0][1])	added	4ab29a337c921c076a048eb1a8ec5ff5d751bdaf9841ad910bdaff9e02baf197	self.assertEqual\|test_query\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text...	null	null	null
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	268	8	self.assertEqual	test_initialize_index_custom_hnsw_kwargs	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	index.ef)	added	1867935821335fdac509bb7c512ab62e806169fd0c518754e24e213fc8884589	self.assertEqual\|test_initialize_index_custom_hnsw_kwargs\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import Empt...	null	null	null
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	533	13	self.assertRaises	test_query_with_nonexistent_embed_kwargs_and_no_return_proba	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	TypeError)	modified	b47effe1ec39f8116b2fbd6c046de29afec7b246badf9e99439cbcc5ebab3192	self.assertRaises\|test_query_with_nonexistent_embed_kwargs_and_no_return_proba\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text....	TypeError)	530	13
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	674	8	self.assertEqual	test_query	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	indices.shape[0])	modified	3ece334cf072aadfefb605e5eec3f0204a16180e8894a3851aca70d7876e3041	self.assertEqual\|test_query\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, Skl...	indices.shape[0])	671	8
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	845	13	self.assertRaisesRegex	test_query_with_multi_label_dataset	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	NotImplementedError, 'Only single-label datasets are supported')	modified	b45d7cb275344f9409239dc7d37286a7b5df7157b225ff0a3c06d0e369d9ebe5	self.assertRaisesRegex\|test_query_with_multi_label_dataset\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import C...	NotImplementedError, 'Only single-label datasets are supported')	842	13
webis-de/small-text	train	90	d16806b043dcfbd9fa12bbfd321e7d0fda96a8d7	train	tests/utils/object_factory.py	train	webis-de/small-text:tests/utils/object_factory.py	11	4	assert		import numpy as np from small_text.active_learner import PoolBasedActiveLearner from small_text.utils.labels import list_to_csr from tests.utils.datasets import random_labels def get_initialized_active_learner(clf_factory, query_strategy, dataset, initial_indices=10, num_classes=2...	num_classes	added	1fc45e2cd406f4a5851191c85d985741202f97aa078a9ffbce9f594da4a7a3cb	assert\|\|import numpy as np from small_text.active_learner import PoolBasedActiveLearner from small_text.utils.labels import list_to_csr from tests.utils.datasets import random_labels def get_initialized_active_learner(clf_factory, query_strategy, dataset, initial_indices=10, num_classes=2, multi_label=False): assert in...	null	null	null
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/integration/small_text/integrations/pytorch/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/integrations/pytorch/test_query_strategies.py	91	13	self.assertRaisesRegex	test_query_with_layer_name_that_is_no_embedding_layer	import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.integration.small_text.query_strategies.test_query_strategies import ( QueryStrategiesExhaustiveIntegrationTest ) try: import torch from smal...	ValueError, r'Given parameter \(layer_name=fc\) is not')	modified	e30b9fd844339a2cc2dd8665783c0008af614db898e1450520fd2493fdc7f86d	self.assertRaisesRegex\|test_query_with_layer_name_that_is_no_embedding_layer\|import unittest import pytest import numpy as np from unittest import mock from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from tests.integration.small_text.query_strategies.test_query_strategies import ( QueryStrat...	ValueError, r'Given parameter \(layer_name=fc\) is not')	93	13
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	478	12	assert_*	test_query_when_embed_has_return_proba	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	clf.embeddings_)	modified	3a7e3a2fc24e4b7aa3bc1e50067acbd5e2066e3efb35b6084a69af7fc9c8ec8a	assert_*\|test_query_when_embed_has_return_proba\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEn...	clf.embeddings_)	478	12
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	510	12	assert_*	test_query_when_embed_has_no_return_proba	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	clf.embeddings_)	modified	048e5f7e75bcfc5a28dcedf2803aa165997f797529af08e01b819cc71535237a	assert_*\|test_query_when_embed_has_no_return_proba\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import Confidenc...	clf.embeddings_)	510	12
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	644	8	self.assertIsNotNone	test_sample_with_fallback	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	indices)	modified	a6743df8f7cca490ae76ffe4966e79897e08eaf380d0c1708b72d3f63d201211	self.assertIsNotNone\|test_sample_with_fallback\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnh...	indices)	644	8
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	854	8	self.assertEqual	test_discriminative_active_learning_str	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	str(strategy))	modified	39641ff423bac50d5311720fb58f9bcc8e8729b9c534eed7edbd807865ba2c40	self.assertEqual\|test_discriminative_active_learning_str\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import Con...	str(strategy))	854	8
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/utils/test_deprecation.py	test	webis-de/small-text:tests/unit/small_text/utils/test_deprecation.py	46	13	self.assertRaisesRegex	test_class_failure_of_removal	import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.assertRaisesRegex(ValueError, ...	DeprecationError, r'The class NewClass should have been removed ' r'before version 10\.0\.0\.')	added	f993b583ce99d1c39ef1f4a63b4cebe53c97be924eaa1a7d70bdcd4a536ad39d	self.assertRaisesRegex\|test_class_failure_of_removal\|import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.assertRaisesRegex(Val...	null	null	null
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/utils/test_deprecation.py	test	webis-de/small-text:tests/unit/small_text/utils/test_deprecation.py	62	12	self.assertTrue	test_deprecate_function	import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.assertRaisesRegex(ValueError, ...	myfunc('foo'))	added	f88d8d0613033879a9928cbaee7dd5e6a8084870ec4ca96c80c8b0f49646c581	self.assertTrue\|test_deprecate_function\|import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.assertRaisesRegex(ValueError, 'The...	null	null	null
webis-de/small-text	train	91	26bc82d913b8d80dfdd26e7622433ae6d913ad52	train	tests/unit/small_text/utils/test_deprecation.py	test	webis-de/small-text:tests/unit/small_text/utils/test_deprecation.py	100	12	self.assertTrue	test_deprecate_function_with_removed_in_and_replacement	import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.assertRaisesRegex(ValueError, ...	myfunc('foo'))	added	cd858e7958bac9172578e54ab2ca9502a9c98c1a96d8c6984cbb1a0ed2653425	self.assertTrue\|test_deprecate_function_with_removed_in_and_replacement\|import unittest from packaging import version from unittest.mock import patch from small_text.utils.deprecation import deprecated, DeprecationError class DeprecationUtilsTest(unittest.TestCase): def test_deprecate_invalid_target(self): with self.as...	null	null	null
webis-de/small-text	train	92	567e24d3712d5b87dedb61d312916935c3800504	train	tests/integration/small_text/integrations/pytorch/test_model_selection.py	train	webis-de/small-text:tests/integration/small_text/integrations/pytorch/test_model_selection.py	55	17	self.assertRaises	test_model_selection_add_model_missing_kwargs	import tempfile import unittest import pytest from pathlib import Path from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: from small_text.integrations.pytorch.models.kimcnn import KimCNN from small_text.integrations.pytorch.model_selection import Metric, PytorchModelSelection ...	ValueError)	added	83216b721fccfb411bee637964ca60ce51743bda5140328780964cbd399a51d4	self.assertRaises\|test_model_selection_add_model_missing_kwargs\|import tempfile import unittest import pytest from pathlib import Path from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: from small_text.integrations.pytorch.models.kimcnn import KimCNN from small_text.integrations.pytorch.mo...	null	null	null
webis-de/small-text	train	93	37839afa7047475b9e2cd1f46a41205281225b4b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	136	8	self.assertFalse	test_check_early_stop_loss_patience_and_dont_stop_extended	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	stopping_handler.check_early_stop(4, {self.get_monitor(): 0.170}))	added	7bfc1c927e36a17cc5433ee8c6cd60aebdacea3bdc7e8e659c1b75b11243897b	self.assertFalse\|test_check_early_stop_loss_patience_and_dont_stop_extended\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStop...	null	null	null
webis-de/small-text	train	93	37839afa7047475b9e2cd1f46a41205281225b4b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	182	8	self.assertEqual	test_init_default	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	stopping_handler.threshold)	added	04ae331eef623875a0a173be32d99761e34b611d175ab091e1128936f5266687	self.assertEqual\|test_init_default\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler....	null	null	null
webis-de/small-text	train	93	37839afa7047475b9e2cd1f46a41205281225b4b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	189	13	self.assertRaisesRegex	test_init_invalid_threshold	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	ValueError, 'Invalid value encountered: \"threshold\" needs to be')	added	f7cf4e391532d11b3857a5e31b70cdcbe3a9a64d88bd6df5bd9d02d8a38027fe	self.assertRaisesRegex\|test_init_invalid_threshold\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(s...	null	null	null
webis-de/small-text	train	93	37839afa7047475b9e2cd1f46a41205281225b4b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	223	8	self.assertTrue	test_check_early_stop_acc_patience_zero	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFalse(stopping_handler...	stopping_handler.check_early_stop(3, {self.get_monitor(): 0.64}))	added	7253a93b3999f6ed611a8becd7baf2d47cdb817adf2ab20cd2673f85f6cc8e74	self.assertTrue\|test_check_early_stop_acc_patience_zero\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, SequentialEarlyStopping ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() self.assertFa...	null	null	null
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	183	13	self.assertRaisesRegex	test_fit_with_label_information_mismatch	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition try: import torch fr...	ValueError, 'Conflicting information about the number of classes: ' 'expected: 3, encountered: 2')	modified	35b7fbb2332731a194da4845e13aa8bc356bf684590ce61d078a793affb0475b	self.assertRaisesRegex\|test_fit_with_label_information_mismatch\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlySto...	ValueError, 'Conflicting information about the number of classes: ' 'expected: 3, encountered: 2')	183	13
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	197	8	self.assertTrue	test_predict_on_empty_data	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition try: import torch fr...	np.issubdtype(predictions.dtype, np.integer))	modified	2901c3454aea86e59a9c6932a5d40f12f78819c5198e91db9a3146fd81a02772	self.assertTrue\|test_predict_on_empty_data\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingO...	np.issubdtype(predictions.dtype, np.integer))	197	8
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	219	13	self.assertRaisesRegex	test_fit_with_invalid_sample_weights	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition try: import torch fr...	ValueError, 'Weights must be greater zero.')	modified	a244f07a266830bf74f07e1ca2aea6be73c5dc353cbd3e47b359548943a1a201	self.assertRaisesRegex\|test_fit_with_invalid_sample_weights\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStoppin...	ValueError, 'Weights must be greater zero.')	219	13
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	58	8	self.assertEqual	test_transformer_model_arguments_init_with_paths	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition from small_text.utils.logging...	model_args.tokenizer)	modified	5369c585de39444e1dc40341bca9d0142135b105e9d1dde1306657d1171360cc	self.assertEqual\|test_transformer_model_arguments_init_with_paths\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyS...	model_args.tokenizer)	58	8
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	128	8	self.assertEqual	test_init_parameters	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition from small_text.utils.logging...	classifier.mini_batch_size)	modified	9bb01b07e514087fa92a59a800cd00e0ccef21694a272616fb15bf5e91a8f05b	self.assertEqual\|test_init_parameters\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCond...	classifier.mini_batch_size)	128	8
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	319	12	self.assertEqual	test_fit_with_optimizer_and_scheduler	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition from small_text.utils.logging...	train_mock.call_count)	modified	a2ef5aff60d304ca920606568e6ac7db184d3829bf43da852b57e44aaf09232d	self.assertEqual\|test_fit_with_optimizer_and_scheduler\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, Ea...	train_mock.call_count)	319	12
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	118	8	self.assertFalse	test_check_early_stop_loss_patience_and_dont_stop	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() s...	stopping_handler.check_early_stop(2, {self.get_monitor(): 0.031}))	modified	d1a0e024a0cd6e532836f55f85a3216013f072067248681d76ffb475c19b3c1b	self.assertFalse\|test_check_early_stop_loss_patience_and_dont_stop\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_hand...	stopping_handler.check_early_stop(2, {self.get_monitor(): 0.031}))	117	8
webis-de/small-text	train	94	77adbb87326e95db959cbc9124aadddff727df9b	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	252	8	self.assertFalse	test_check_early_stop_val_acc_patience_and_dont_stop	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_handler = NoopEarlyStopping() s...	stopping_handler.check_early_stop(4, {self.get_monitor(): 0.55}))	modified	7a8e2cbd557c6ed81c777c15e96d6f874bdf6f5812386379c2569990cd593149	self.assertFalse\|test_check_early_stop_val_acc_patience_and_dont_stop\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): stopping_h...	stopping_handler.check_early_stop(4, {self.get_monitor(): 0.55}))	251	8
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	val	webis-de/small-text:tests/integration/small_text/integrations/pytorch/classifiers/test_kimcnn.py	45	13	self.assertRaisesRegex	test_fit_with_scheduler_but_without_optimizer	import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, NoopEarl...	ValueError, 'You must also pass an optimizer')	modified	87dd67e5d91c4dcf7645da6310d37f481318bdf41746a7d3930a9e5e50cd44a7	self.assertRaisesRegex\|test_fit_with_scheduler_but_without_optimizer\|import unittest import pytest import numpy as np from unittest.mock import patch from unittest import mock from unittest.mock import Mock from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError fro...	ValueError, 'You must also pass an optimizer')	44	13
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	177	8	self.assertIsNotNone	test_fit_with_class_weight	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	clf.model)	modified	2401b6aa459e5fc5582059f429600a11fd3913c3734ca69bf5996be97432e0c2	self.assertIsNotNone\|test_fit_with_class_weight\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchN...	clf.model)	176	8
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/integration/small_text/integrations/transformers/classifiers/test_classification.py	396	12	self.assertEqual	test_fit_with_early_stopping_default	import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_...	early_stopping_arg.patience)	modified	ed19bfbac0ecedc4bcb4367f4c8e295a31b5108630030b70ec7e61dda1c5fdd7	self.assertEqual\|test_fit_with_early_stopping_default\|import unittest import pytest import warnings import numpy as np from unittest import mock from unittest.mock import patch, Mock from parameterized import parameterized_class from scipy.sparse import issparse from small_text.integrations.pytorch.exceptions import Py...	early_stopping_arg.patience)	395	12
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	85	8	self.assertEqual	test_init_parameters	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.metrics import Metric from small_text.training.early_stopping import EarlyStopping, EarlySto...	classifier.num_classes)	modified	e9376ca9d453d18593995cba7670b53937e4503a830fd44163f1c3faca72d544	self.assertEqual\|test_init_parameters\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.metrics import Metric from small_text.training.early_sto...	classifier.num_classes)	84	8
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	train	webis-de/small-text:tests/unit/small_text/integrations/pytorch/classifiers/test_kimcnn.py	232	12	self.assertIsNone	test_fit_with_early_stopping_fallback_default_kwargs	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.metrics import Metric from small_text.training.early_stopping import EarlyStopping, EarlySto...	classifier.class_weights_)	modified	94e1499f117e78f0e3da707ee0751f00fb8838c97feadf88cd9e6a63a170947a	self.assertIsNone\|test_fit_with_early_stopping_fallback_default_kwargs\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.metrics import Metric f...	classifier.class_weights_)	231	12
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	train	webis-de/small-text:tests/unit/small_text/integrations/transformers/classifiers/test_classification.py	219	12	self.assertIsNotNone	test_fit_with_class_weighting	import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyStoppingOrCondition from small_text.training.metr...	classifier.class_weights_)	modified	39106c7e7d1d6ba53854e3bc938a8b069ccb8edeff8511bf2e885d5bbfd8ded6	self.assertIsNotNone\|test_fit_with_class_weighting\|import unittest import pytest import numpy as np from unittest.mock import patch from small_text.base import LABEL_UNLABELED from small_text.integrations.pytorch.exceptions import PytorchNotFoundError from small_text.training.early_stopping import EarlyStopping, EarlyS...	classifier.class_weights_)	218	12
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	134	8	self.assertFalse	test_check_early_stop_loss_patience_and_dont_stop_extended	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) from small_text.training.metrics import Metric class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): s...	stopping_handler.check_early_stop(4, {self.get_metric().name: 0.170}))	modified	93b31bea44126f3e54f5a5ed096e969d3b18dfb5c80a4834e5a59542e3976a95	self.assertFalse\|test_check_early_stop_loss_patience_and_dont_stop_extended\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) from small_text.training.metrics import Metric class NoopStoppingHandlerTest(unittest.TestC...	stopping_handler.check_early_stop(4, {self.get_monitor(): 0.170}))	137	8
webis-de/small-text	train	95	8df1350c52c0988a8af67b382bb76084af8e4e12	train	tests/unit/small_text/training/test_early_stopping.py	train	webis-de/small-text:tests/unit/small_text/training/test_early_stopping.py	265	8	self.assertFalse	test_check_early_stop_with_none_values_in_between	import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) from small_text.training.metrics import Metric class NoopStoppingHandlerTest(unittest.TestCase): def test_stopping_handler_all(self): s...	stopping_handler.check_early_stop(1, {self.get_metric().name: None}))	modified	f60379cea787edb6bca3c2e1ddcebe4c00222691f632720b36450017c3fc1925	self.assertFalse\|test_check_early_stop_with_none_values_in_between\|import unittest from small_text.training.early_stopping import ( EarlyStopping, NoopEarlyStopping, EarlyStoppingAndCondition, EarlyStoppingOrCondition ) from small_text.training.metrics import Metric class NoopStoppingHandlerTest(unittest.TestCase): def...	stopping_handler.check_early_stop(1, {self.get_monitor(): None}))	268	8
webis-de/small-text	train	96	1b87c6785c341c34403aabf2a418bffd00feb229	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	74	13	self.assertRaises	_simple_exhaustive_active_learning_test	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	EmptyPoolException)	modified	cbadc478c30ea53ed24559d9fa85234a269738d0298597c5339344d3c7b1235e	self.assertRaises\|_simple_exhaustive_active_learning_test\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import Empt...	EmptyPoolException)	74	13
webis-de/small-text	train	96	1b87c6785c341c34403aabf2a418bffd00feb229	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	265	8	self.assertEqual	test_initialize_index_custom_hnsw_kwargs	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	index.space)	modified	6d8d2ce2106098c49d1daa6f18caa5c50d675443495882de8d943ccdd7070da3	self.assertEqual\|test_initialize_index_custom_hnsw_kwargs\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import Empt...	index.space)	265	8
webis-de/small-text	train	96	1b87c6785c341c34403aabf2a418bffd00feb229	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	272	8	self.assertEqual	test_str	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	str(query_strategy))	modified	bb59eaf790eeba6d6db988942105d9b113e1c3a16bb69a353d9068cda4a8e681	self.assertEqual\|test_str\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.c...	str(query_strategy))	272	8
webis-de/small-text	train	96	1b87c6785c341c34403aabf2a418bffd00feb229	train	tests/integration/small_text/query_strategies/test_query_strategies.py	train	webis-de/small-text:tests/integration/small_text/query_strategies/test_query_strategies.py	278	8	self.assertEqual	test_str_non_default	import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from small_text.classifiers import Conf...	str(query_strategy))	modified	fb9cc5b9466bb18172fd24457378556526496ac06ca2f2fecc69b8ee1fa6622c	self.assertEqual\|test_str_non_default\|import unittest import pytest import numpy as np from unittest.mock import Mock, patch from numpy.testing import assert_array_equal from sklearn.base import clone from sklearn.preprocessing import normalize from small_text.query_strategies.exceptions import EmptyPoolException from ...	str(query_strategy))	278	8
webis-de/small-text	train	96	1b87c6785c341c34403aabf2a418bffd00feb229	train	tests/unit/small_text/query_strategies/test_strategies.py	train	webis-de/small-text:tests/unit/small_text/query_strategies/test_strategies.py	508	12	assert_*	test_query_when_embed_has_no_return_proba	import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import ConfidenceEnhancedLinearSVC, SklearnClassifier from small...	clf.embeddings_)	modified	9ad1d2da8c282eb2afbd2fe58d44381d4beab8b2d760eeef8a9ce6ebba358d3b	assert_*\|test_query_when_embed_has_no_return_proba\|import unittest import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from scipy.sparse import csr_matrix from sklearn.preprocessing import normalize from unittest.mock import patch, Mock from small_text.classifiers import Confidenc...	clf.embeddings_)	510	12

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