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python
numpy__numpy
benchmarks/benchmarks/bench_function_base.py
{ "start": 2991, "end": 3571 }
class ____(Benchmark): def setup(self): self.d = np.arange(20000) self.e = self.d.copy() self.cond = [(self.d > 4), (self.d < 2)] self.cond_large = [(self.d > 4), (self.d < 2)] * 10 def time_select(self): np.select(self.cond, [self.d, self.e]) def time_select_larger...
Select
python
google__pytype
pytype/abstract/abstract_utils_test.py
{ "start": 195, "end": 2181 }
class ____(test_base.UnitTest): def setUp(self): super().setUp() options = config.Options.create(python_version=self.python_version) self._ctx = test_utils.make_context(options) def test_basic(self): v1 = self._ctx.program.NewVariable( [self._ctx.convert.unsolvable], [], self._ctx.root_nod...
GetViewsTest
python
tensorflow__tensorflow
tensorflow/python/framework/test_combinations.py
{ "start": 822, "end": 2385 }
class ____(test.TestCase, parameterized.TestCase): @combinations.generate( combinations.combine(mode=["graph", "eager"], optimizer=[AdamOptimizer(), GradientDescentOptimizer()])) def testOptimizer(self, optimizer): ... f(optimizer)... This wil...
AdditionExample
python
scrapy__scrapy
tests/test_commands.py
{ "start": 532, "end": 704 }
class ____(ScrapyCommand): def short_desc(self) -> str: return "" def run(self, args: list[str], opts: argparse.Namespace) -> None: pass
EmptyCommand
python
numba__llvmlite
llvmlite/ir/instructions.py
{ "start": 20695, "end": 21666 }
class ____(Instruction): def __init__(self, parent, typ, name, flags=()): super(PhiInstr, self).__init__(parent, typ, "phi", (), name=name, flags=flags) self.incomings = [] def descr(self, buf): incs = ', '.join('[{0}, {1}]'.format(v.get_reference(...
PhiInstr
python
tornadoweb__tornado
tornado/websocket.py
{ "start": 26055, "end": 27760 }
class ____: def __init__( self, persistent: bool, max_wbits: Optional[int], compression_options: Optional[Dict[str, Any]] = None, ) -> None: if max_wbits is None: max_wbits = zlib.MAX_WBITS # There is no symbolic constant for the minimum wbits value. ...
_PerMessageDeflateCompressor
python
getsentry__sentry
src/sentry/issues/attributes.py
{ "start": 1095, "end": 1215 }
class ____(Enum): CREATED = "created" UPDATED = "updated" DELETED = "deleted" @dataclasses.dataclass
Operation
python
EpistasisLab__tpot
tpot/builtin_modules/genetic_encoders.py
{ "start": 388, "end": 1664 }
class ____(TransformerMixin, BaseEstimator ): """This class contains the function definition for encoding the input features as a Dominant genetic model. The encoding used is AA(0)->1, Aa(1)->1, aa(2)->0. """ def fit(self, X, y=None): """Do nothing and return the estimator unchanged. Dummy ...
DominantEncoder
python
scikit-learn__scikit-learn
sklearn/utils/tests/test_estimator_checks.py
{ "start": 16467, "end": 16750 }
class ____(LogisticRegression): def decision_function(self, X): return super().decision_function(X) + 1 def __sklearn_tags__(self): tags = super().__sklearn_tags__() tags.classifier_tags.poor_score = True return tags
PoorScoreLogisticRegression
python
hynek__structlog
tests/test_stdlib.py
{ "start": 12511, "end": 14510 }
class ____: def test_formats_tuple(self): """ Positional arguments as simple types are rendered. """ formatter = PositionalArgumentsFormatter() event_dict = formatter( None, None, {"event": "%d %d %s", "positional_args": (1, 2, "test")}, ...
TestPositionalArgumentsFormatter
python
getsentry__sentry
tests/sentry/api/bases/test_organization.py
{ "start": 23156, "end": 24278 }
class ____(BaseOrganizationEndpointTest): def setUp(self) -> None: self.project = self.create_project(organization=self.org) self.env_1 = self.create_environment(project=self.project) self.env_2 = self.create_environment(project=self.project) def run_test(self, expected_envs, env_names=...
GetEnvironmentsTest
python
bokeh__bokeh
src/bokeh/io/webdriver.py
{ "start": 5397, "end": 8059 }
class ____: reuse: bool kind: DriverKind | None current: WebDriver | None _drivers: set[WebDriver] def __init__(self, *, kind: DriverKind | None = None, reuse: bool = True) -> None: self.kind = kind self.reuse = reuse self.current = None self._drivers = set() ...
_WebdriverState
python
PrefectHQ__prefect
src/prefect/server/database/orm_models.py
{ "start": 32557, "end": 32840 }
class ____(Base): tag: Mapped[str] concurrency_limit: Mapped[int] active_slots: Mapped[list[str]] = mapped_column( JSON, server_default="[]", default=list ) __table_args__: Any = (sa.Index("uq_concurrency_limit__tag", "tag", unique=True),)
ConcurrencyLimit
python
astropy__astropy
astropy/utils/masked/tests/test_function_helpers.py
{ "start": 2079, "end": 2362 }
class ____(MaskedArraySetup): def check(self, func, *args, **kwargs): o = func(self.ma, *args, **kwargs) expected = func(self.a, *args, **kwargs) assert_array_equal(o.unmasked, expected) assert_array_equal(o.mask, self.mask_a)
InvariantMaskTestSetup
python
pytorch__pytorch
torch/utils/_filelock.py
{ "start": 157, "end": 1530 }
class ____(base_FileLock): """ This behaves like a normal file lock. However, it adds waitcounters for acquiring and releasing the filelock as well as for the critical region within it. pytorch.filelock.enter - While we're acquiring the filelock. pytorch.filelock.region - While we're holding t...
FileLock
python
pytorch__pytorch
test/distributed/tensor/test_init.py
{ "start": 464, "end": 1307 }
class ____(DTensorTestBase): def _run_init_op(self, init_op, *args, **kwargs): device_mesh = self.build_device_mesh() shard_spec = [Shard(0)] input_size = (8, 4) input_tensor = torch.randn(*input_size, device=self.device_type) dtensor = DTensor.from_local(input_tensor, device...
DTensorInitOpsTest
python
automl__auto-sklearn
autosklearn/metalearning/metafeatures/metafeatures.py
{ "start": 26086, "end": 27864 }
class ____(MetaFeature): def _calculate(self, X, y, logger, feat_type): import sklearn.discriminant_analysis if type(y) in ("binary", "multiclass"): kf = sklearn.model_selection.StratifiedKFold(n_splits=5) else: kf = sklearn.model_selection.KFold(n_splits=5) ...
LandmarkLDA
python
getsentry__sentry
src/sentry/services/filestore/s3.py
{ "start": 9060, "end": 25088 }
class ____(Storage): """ Amazon Simple Storage Service using Boto3 This storage backend supports opening files in read or write mode and supports streaming(buffering) data in chunks to S3 when writing. """ # XXX: note that this file reads entirely into memory before the first # read ha...
S3Boto3Storage
python
pytorch__pytorch
test/dynamo/test_repros.py
{ "start": 18422, "end": 20397 }
class ____(torch.nn.Module): # Highly simplified version of maml.meta.Meta.finetuning def __init__(self) -> None: super().__init__() self.net = FakeMamlInner() self.update_step_test = 10 self.update_lr = 0.4 def forward(self, x_spt, y_spt, x_qry, y_qry): querysz = x_...
PartialMaml
python
ansible__ansible
lib/ansible/executor/interpreter_discovery.py
{ "start": 483, "end": 3632 }
class ____(Exception): def __init__(self, message, interpreter_name, discovery_mode): super(InterpreterDiscoveryRequiredError, self).__init__(message) self.interpreter_name = interpreter_name self.discovery_mode = discovery_mode def discover_interpreter(action, interpreter_name, discovery_...
InterpreterDiscoveryRequiredError
python
davidhalter__jedi
jedi/inference/value/instance.py
{ "start": 1194, "end": 1534 }
class ____(ParamName): def __init__(self, instance, function_value, tree_name): super().__init__( function_value, tree_name, arguments=None) self._instance = instance def infer(self): return ValueSet([self._instance]) def matches_signature(self): return True
InstanceExecutedParamName
python
pandas-dev__pandas
asv_bench/benchmarks/algos/isin.py
{ "start": 9062, "end": 9274 }
class ____: def setup(self): t = tuple(range(1000)) self.series = Series([t] * 1000) self.values = [t] def time_isin(self): self.series.isin(self.values)
IsInWithLongTupples
python
Pylons__pyramid
tests/test_testing.py
{ "start": 12026, "end": 14880 }
class ____(unittest.TestCase): def _callFUT(self, **kw): from pyramid.testing import setUp return setUp(**kw) def tearDown(self): from pyramid.threadlocal import manager manager.clear() getSiteManager.reset() def _assertSMHook(self, hook): result = getSite...
Test_setUp
python
keras-team__keras
keras/src/ops/image.py
{ "start": 14544, "end": 20209 }
class ____(Operation): def __init__( self, interpolation="bilinear", fill_mode="constant", fill_value=0, data_format=None, *, name=None, ): super().__init__(name=name) self.interpolation = interpolation self.fill_mode = fill_mode ...
AffineTransform
python
psf__requests
tests/test_utils.py
{ "start": 10512, "end": 11643 }
class ____: def test_none(self): encodings = get_encodings_from_content("") assert not len(encodings) @pytest.mark.parametrize( "content", ( # HTML5 meta charset attribute '<meta charset="UTF-8">', # HTML4 pragma directive '<meta h...
TestContentEncodingDetection
python
scipy__scipy
scipy/optimize/tests/test_optimize.py
{ "start": 39648, "end": 39754 }
class ____(CheckOptimizeParameterized): use_wrapper = False disp = False
TestOptimizeNoWrapperNoDisp
python
pallets__quart
src/quart/cli.py
{ "start": 9487, "end": 13729 }
class ____(click.Group): """This works similar to a regular click :class:`~click.Group` but it changes the behavior of the :meth:`command` decorator so that it automatically wraps the functions in :func:`with_appcontext`. Not to be confused with :class:`QuartGroup`. """ def command(self, *args...
AppGroup
python
getsentry__sentry
tests/sentry/integrations/slack/test_unfurl.py
{ "start": 6683, "end": 55425 }
class ____(TestCase): def setUp(self) -> None: super().setUp() # We're redefining project to ensure that the individual tests have unique project ids. # Sharing project ids across tests could result in some race conditions self.project = self.create_project() self._integratio...
UnfurlTest
python
PrefectHQ__prefect
src/prefect/logging/loggers.py
{ "start": 11268, "end": 13427 }
class ____(logging.Handler): """A context manager that collects logs for the duration of the context Example: ```python import logging from prefect.logging import LogEavesdropper with LogEavesdropper("my_logger") as eavesdropper: logging.getLogger("my_logger").info...
LogEavesdropper
python
great-expectations__great_expectations
tests/actions/test_core_actions.py
{ "start": 23535, "end": 32243 }
class ____: @pytest.mark.unit def test_equality(self): """I kow, this one seems silly. But this was a bug.""" a = SlackNotificationAction(name="my_action", slack_webhook="test", notify_on="all") b = SlackNotificationAction(name="my_action", slack_webhook="test", notify_on="all") ...
TestSlackNotificationAction
python
pytorch__pytorch
test/mobile/model_test/quantization_ops.py
{ "start": 37, "end": 1805 }
class ____(torch.nn.Module): def __init__(self) -> None: super().__init__() self.embedding = torch.ao.nn.quantized.Embedding( num_embeddings=10, embedding_dim=12 ) self.embedding_input = torch.tensor([9, 6, 5, 7, 8, 8, 9, 2, 8]) self.func = torch.ao.nn.quantized.Q...
GeneralQuantModule
python
scipy__scipy
benchmarks/benchmarks/go_benchmark_functions/go_funcs_P.py
{ "start": 4095, "end": 5941 }
class ____(Benchmark): r""" Penalty 1 objective function. This class defines the Penalty 1 [1]_ global optimization problem. This is a imultimodal minimization problem defined as follows: .. math:: f_{\text{Penalty01}}(x) = \frac{\pi}{30} \left\{10 \sin^2(\pi y_1) + \sum_{i=1}^{n...
Penalty01
python
jazzband__django-model-utils
tests/test_inheritance_iterable.py
{ "start": 194, "end": 583 }
class ____(TestCase): def test_prefetch(self) -> None: qs = InheritanceManagerTestChild1.objects.all().prefetch_related( Prefetch( 'normal_field', queryset=InheritanceManagerTestParent.objects.all(), to_attr='normal_field_prefetched' ) ...
InheritanceIterableTest
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/transfers/sheets_to_gcs.py
{ "start": 1223, "end": 5393 }
class ____(BaseOperator): """ Writes Google Sheet data into Google Cloud Storage. .. seealso:: For more information on how to use this operator, take a look at the guide: :ref:`howto/operator:GoogleSheetsToGCSOperator` :param spreadsheet_id: The Google Sheet ID to interact with. :p...
GoogleSheetsToGCSOperator
python
jmcnamara__XlsxWriter
xlsxwriter/test/comparison/test_image50.py
{ "start": 315, "end": 907 }
class ____(ExcelComparisonTest): """ Test file created by XlsxWriter against a file created by Excel. """ def setUp(self): self.set_filename("image50.xlsx") def test_create_file(self): """Test the creation of a simple XlsxWriter file with image(s).""" workbook = Workbook(...
TestCompareXLSXFiles
python
prompt-toolkit__python-prompt-toolkit
src/prompt_toolkit/shortcuts/progress_bar/base.py
{ "start": 9954, "end": 14402 }
class ____(Generic[_CounterItem]): """ An individual counter (A progress bar can have multiple counters). """ def __init__( self, progress_bar: ProgressBar, data: Iterable[_CounterItem] | None = None, label: AnyFormattedText = "", remove_when_done: bool = False, ...
ProgressBarCounter
python
PrefectHQ__prefect
src/integrations/prefect-ray/tests/test_task_runners.py
{ "start": 5045, "end": 18158 }
class ____: @pytest.fixture(params=task_runner_setups) def task_runner(self, request): fixture_name = request.param._fixture_function.__name__ yield request.getfixturevalue(fixture_name) @pytest.fixture def tmp_file(self, tmp_path): file_path = tmp_path / "canary.txt" fi...
TestRayTaskRunner
python
django__django
django/views/decorators/csrf.py
{ "start": 537, "end": 1030 }
class ____(CsrfViewMiddleware): # Behave like CsrfViewMiddleware but don't reject requests or log warnings. def _reject(self, request, reason): return None requires_csrf_token = decorator_from_middleware(_EnsureCsrfToken) requires_csrf_token.__name__ = "requires_csrf_token" requires_csrf_token.__doc__...
_EnsureCsrfToken
python
dagster-io__dagster
examples/docs_snippets/docs_snippets/concepts/types/types.py
{ "start": 818, "end": 1112 }
class ____: pass @op def my_op() -> MyClass: return MyClass() # end_auto_type # start_test_dagster_type from dagster import Any, Dict, check_dagster_type def test_dagster_type(): assert check_dagster_type(Dict[Any, Any], {"foo": "bar"}).success # end_test_dagster_type
MyClass
python
pandas-dev__pandas
pandas/tests/indexes/test_indexing.py
{ "start": 6980, "end": 8478 }
class ____: def test_get_indexer_base(self, index): if index._index_as_unique: expected = np.arange(index.size, dtype=np.intp) actual = index.get_indexer(index) tm.assert_numpy_array_equal(expected, actual) else: msg = "Reindexing only valid with uniqu...
TestGetIndexer
python
mlflow__mlflow
mlflow/pyfunc/dbconnect_artifact_cache.py
{ "start": 240, "end": 5769 }
class ____: """ Manages Databricks Connect artifacts cache. Note it doesn't support OSS Spark Connect. This class can be used in the following environment: - Databricks shared cluster python notebook REPL - Databricks Serverless python notebook REPL - Databricks connect client python REP...
DBConnectArtifactCache
python
django__django
tests/generic_relations_regress/models.py
{ "start": 1247, "end": 1414 }
class ____(models.Model): account = models.IntegerField(primary_key=True) name = models.CharField(max_length=128) addresses = GenericRelation(Address)
Person
python
euske__pdfminer
pdfminer/layout.py
{ "start": 12617, "end": 20735 }
class ____(LTContainer): def __init__(self, bbox): LTContainer.__init__(self, bbox) self.groups = None return # group_objects: group text object to textlines. def group_objects(self, laparams, objs): obj0 = None line = None for obj1 in objs: if o...
LTLayoutContainer
python
doocs__leetcode
solution/1800-1899/1868.Product of Two Run-Length Encoded Arrays/Solution.py
{ "start": 0, "end": 587 }
class ____: def findRLEArray( self, encoded1: List[List[int]], encoded2: List[List[int]] ) -> List[List[int]]: ans = [] j = 0 for vi, fi in encoded1: while fi: f = min(fi, encoded2[j][1]) v = vi * encoded2[j][0] if ans a...
Solution
python
weaviate__weaviate-python-client
weaviate/collections/queries/hybrid/query/executor.py
{ "start": 949, "end": 19315 }
class ____( Generic[ConnectionType, Properties, References], _BaseExecutor[ConnectionType] ): @overload def hybrid( self, query: Optional[str], *, alpha: NUMBER = 0.7, vector: Optional[HybridVectorType] = None, query_properties: Optional[List[str]] = None, ...
_HybridQueryExecutor
python
apache__airflow
airflow-core/tests/unit/dag_processing/test_collection.py
{ "start": 10334, "end": 13275 }
class ____: @staticmethod def clean_db(): clear_db_dags() clear_db_assets() clear_db_triggers() @pytest.fixture(autouse=True) def per_test(self) -> Generator: self.clean_db() yield self.clean_db() def test_add_asset_activate(self, dag_maker, session)...
TestAssetModelOperationSyncAssetActive
python
django__django
tests/test_runner_apps/sample/pattern_tests.py
{ "start": 32, "end": 112 }
class ____(TestCase): def test_sample(self): self.assertEqual(1, 1)
Test
python
tornadoweb__tornado
tornado/test/websocket_test.py
{ "start": 30742, "end": 31348 }
class ____(unittest.TestCase): def test_ping_sleep_time(self): from tornado.websocket import WebSocketProtocol13 now = datetime.datetime(2025, 1, 1, 12, 0, 0, tzinfo=datetime.timezone.utc) interval = 10 # seconds last_ping_time = datetime.datetime( 2025, 1, 1, 11, 59, 5...
PingCalculationTest
python
qdrant__qdrant-client
tools/async_client_generator/transformers/import_transformer.py
{ "start": 41, "end": 533 }
class ____(ast.NodeTransformer): def __init__(self, import_replace_map: Optional[dict[str, str]] = None): self.import_replace_map = import_replace_map if import_replace_map is not None else {} def visit_Import(self, node: ast.Import) -> ast.AST: for old_value, new_value in self.import_replace_m...
ImportTransformer
python
getsentry__sentry
src/sentry/cache/redis.py
{ "start": 1557, "end": 2034 }
class ____(CommonRedisCache): def __init__(self, **options: object) -> None: cluster, options = get_cluster_from_options("SENTRY_CACHE_OPTIONS", options) client = get_cluster_routing_client(cluster, False) # XXX: rb does not have a "raw" client -- use the default client super().__ini...
RbCache
python
numpy__numpy
numpy/lib/tests/test_function_base.py
{ "start": 55422, "end": 72785 }
class ____: def test_simple(self): def addsubtract(a, b): if a > b: return a - b else: return a + b f = vectorize(addsubtract) r = f([0, 3, 6, 9], [1, 3, 5, 7]) assert_array_equal(r, [1, 6, 1, 2]) def test_scalar(self): ...
TestVectorize
python
django__django
django/contrib/postgres/search.py
{ "start": 2026, "end": 2150 }
class ____(CheckPostgresInstalledMixin, Field): def db_type(self, connection): return "tsvector"
SearchVectorField
python
sympy__sympy
sympy/physics/mechanics/tests/test_actuator.py
{ "start": 9741, "end": 12685 }
class ____: @pytest.fixture(autouse=True) def _linear_damper_fixture(self): self.damping = Symbol('c') self.l = Symbol('l') self.pA = Point('pA') self.pB = Point('pB') self.pathway = LinearPathway(self.pA, self.pB) self.q = dynamicsymbols('q') self.dq = d...
TestLinearDamper
python
django__django
tests/postgres_tests/test_indexes.py
{ "start": 578, "end": 1848 }
class ____: def test_name_auto_generation(self): index = self.index_class(fields=["field"]) index.set_name_with_model(CharFieldModel) self.assertRegex( index.name, r"postgres_te_field_[0-9a-f]{6}_%s" % self.index_class.suffix ) def test_deconstruction_no_customizatio...
IndexTestMixin
python
conda__conda
conda/common/io.py
{ "start": 12306, "end": 13103 }
class ____(Executor): def __init__(self): self._shutdown = False self._shutdownLock = Lock() def submit(self, fn, *args, **kwargs): with self._shutdownLock: if self._shutdown: raise RuntimeError("cannot schedule new futures after shutdown") f = F...
DummyExecutor
python
getsentry__sentry
src/sentry/explore/endpoints/explore_saved_query_detail.py
{ "start": 1266, "end": 1930 }
class ____(OrganizationEndpoint): owner = ApiOwner.EXPLORE permission_classes = (ExploreSavedQueryPermission,) def convert_args(self, request: Request, organization_id_or_slug, id, *args, **kwargs): args, kwargs = super().convert_args(request, organization_id_or_slug, *args, **kwargs) try:...
ExploreSavedQueryBase
python
great-expectations__great_expectations
contrib/great_expectations_semantic_types_expectations/great_expectations_semantic_types_expectations/expectations/expect_column_values_to_be_valid_eth_address.py
{ "start": 679, "end": 1680 }
class ____(ColumnMapMetricProvider): # This is the id string that will be used to reference your metric. condition_metric_name = "column_values.valid_eth_address" # This method implements the core logic for the PandasExecutionEngine @column_condition_partial(engine=PandasExecutionEngine) def _panda...
ColumnValuesToBeValidEthAddress
python
tensorflow__tensorflow
tensorflow/python/data/ops/dataset_ops.py
{ "start": 193554, "end": 195794 }
class ____(tracking_base.Trackable): """Iterator over a dataset with elements converted to numpy.""" __slots__ = ["_iterator"] def __init__(self, dataset): self._iterator = iter(dataset) self._dataset = dataset def __repr__(self): return f"NumpyIterator(iterator={self._iterator})" def __iter__...
NumpyIterator
python
airbytehq__airbyte
airbyte-integrations/connectors/source-shopify/source_shopify/transform.py
{ "start": 156, "end": 4685 }
class ____: """ Transform class was implemented according to issue #4841 Shopify API returns price fields as a string and it should be converted to the number Some records fields contain objects and arrays, which contain price fields. Those price fields should be transformed too. This solution d...
DataTypeEnforcer
python
facebook__pyre-check
source/interprocedural_analyses/taint/test/integration/model_query_transitive_extends.py
{ "start": 228, "end": 318 }
class ____: attribute = ... def __init__(self): self.instance = ...
Test1_C
python
scrapy__scrapy
tests/test_exporters.py
{ "start": 12452, "end": 12591 }
class ____(TestCsvItemExporter): item_class = MyDataClass custom_field_item_class = CustomFieldDataclass
TestCsvItemExporterDataclass
python
joke2k__faker
faker/providers/person/tw_GH/__init__.py
{ "start": 44, "end": 11396 }
class ____(PersonProvider): formats = ( "{{first_name_male}} {{last_name_male}}", "{{first_name_male}} {{last_name_male}}", "{{first_name_male}} {{last_name_male}}", "{{first_name_male}} {{last_name_male}}", "{{first_name_male}} {{last_name_male}}-{{last_name_male}}", ...
Provider
python
apache__airflow
providers/microsoft/azure/src/airflow/providers/microsoft/azure/hooks/powerbi.py
{ "start": 1514, "end": 1648 }
class ____(AirflowException): """An exception that indicates a dataset refresh failed to complete."""
PowerBIDatasetRefreshException
python
facebookresearch__faiss
faiss/gpu/test/test_gpu_basics.py
{ "start": 18131, "end": 18260 }
class ____(unittest.TestCase): def test_gpu_flag(self): assert "GPU" in faiss.get_compile_options().split()
TestGpuFlags
python
getsentry__sentry
src/sentry/feedback/usecases/label_generation.py
{ "start": 269, "end": 2119 }
class ____(TypedDict): """Corresponds to GenerateFeedbackLabelsRequest in Seer.""" organization_id: int feedback_message: str AI_LABEL_TAG_PREFIX = "ai_categorization" # If Seer generates more labels, we truncate it to this many labels MAX_AI_LABELS = 15 # Max length of the serialized list of labels, whi...
LabelRequest
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/decorator3.py
{ "start": 190, "end": 632 }
class ____: # This should generate an error if version < 3.9. @my_decorators[0] def my_static_method(): return 3 # This should generate an error if version < 3.9. @my_decorators[1] def my_class_method(cls): return 3 # This should generate an error if version < 3.9. @my_...
Foo
python
huggingface__transformers
src/transformers/models/audioflamingo3/modeling_audioflamingo3.py
{ "start": 11412, "end": 11906 }
class ____(PreTrainedModel): config: AudioFlamingo3Config base_model_prefix = "model" input_modalities = ("audio", "text") supports_gradient_checkpointing = True _no_split_modules = ["AudioFlamingo3Attention"] _skip_keys_device_placement = "past_key_values" _supports_flash_attn = True _s...
AudioFlamingo3PreTrainedModel
python
pytorch__pytorch
torch/distributed/fsdp/_fsdp_extensions.py
{ "start": 447, "end": 5033 }
class ____(ABC): """ This enables some customizable hooks to enable composability with tensor parallelism. To activate these hooks, use :func:`_set_fsdp_extensions` to set a custom :class:`FSDPExtensions` that implements the hooks. """ @abstractmethod def pre_flatten_transform( self...
FSDPExtensions
python
PyCQA__pylint
tests/functional/ext/overlapping_exceptions/overlapping_exceptions.py
{ "start": 96, "end": 1112 }
class ____(SomeException): pass AliasException = SomeException try: pass except (SomeException, SomeException): # [overlapping-except] pass try: pass except (SomeException, SubclassException): # [overlapping-except] pass try: pass except (SomeException, AliasException): # [overlapping-ex...
SubclassException
python
PyCQA__pylint
tests/functional/i/inner_classes.py
{ "start": 361, "end": 407 }
class ____(Aaa): """docstring""" pass
Bbb
python
scrapy__scrapy
tests/test_spidermiddleware_output_chain.py
{ "start": 5396, "end": 5894 }
class ____(_BaseSpiderMiddleware): def process_spider_output(self, response, result): for r in result: r["processed"].append(f"{self.__class__.__name__}.process_spider_output") yield r def process_spider_exception(self, response, exception): method = f"{self.__class__.__...
_GeneratorDoNothingMiddleware
python
getsentry__sentry
src/sentry/seer/autofix/utils.py
{ "start": 2035, "end": 2130 }
class ____(StrEnum): ROOT_CAUSE = "root_cause" SOLUTION = "solution"
AutofixTriggerSource
python
python-pillow__Pillow
docs/example/DdsImagePlugin.py
{ "start": 7932, "end": 8627 }
class ____(ImageFile.PyDecoder): _pulls_fd = True def decode(self, buffer: bytes | Image.SupportsArrayInterface) -> tuple[int, int]: assert self.fd is not None try: self.set_as_raw(_dxt5(self.fd, self.state.xsize, self.state.ysize)) except struct.error as e: msg ...
DXT5Decoder
python
kamyu104__LeetCode-Solutions
Python/maximum-number-of-tasks-you-can-assign.py
{ "start": 3985, "end": 5232 }
class ____(object): def maxTaskAssign(self, tasks, workers, pills, strength): """ :type tasks: List[int] :type workers: List[int] :type pills: int :type strength: int :rtype: int """ def check(tasks, workers, pills, strength, x): w = worker...
Solution4
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/dialects/postgresql/base.py
{ "start": 106106, "end": 107691 }
class ____(compiler.IdentifierPreparer): reserved_words = RESERVED_WORDS def _unquote_identifier(self, value): if value[0] == self.initial_quote: value = value[1:-1].replace( self.escape_to_quote, self.escape_quote ) return value def format_type(self...
PGIdentifierPreparer
python
apache__airflow
airflow-core/src/airflow/utils/sqlalchemy.py
{ "start": 4414, "end": 8455 }
class ____(TypeDecorator): """ A version of the JSON column that uses the Airflow extended JSON serialization. See airflow.serialization. """ impl = Text cache_ok = True should_evaluate_none = True def load_dialect_impl(self, dialect) -> TypeEngine: if dialect.name == "postg...
ExtendedJSON
python
langchain-ai__langchain
libs/langchain_v1/langchain/agents/middleware/tool_selection.py
{ "start": 2512, "end": 11797 }
class ____(AgentMiddleware): """Uses an LLM to select relevant tools before calling the main model. When an agent has many tools available, this middleware filters them down to only the most relevant ones for the user's query. This reduces token usage and helps the main model focus on the right tools. ...
LLMToolSelectorMiddleware
python
pytorch__pytorch
tools/test/test_vulkan_codegen.py
{ "start": 2419, "end": 3749 }
class ____(unittest.TestCase): def setUp(self) -> None: self.tmpdir = tempfile.TemporaryDirectory() with open(f"{self.tmpdir.name}/test_shader.glsl,", "w") as f: f.write(test_shader) with open(f"{self.tmpdir.name}/test_params.yaml", "w") as f: f.write(test_params_ya...
TestVulkanSPVCodegen
python
tensorflow__tensorflow
tensorflow/python/ops/ragged/ragged_rank_op_test.py
{ "start": 1025, "end": 2610 }
class ____(test_util.TensorFlowTestCase, parameterized.TestCase): @parameterized.parameters([ # Rank 0 dict( test_input=1, expected_rank=0, ), # Rank 1 dict( test_input=[1], expected_rank=1, ), dict( te...
RaggedRankOpTest
python
aimacode__aima-python
agents4e.py
{ "start": 2011, "end": 8951 }
class ____(Thing): """An Agent is a subclass of Thing with one required slot, .program, which should hold a function that takes one argument, the percept, and returns an action. (What counts as a percept or action will depend on the specific environment in which the agent exists.) Note that 'program...
Agent
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 368979, "end": 369310 }
class ____(sgqlc.types.Type): """ See source code for more info. """ __schema__ = graphql_schema __field_names__ = ("cursor", "node") cursor = sgqlc.types.Field(sgqlc.types.non_null(String), graphql_name="cursor") node = sgqlc.types.Field("MarketplaceListing", graphql_name="node")
MarketplaceListingEdge
python
boto__boto3
tests/unit/dynamodb/test_types.py
{ "start": 1733, "end": 5017 }
class ____(unittest.TestCase): def setUp(self): self.serializer = TypeSerializer() def test_serialize_unsupported_type(self): with pytest.raises(TypeError, match=r'Unsupported type'): self.serializer.serialize(object()) def test_serialize_null(self): assert self.seriali...
TestSerializer
python
kamyu104__LeetCode-Solutions
Python/find-polygon-with-the-largest-perimeter.py
{ "start": 60, "end": 411 }
class ____(object): def largestPerimeter(self, nums): """ :type nums: List[int] :rtype: int """ nums.sort() prefix = sum(nums) for i in reversed(xrange(2, len(nums))): prefix -= nums[i] if prefix > nums[i]: return prefix...
Solution
python
pola-rs__polars
py-polars/src/polars/datatypes/classes.py
{ "start": 8832, "end": 8911 }
class ____(NumericType): """Base class for integer data types."""
IntegerType
python
realpython__materials
django-vue-graphql/source_code_final/back_end/blog/admin.py
{ "start": 103, "end": 184 }
class ____(admin.ModelAdmin): model = Profile @admin.register(Tag)
ProfileAdmin
python
jazzband__django-model-utils
model_utils/models.py
{ "start": 1303, "end": 1635 }
class ____(models.Model): """ An abstract base class model that provides ``start`` and ``end`` fields to record a timeframe. """ start = models.DateTimeField(_('start'), null=True, blank=True) end = models.DateTimeField(_('end'), null=True, blank=True) class Meta: abstract = True ...
TimeFramedModel
python
lxml__lxml
doc/s5/ep2008/atom.py
{ "start": 13435, "end": 13579 }
class ____(_EntryElement): """ For elements that contain a date in their text content. """ date = _date_text_property()
DateElement
python
great-expectations__great_expectations
tasks.py
{ "start": 26469, "end": 41447 }
class ____(NamedTuple): requirement_files: tuple[str, ...] services: tuple[str, ...] = tuple() extra_pytest_args: tuple[ # TODO: remove this once remove the custom flagging system str, ... ] = tuple() MARKER_DEPENDENCY_MAP: Final[Mapping[str, TestDependencies]] = { "athena": TestDependenc...
TestDependencies
python
kubernetes-client__python
kubernetes/client/models/v1_pod_spec.py
{ "start": 383, "end": 58308 }
class ____(object): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. """ """ Attributes: openapi_types (dict): The key is attribute name and the value is attribute type. attri...
V1PodSpec
python
google__jax
tests/jaxpr_effects_test.py
{ "start": 1796, "end": 3690 }
class ____(effects.JaxprInputEffect): pass foo_effect = OrderedEffect("foo") foo2_effect = OrderedEffect("foo2") bar_effect = BasicEffect("bar") baz_effect = UnlowerableEffect() while_effect = WhileEffect() while1_effect = WhileEffect() while2_effect = WhileEffect() log_effect = OrderedEffect("log") unordered_log_effe...
InputEffect
python
getsentry__sentry
src/sentry/replays/lib/new_query/conditions.py
{ "start": 2731, "end": 3931 }
class ____(GenericBase): """Integer scalar condition class.""" @staticmethod def visit_eq(expression: Expression, value: int) -> Condition: return Condition(expression, Op.EQ, value) @staticmethod def visit_neq(expression: Expression, value: int) -> Condition: return Condition(expr...
IntegerScalar
python
tiangolo__fastapi
tests/test_response_model_data_filter_no_inheritance.py
{ "start": 209, "end": 276 }
class ____(BaseModel): email: str hashed_password: str
UserDB
python
huggingface__transformers
src/transformers/models/nemotron/modeling_nemotron.py
{ "start": 3329, "end": 8564 }
class ____(nn.Module): inv_freq: torch.Tensor # fix linting for `register_buffer` def __init__(self, config: NemotronConfig, device=None): super().__init__() self.max_seq_len_cached = config.max_position_embeddings self.original_max_seq_len = config.max_position_embeddings sel...
NemotronRotaryEmbedding
python
openai__openai-python
examples/responses/streaming.py
{ "start": 159, "end": 526 }
class ____(BaseModel): steps: List[Step] final_answer: str client = OpenAI() with client.responses.stream( input="solve 8x + 31 = 2", model="gpt-4o-2024-08-06", text_format=MathResponse, ) as stream: for event in stream: if "output_text" in event.type: rich.print(event) r...
MathResponse
python
yaml__pyyaml
tests/legacy_tests/conftest.py
{ "start": 463, "end": 1425 }
class ____(pytest.Item): def __init__(self, parent=None, config=None, session=None, nodeid=None, function=None, filenames=None, **kwargs): self._function = function self._fargs = filenames or [] super().__init__(os.path.basename(filenames[0]) if filenames else parent.name, parent, config, s...
PyYAMLItem
python
pytorch__pytorch
torch/distributions/transforms.py
{ "start": 33614, "end": 34288 }
class ____(Transform): """ Transform from unconstrained matrices to lower-triangular matrices with nonnegative diagonal entries. This is useful for parameterizing positive definite matrices in terms of their Cholesky factorization. """ domain = constraints.independent(constraints.real, 2) ...
LowerCholeskyTransform
python
airbytehq__airbyte
airbyte-integrations/connectors/destination-surrealdb/destination_surrealdb/destination.py
{ "start": 2765, "end": 12503 }
class ____(Destination): """ Destination connector for SurrealDB. """ def write( self, config: Mapping[str, Any], configured_catalog: ConfiguredAirbyteCatalog, input_messages: Iterable[AirbyteMessage] ) -> Iterable[AirbyteMessage]: """ Reads the input stream of messages, con...
DestinationSurrealDB
python
weaviate__weaviate-python-client
weaviate/exceptions.py
{ "start": 13599, "end": 13955 }
class ____(Exception): def __init__(self, pb: version.Version, grpc: version.Version) -> None: super().__init__( f"gRPC incompatibility detected. Protobuf: {pb.base_version}, gRPC: {grpc.base_version}. Ensure that your protobuf and grpcio versions are compatible or runtime errors may occur." ...
WeaviateProtobufIncompatibility
python
doocs__leetcode
solution/2400-2499/2484.Count Palindromic Subsequences/Solution.py
{ "start": 0, "end": 1063 }
class ____: def countPalindromes(self, s: str) -> int: mod = 10**9 + 7 n = len(s) pre = [[[0] * 10 for _ in range(10)] for _ in range(n + 2)] suf = [[[0] * 10 for _ in range(10)] for _ in range(n + 2)] t = list(map(int, s)) c = [0] * 10 for i, v in enumerate(t...
Solution
python
doocs__leetcode
solution/2600-2699/2605.Form Smallest Number From Two Digit Arrays/Solution3.py
{ "start": 0, "end": 446 }
class ____: def minNumber(self, nums1: List[int], nums2: List[int]) -> int: mask1 = mask2 = 0 for x in nums1: mask1 |= 1 << x for x in nums2: mask2 |= 1 << x mask = mask1 & mask2 if mask: return (mask & -mask).bit_length() - 1 a = (...
Solution