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python
tensorflow__tensorflow
tensorflow/python/ops/parallel_for/pfor.py
{ "start": 51585, "end": 186697 }
class ____: """Implementation of rewrite of parallel-for loops. This class takes a DAG or a set of DAGs representing the body of a parallel-for loop, and adds new operations to the graph that implements functionality equivalent to running that loop body for a specified number of iterations. This new set of n...
PFor
python
great-expectations__great_expectations
contrib/capitalone_dataprofiler_expectations/capitalone_dataprofiler_expectations/expectations/expect_profile_numeric_columns_percent_diff_between_inclusive_threshold_range.py
{ "start": 7913, "end": 15746 }
class ____( ProfileNumericColumnsDiffExpectation ): """Expect a statistic's percent delta for a given column of a DataProfiler percent difference report to be within the specified threshold, inclusive. This expectation takes the percent difference report between the data it is called on and a DataProfiler ...
ExpectProfileNumericColumnsPercentDiffBetweenInclusiveThresholdRange
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/operators/kubernetes_engine.py
{ "start": 45112, "end": 48555 }
class ____(GKEOperatorMixin, KubernetesDeleteResourceOperator): """ Delete a resource in the specified Google Kubernetes Engine cluster. This Operator assumes that the system has gcloud installed and has configured a connection id with a service account. .. seealso:: For more detail about ...
GKEDeleteCustomResourceOperator
python
wandb__wandb
wandb/sdk/lib/redirect.py
{ "start": 19142, "end": 20611 }
class ____(RedirectBase): """Patches the write method of current sys.stdout/sys.stderr. Captures data in a raw form rather than using the emulator """ def __init__( self, src: Literal["stdout", "stderr"], cbs: Iterable[Callable[[str], None]] = (), ) -> None: super()...
StreamRawWrapper
python
django__django
tests/syndication_tests/models.py
{ "start": 350, "end": 601 }
class ____(models.Model): title = models.CharField(max_length=200) entry = models.ForeignKey(Entry, models.CASCADE) updated = models.DateTimeField() published = models.DateTimeField() class Meta: ordering = ["updated"]
Article
python
FactoryBoy__factory_boy
tests/test_using.py
{ "start": 88071, "end": 88979 }
class ____(unittest.TestCase): def test_same_seed_is_used_between_fuzzy_and_faker_generators(self): class StudentFactory(factory.Factory): one = factory.fuzzy.FuzzyDecimal(4.0) two = factory.Faker('name') three = factory.Faker('name', locale='it') four = facto...
RepeatableRandomSeedFakerTests
python
kamyu104__LeetCode-Solutions
Python/counting-bits.py
{ "start": 29, "end": 572 }
class ____(object): def countBits(self, num): """ :type num: int :rtype: List[int] """ res = [0] for i in xrange(1, num + 1): # Number of 1's in i = (i & 1) + number of 1's in (i / 2). res.append((i & 1) + res[i >> 1]) return res d...
Solution
python
RaRe-Technologies__gensim
gensim/models/poincare.py
{ "start": 53366, "end": 55354 }
class ____: """Stream relations for `PoincareModel` from a tsv-like file.""" def __init__(self, file_path, encoding='utf8', delimiter='\t'): """Initialize instance from file containing a pair of nodes (a relation) per line. Parameters ---------- file_path : str Path...
PoincareRelations
python
paramiko__paramiko
paramiko/channel.py
{ "start": 47659, "end": 48665 }
class ____(BufferedFile): """ A file-like wrapper around `.Channel`. A ChannelFile is created by calling `Channel.makefile`. .. warning:: To correctly emulate the file object created from a socket's `makefile <python:socket.socket.makefile>` method, a `.Channel` and its `.Chann...
ChannelFile
python
airbytehq__airbyte
airbyte-integrations/connectors/source-google-ads/unit_tests/common.py
{ "start": 1494, "end": 4259 }
class ____: _instance = None def __new__(cls): if cls._instance is None: cls._instance = super(MockGoogleAdsFieldService, cls).__new__(cls) cls._instance.request_query = None return cls._instance def search_google_ads_fields(self, request): self.request_quer...
MockGoogleAdsFieldService
python
pypa__pip
src/pip/_internal/metadata/pkg_resources.py
{ "start": 1036, "end": 1112 }
class ____(NamedTuple): name: str value: str group: str
EntryPoint
python
tensorflow__tensorflow
tensorflow/python/tpu/tpu_embedding_v1.py
{ "start": 1733, "end": 18433 }
class ____(tpu_embedding_base.TPUEmbeddingBase): """The TPUEmbedding mid level API running on TPU without Embedding accelerator. NOTE: This mid level API is not intended for large embedding table lookup. Embedding tables will be replicated across devices rather than sharding across them. To do large embedding ...
TPUEmbeddingV0
python
pytorch__pytorch
torch/_higher_order_ops/wrap.py
{ "start": 753, "end": 1254 }
class ____(HigherOrderOperator): def __init__(self) -> None: super().__init__("wrap") def __call__(self, func, *args, **kwargs): # Dynamo already traces the body of HigherOrderOp beforehand when it # so no need to trace into it. import torch._dynamo # noqa: F401 from to...
Wrap
python
pytorch__pytorch
test/dynamo/test_exc.py
{ "start": 507, "end": 10619 }
class ____(LoggingTestCase): maxDiff = None def test_unsupported_real_stack(self): # exercise Unsupported constructor and augment_exc_message def fn002(x): torch._dynamo.graph_break() def fn001(x): x = x + 1 fn002(x) self.assertExpectedInlin...
ExcTests
python
walkccc__LeetCode
solutions/2341. Maximum Number of Pairs in Array/2341.py
{ "start": 0, "end": 230 }
class ____: def numberOfPairs(self, nums: list[int]) -> list[int]: ans = [0] * 2 count = collections.Counter(nums) for i in range(101): ans[0] += count[i] // 2 ans[1] += count[i] & 1 return ans
Solution
python
cython__cython
Cython/Build/Tests/TestInline.py
{ "start": 3489, "end": 5695 }
class ____(unittest.TestCase): def _run(self, code, setup_code=None, **kwargs): timings, number = cymeit(code, setup_code=setup_code, **kwargs) self.assertGreater(min(timings), 0) # Guard that autoscaling leads to reasonable timings. # Note: we cannot compare against the expected 0...
TestCymeit
python
tensorflow__tensorflow
tensorflow/compiler/tests/rmsprop_test.py
{ "start": 1037, "end": 5165 }
class ____(xla_test.XLATestCase): def _rmsprop_update_numpy(self, var, g, mg, rms, mom, lr, decay=0.9, ...
RmspropTest
python
dagster-io__dagster
python_modules/libraries/dagster-aws/dagster_aws/emr/pyspark_step_launcher.py
{ "start": 9501, "end": 20413 }
class ____(StepLauncher): def __init__( self, region_name, staging_bucket, staging_prefix, wait_for_logs, action_on_failure, cluster_id, spark_config, local_job_package_path, deploy_local_job_package, s3_job_package_path=None, ...
EmrPySparkStepLauncher
python
yaml__pyyaml
setup.py
{ "start": 6655, "end": 9990 }
class ____(_build_ext): def finalize_options(self): super().finalize_options() pep517_config = ActiveConfigSettings.current() build_config = pep517_config.get('pyyaml_build_config') if build_config: import json build_config = json.loads(build_config) ...
build_ext
python
TheAlgorithms__Python
maths/pi_monte_carlo_estimation.py
{ "start": 16, "end": 2042 }
class ____: def __init__(self, x: float, y: float) -> None: self.x = x self.y = y def is_in_unit_circle(self) -> bool: """ True, if the point lies in the unit circle False, otherwise """ return (self.x**2 + self.y**2) <= 1 @classmethod def random...
Point
python
spyder-ide__spyder
spyder/plugins/editor/plugin.py
{ "start": 1141, "end": 44051 }
class ____(SpyderDockablePlugin): """ Editor plugin. """ NAME = 'editor' REQUIRES = [Plugins.Application, Plugins.Console, Plugins.Preferences] OPTIONAL = [ Plugins.Completions, Plugins.Debugger, Plugins.IPythonConsole, Plugins.MainMenu, Plugins.Projects,...
Editor
python
pyinstaller__pyinstaller
bootloader/waflib/Tools/d.py
{ "start": 1043, "end": 2297 }
class ____(stlink_task): pass @extension('.d', '.di', '.D') def d_hook(self, node): ext = Utils.destos_to_binfmt(self.env.DEST_OS) == 'pe' and 'obj' or 'o' out = '%s.%d.%s' % (node.name, self.idx, ext) def create_compiled_task(self, name, node): task = self.create_task(name, node, node.parent...
dstlib
python
getsentry__sentry
src/sentry/integrations/api/serializers/rest_framework/data_forwarder.py
{ "start": 633, "end": 810 }
class ____(TypedDict, total=False): queue_url: str region: str access_key: str secret_key: str message_group_id: str | None s3_bucket: str | None
SQSConfig
python
readthedocs__readthedocs.org
readthedocs/domains/tests/test_tasks.py
{ "start": 586, "end": 4909 }
class ____(TestCase): def setUp(self): self.user = get(User, email="user@example.com") self.another_user = get(User, email="anotheruser@example.com") self.project = get(Project, users=[self.user]) self.another_project = get(Project, users=[self.user, self.another_user]) self...
TestTasks
python
keras-team__keras
keras/src/utils/file_utils_test.py
{ "start": 255, "end": 1323 }
class ____(test_case.TestCase): def test_path_to_string_with_string_path(self): path = os.path.join(os.path.sep, "path", "to", "file.txt") string_path = file_utils.path_to_string(path) self.assertEqual(string_path, path) def test_path_to_string_with_PathLike_object(self): path =...
PathToStringTest
python
numpy__numpy
numpy/_core/tests/test_numerictypes.py
{ "start": 5973, "end": 6164 }
class ____(CreateValues): """Check the creation of heterogeneous arrays (plain, single row)""" _descr = Pdescr multiple_rows = 0 _buffer = PbufferT[0]
TestCreateValuesPlainSingle
python
ipython__ipython
IPython/terminal/shortcuts/filters.py
{ "start": 4653, "end": 10998 }
class ____(Filter): """A filter allowing to implement pass-through behaviour of keybindings. Prompt toolkit key processor dispatches only one event per binding match, which means that adding a new shortcut will suppress the old shortcut if the keybindings are the same (unless one is filtered out). ...
PassThrough
python
encode__starlette
starlette/datastructures.py
{ "start": 13086, "end": 15397 }
class ____: """ An uploaded file included as part of the request data. """ def __init__( self, file: BinaryIO, *, size: int | None = None, filename: str | None = None, headers: Headers | None = None, ) -> None: self.filename = filename ...
UploadFile
python
doocs__leetcode
solution/2200-2299/2225.Find Players With Zero or One Losses/Solution.py
{ "start": 0, "end": 382 }
class ____: def findWinners(self, matches: List[List[int]]) -> List[List[int]]: cnt = Counter() for winner, loser in matches: if winner not in cnt: cnt[winner] = 0 cnt[loser] += 1 ans = [[], []] for x, v in sorted(cnt.items()): if v...
Solution
python
pypa__pip
src/pip/_vendor/pygments/filters/__init__.py
{ "start": 31761, "end": 32670 }
class ____(Filter): """Convert keywords to lowercase or uppercase or capitalize them, which means first letter uppercase, rest lowercase. This can be useful e.g. if you highlight Pascal code and want to adapt the code to your styleguide. Options accepted: `case` : string The casing to ...
KeywordCaseFilter
python
walkccc__LeetCode
solutions/3335. Total Characters in String After Transformations I/3335-2.py
{ "start": 0, "end": 1449 }
class ____: def lengthAfterTransformations(self, s: str, t: int) -> int: MOD = 1_000_000_007 def matrixMult(A: list[list[int]], B: list[list[int]]) -> list[list[int]]: """Returns A * B.""" sz = len(A) C = [[0] * sz for _ in range(sz)] for i in range(sz): for j in range(sz): ...
Solution
python
tensorflow__tensorflow
tensorflow/python/framework/type_spec_test.py
{ "start": 5336, "end": 5510 }
class ____: """CompositeTensor containing a nest of tensors.""" def __init__(self, x): self.nest = x @type_spec_registry.register("tf.NestOfTensorsSpec")
NestOfTensors
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/dialects/mysql/mysqldb.py
{ "start": 3442, "end": 9886 }
class ____(MySQLDialect): driver = "mysqldb" supports_statement_cache = True supports_unicode_statements = True supports_sane_rowcount = True supports_sane_multi_rowcount = True supports_native_decimal = True default_paramstyle = "format" execution_ctx_cls = MySQLExecutionContext_mysql...
MySQLDialect_mysqldb
python
Pylons__pyramid
src/pyramid/httpexceptions.py
{ "start": 29462, "end": 30051 }
class ____(HTTPClientError): """ subclass of :class:`~HTTPClientError` The server SHOULD return a response with this status code if a request included a Range request-header field, and none of the range-specifier values in this field overlap the current extent of the selected resource, and the ...
HTTPRequestRangeNotSatisfiable
python
cookiecutter__cookiecutter
cookiecutter/exceptions.py
{ "start": 2709, "end": 2848 }
class ____(CookiecutterException): """ Exception for hook failures. Raised when a hook script fails. """
FailedHookException
python
pandas-dev__pandas
pandas/core/arrays/boolean.py
{ "start": 7621, "end": 13482 }
class ____(BaseMaskedArray): """ Array of boolean (True/False) data with missing values. This is a pandas Extension array for boolean data, under the hood represented by 2 numpy arrays: a boolean array with the data and a boolean array with the mask (True indicating missing). BooleanArray impl...
BooleanArray
python
streamlit__streamlit
lib/tests/streamlit/elements/file_uploader_test.py
{ "start": 17324, "end": 20091 }
class ____(DeltaGeneratorTestCase): def test_stable_id_with_key(self): """Test that the widget ID is stable when a stable key is provided, unless whitelisted kwargs change.""" with patch( "streamlit.elements.lib.utils._register_element_id", return_value=MagicMock(), )...
FileUploaderStableIdTest
python
pypa__warehouse
tests/unit/accounts/test_security_policy.py
{ "start": 5603, "end": 21706 }
class ____: def test_verify(self): assert verifyClass( ISecurityPolicy, security_policy.SessionSecurityPolicy, ) def test_noops(self): policy = security_policy.SessionSecurityPolicy() with pytest.raises(NotImplementedError): policy.authenticat...
TestSessionSecurityPolicy
python
pallets__werkzeug
src/werkzeug/serving.py
{ "start": 2357, "end": 4787 }
class ____(io.RawIOBase): """An input stream that handles Transfer-Encoding 'chunked'""" def __init__(self, rfile: t.IO[bytes]) -> None: self._rfile = rfile self._done = False self._len = 0 def readable(self) -> bool: return True def read_chunk_len(self) -> int: ...
DechunkedInput
python
pypa__pipenv
pipenv/patched/pip/_internal/network/auth.py
{ "start": 1758, "end": 2936 }
class ____(KeyRingBaseProvider): """Keyring interface which uses locally imported `keyring`""" has_keyring = True def __init__(self) -> None: import keyring self.keyring = keyring def get_auth_info(self, url: str, username: Optional[str]) -> Optional[AuthInfo]: # Support keyr...
KeyRingPythonProvider
python
python__mypy
mypyc/test/test_external.py
{ "start": 223, "end": 1832 }
class ____(unittest.TestCase): # TODO: Get this to work on Windows. # (Or don't. It is probably not a good use of time.) @unittest.skipIf(sys.platform.startswith("win"), "rt tests don't work on windows") def test_c_unit_test(self) -> None: """Run C unit tests in a subprocess.""" cppflags...
TestExternal
python
readthedocs__readthedocs.org
readthedocs/rtd_tests/tests/test_project_views.py
{ "start": 13394, "end": 20357 }
class ____(TestCase): def setUp(self): self.user = new(User, username="eric") self.user.set_password("test") self.user.save() self.client.login(username="eric", password="test") self.project = get(Project, slug="pip", users=[self.user]) def test_dashboard_number_of_queri...
TestPrivateViews
python
dagster-io__dagster
python_modules/automation/automation_tests/dagster_docs_tests/test_python_ast_rule.py
{ "start": 15565, "end": 18941 }
class ____: """Test integration with the full validation pipeline.""" def test_integration_valid_docstring(self): """Test integration with valid Python code blocks.""" docstring = """ Function with valid Python examples. Args: name: The name parameter ...
TestIntegrationWithValidationPipeline
python
getsentry__sentry
tests/sentry/seer/autofix/test_autofix.py
{ "start": 26085, "end": 30920 }
class ____(TestCase, SnubaTestCase): def setUp(self) -> None: super().setUp() # Create events with real tag data # Event 1: production environment with user_role admin self.store_event( data={ "fingerprint": ["group-1"], "environment": "pr...
TestGetAllTagsOverview
python
conda__conda
tests/conftest.py
{ "start": 4579, "end": 9351 }
class ____: @staticmethod def single_platform_export(env: Environment) -> str: return "\n".join( ( "# This is a single-platform export", f"name: {env.name}", f"single-platform: {env.platform}", "packages:", *(f"-...
Exporters
python
docker__docker-py
docker/types/networks.py
{ "start": 2926, "end": 4240 }
class ____(dict): """ Create an IPAM pool config dictionary to be added to the ``pool_configs`` parameter of :py:class:`~docker.types.IPAMConfig`. Args: subnet (str): Custom subnet for this IPAM pool using the CIDR notation. Defaults to ``None``. iprange (str): Custom I...
IPAMPool
python
wandb__wandb
wandb/sdk/launch/runner/sagemaker_runner.py
{ "start": 4221, "end": 15268 }
class ____(AbstractRunner): """Runner class, uses a project to create a SagemakerSubmittedRun.""" def __init__( self, api: Api, backend_config: Dict[str, Any], environment: AwsEnvironment, registry: AbstractRegistry, ) -> None: """Initialize the SagemakerRunn...
SageMakerRunner
python
huggingface__transformers
src/transformers/models/fsmt/modeling_fsmt.py
{ "start": 7634, "end": 10098 }
class ____(PreTrainedModel): config: FSMTConfig base_model_prefix = "model" @torch.no_grad() def _init_weights(self, module): std = self.config.init_std if isinstance(module, nn.Linear): init.normal_(module.weight, mean=0.0, std=std) if module.bias is not None: ...
PretrainedFSMTModel
python
airbytehq__airbyte
airbyte-integrations/connectors/source-zendesk-chat/components.py
{ "start": 386, "end": 1167 }
class ____(RecordExtractor): """ Unnesting nested bans: `visitor`, `ip_address`. """ def extract_records( self, response: requests.Response, ) -> Iterable[Mapping[str, Any]]: response_data = response.json() ip_address: List[Mapping[str, Any]] = response_data.get("ip_...
ZendeskChatBansRecordExtractor
python
django__django
tests/forms_tests/tests/test_formsets.py
{ "start": 72214, "end": 76962 }
class ____(SimpleTestCase): def test_no_data_error(self): formset = ArticleFormSet({}) self.assertIs(formset.is_valid(), False) self.assertEqual( formset.non_form_errors(), [ "ManagementForm data is missing or has been tampered with. " ...
TestIsBoundBehavior
python
dagster-io__dagster
python_modules/dagster-graphql/dagster_graphql/schema/backfill.py
{ "start": 8356, "end": 8642 }
class ____(graphene.ObjectType): start = graphene.NonNull(graphene.String) end = graphene.NonNull(graphene.String) class Meta: name = "PartitionRange" def __init__(self, start: str, end: str): super().__init__(start=start, end=end)
GraphenePartitionRange
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 1029653, "end": 1030123 }
class ____(sgqlc.types.Type): """Autogenerated return type of UpdateEnvironment""" __schema__ = github_schema __field_names__ = ("client_mutation_id", "environment") client_mutation_id = sgqlc.types.Field(String, graphql_name="clientMutationId") """A unique identifier for the client performing the ...
UpdateEnvironmentPayload
python
openai__openai-python
src/openai/types/fine_tuning/job_list_events_params.py
{ "start": 200, "end": 400 }
class ____(TypedDict, total=False): after: str """Identifier for the last event from the previous pagination request.""" limit: int """Number of events to retrieve."""
JobListEventsParams
python
google__jax
jax/_src/tpu_custom_call.py
{ "start": 4019, "end": 4358 }
class ____(enum.Enum): # No side effects, can be deduplicated / removed if unused. PURE = "pure" # Cannot be deduplicated, but can be removed if unused. DATAFLOW_SIDE_EFFECTING = "dataflow_side_effecting" # Cannot be deduplicated or removed. SIDE_EFFECTING = "side_effecting" @dataclasses.dataclass(frozen=...
TpuSideEffectType
python
jmcnamara__XlsxWriter
xlsxwriter/test/vml/test_vml02.py
{ "start": 359, "end": 2891 }
class ____(unittest.TestCase): """ Test assembling a complete Vml file. """ def test_assemble_xml_file(self): """Test writing a vml with no cell data.""" self.maxDiff = None fh = StringIO() vml = Vml() vml._set_filehandle(fh) button = ButtonType(1, 2, ...
TestAssembleVml
python
pydantic__pydantic
pydantic-core/tests/serializers/test_pickling.py
{ "start": 2016, "end": 2655 }
class ____: __pydantic_serializer__: SchemaSerializer __pydantic_complete__ = True def test_schema_serializer_not_reused_when_unpickling() -> None: s = SchemaSerializer( core_schema.model_schema( cls=Model, schema=core_schema.model_fields_schema(fields={}, model_name='Model...
Model
python
PrefectHQ__prefect
tests/cli/test_work_pool.py
{ "start": 29614, "end": 31458 }
class ____: async def test_provision_infra(self, monkeypatch, push_work_pool, prefect_client): client_res = await prefect_client.read_work_pool(push_work_pool.name) assert client_res.base_job_template != FAKE_DEFAULT_BASE_JOB_TEMPLATE mock_provision = AsyncMock() class MockProvisio...
TestProvisionInfrastructure
python
sqlalchemy__sqlalchemy
test/orm/inheritance/test_poly_persistence.py
{ "start": 891, "end": 2884 }
class ____(fixtures.MappedTest): @classmethod def define_tables(cls, metadata): global companies, people, engineers, managers, boss companies = Table( "companies", metadata, Column( "company_id", Integer, primar...
PolymorphTest
python
ansible__ansible
lib/ansible/plugins/doc_fragments/checksum_common.py
{ "start": 185, "end": 995 }
class ____(object): DOCUMENTATION = r""" options: checksum_algorithm: description: - Algorithm to determine checksum of file. - Will throw an error if the host is unable to use specified algorithm. - The remote host has to support the hashing method specified, V(md5) ...
ModuleDocFragment
python
django__django
tests/model_fields/test_integerfield.py
{ "start": 8924, "end": 9093 }
class ____(IntegerFieldTests): model = SmallIntegerModel documented_range = (-32768, 32767) rel_db_type_class = models.SmallIntegerField
SmallIntegerFieldTests
python
PyCQA__pylint
tests/functional/u/unsubscriptable_value.py
{ "start": 1712, "end": 1800 }
class ____(type): def __getitem__(cls, key): return key + key
MetaSubscriptable
python
dagster-io__dagster
python_modules/dagster/dagster/_core/execution/context/hook.py
{ "start": 7580, "end": 12370 }
class ____(HookContext): def __init__( self, resources: Mapping[str, Any], op: Optional[Union[OpDefinition, PendingNodeInvocation]], run_id: Optional[str], job_name: Optional[str], op_exception: Optional[Exception], instance: Optional["DagsterInstance"], )...
UnboundHookContext
python
ansible__ansible
test/lib/ansible_test/_internal/commands/integration/cloud/nios.py
{ "start": 288, "end": 1986 }
class ____(CloudProvider): """Nios plugin. Sets up NIOS mock server for tests.""" # Default image to run the nios simulator. # # The simulator must be pinned to a specific version # to guarantee CI passes with the version used. # # It's source source itself resides at: # https://github....
NiosProvider
python
marshmallow-code__marshmallow
tests/test_schema.py
{ "start": 49150, "end": 51311 }
class ____: def test_errors_are_cleared_after_loading_collection(self): def always_fail(val): raise ValidationError("lol") class MySchema(Schema): foo = fields.Str(validate=always_fail) schema = MySchema() with pytest.raises(ValidationError) as excinfo: ...
TestFieldValidation
python
huggingface__transformers
src/transformers/models/gpt2/modeling_gpt2.py
{ "start": 46450, "end": 52153 }
class ____(GPT2PreTrainedModel): def __init__(self, config): super().__init__(config) self.num_labels = config.num_labels self.transformer = GPT2Model(config) self.score = nn.Linear(config.n_embd, self.num_labels, bias=False) # Initialize weights and apply final processing ...
GPT2ForSequenceClassification
python
django__django
tests/inspectdb/models.py
{ "start": 5304, "end": 5478 }
class ____(models.Model): pk = models.CompositePrimaryKey("column_1", "column_2") column_1 = models.IntegerField() column_2 = models.IntegerField()
CompositePKModel
python
cython__cython
Cython/Compiler/Nodes.py
{ "start": 307557, "end": 312894 }
class ____(StatNode): # raise statement # # exc_type ExprNode or None # exc_value ExprNode or None # exc_tb ExprNode or None # cause ExprNode or None # # set in FlowControl # in_try_block bool child_attrs = ["exc_type", "exc_value", "exc_tb", "cause"] ...
RaiseStatNode
python
run-llama__llama_index
llama-index-integrations/vector_stores/llama-index-vector-stores-azurepostgresql/tests/common/test_connection.py
{ "start": 2484, "end": 8408 }
class ____: """Tests for verifying the database connection and required extensions. These tests exercise ``check_connection`` with various mocked cursor responses to validate behavior for installed extensions, missing extensions, version mismatches, and broken cursors. """ def test_it_works(se...
TestCheckConnection
python
joke2k__faker
faker/providers/company/ru_RU/__init__.py
{ "start": 514, "end": 32960 }
class ____(CompanyProvider): formats = ( "{{company_prefix}} «{{last_name}}»", "{{company_prefix}} «{{last_name}} {{last_name}}»", "{{company_prefix}} «{{last_name}}-{{last_name}}»", "{{company_prefix}} «{{last_name}}, {{last_name}} и {{last_name}}»", "{{last_name}} {{company...
Provider
python
pytorch__pytorch
test/test_fx_passes.py
{ "start": 15190, "end": 15627 }
class ____: @staticmethod def forward(x): a = torch.neg(x) return torch.add(a, a) @staticmethod def pattern(x): a = torch.neg(x) return torch.add(a, a) test_cases = [ # match_output, match_placeholder, num_matches TestCase(False, False, 1), T...
SimpleFullGraphMatching
python
huggingface__transformers
src/transformers/models/glm4v/video_processing_glm4v.py
{ "start": 2041, "end": 10034 }
class ____(BaseVideoProcessor): resample = PILImageResampling.BICUBIC size = {"shortest_edge": 112 * 112, "longest_edge": 28 * 28 * 2 * 30000} max_image_size = {"longest_edge": 28 * 28 * 2 * 30000} image_mean = OPENAI_CLIP_MEAN image_std = OPENAI_CLIP_STD do_resize = True do_rescale = True ...
Glm4vVideoProcessor
python
google__pytype
pytype/abstract/_interpreter_function.py
{ "start": 3594, "end": 37319 }
class ____(_function_base.SignedFunction): """An abstract value representing a user-defined function. Attributes: name: Function name. Might just be something like "<lambda>". code: A code object. closure: Tuple of cells (cfg.Variable) containing the free variables this closure binds to. ctx:...
InterpreterFunction
python
walkccc__LeetCode
solutions/1423. Maximum Points You Can Obtain from Cards/1423.py
{ "start": 0, "end": 347 }
class ____: def maxScore(self, cardPoints: list[int], k: int) -> int: n = len(cardPoints) summ = sum(cardPoints) windowSum = sum(cardPoints[:n - k]) ans = summ - windowSum for i in range(k): windowSum -= cardPoints[i] windowSum += cardPoints[i + n - k] ans = max(ans, summ - wind...
Solution
python
aio-libs__aiohttp
tests/test_web_response.py
{ "start": 36601, "end": 44723 }
class ____(io.IOBase): def __init__(self) -> None: self._lines = [b"", b"", b"test"] def read(self, size: int = -1) -> bytes: return self._lines.pop() @pytest.mark.parametrize( "payload,expected", ( ("test", "test"), (CustomIO(), "test"), (io.StringIO("test"), ...
CustomIO
python
tensorflow__tensorflow
tensorflow/python/types/internal.py
{ "start": 1019, "end": 1170 }
class ____(object): """Interface for internal isinstance checks to framework/type_spec.py. This helps to avoid circular dependencies. """
TypeSpec
python
instagram__MonkeyType
monkeytype/type_checking_imports_transformer.py
{ "start": 5688, "end": 7745 }
class ____(CSTTransformer): def __init__( self, import_items_to_be_removed: List[ImportItem], ) -> None: super().__init__() self.import_items_to_be_removed = import_items_to_be_removed def leave_Import( self, original_node: Import, updated_node: Import ) -> Union...
RemoveImportsTransformer
python
dask__distributed
distributed/shuffle/_disk.py
{ "start": 3017, "end": 8248 }
class ____(ShardsBuffer): """Accept, buffer, and write many small objects to many files This takes in lots of small objects, writes them to a local directory, and then reads them back when all writes are complete. It buffers these objects in memory so that it can optimize disk access for larger writes...
DiskShardsBuffer
python
ansible__ansible
test/lib/ansible_test/_internal/commands/integration/cloud/aws.py
{ "start": 510, "end": 2646 }
class ____(CloudProvider): """AWS cloud provider plugin. Sets up cloud resources before delegation.""" def __init__(self, args: IntegrationConfig) -> None: super().__init__(args) self.uses_config = True def filter(self, targets: tuple[IntegrationTarget, ...], exclude: list[str]) -> None: ...
AwsCloudProvider
python
getsentry__sentry
src/sentry/utils/snuba.py
{ "start": 14849, "end": 14961 }
class ____(QueryExecutionError): """ Exception raised when a column is missing. """
QueryMissingColumn
python
sqlalchemy__sqlalchemy
test/dialect/mssql/test_types.py
{ "start": 8549, "end": 20270 }
class ____(fixtures.TestBase): def test_boolean(self): "Exercise type specification for boolean type." columns = [ # column type, args, kwargs, expected ddl (Boolean, [], {}, "BIT") ] metadata = MetaData() table_args = ["test_mssql_boolean", metadata...
TypeDDLTest
python
facelessuser__soupsieve
tests/test_level4/test_has.py
{ "start": 90, "end": 4183 }
class ____(util.TestCase): """Test has selectors.""" MARKUP = """ <div id="0" class="aaaa"> <p id="1" class="bbbb"></p> <p id="2" class="cccc"></p> <p id="3" class="dddd"></p> <div id="4" class="eeee"> <div id="5" class="ffff"> <div id="6" class="gggg"> ...
TestHas
python
huggingface__transformers
examples/pytorch/language-modeling/run_mlm.py
{ "start": 5631, "end": 28510 }
class ____: """ Arguments pertaining to what data we are going to input our model for training and eval. """ dataset_name: Optional[str] = field( default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."} ) dataset_config_name: Optional[str] = field( ...
DataTrainingArguments
python
pytorch__pytorch
test/inductor/test_cpu_select_algorithm.py
{ "start": 4206, "end": 4778 }
class ____(TestCase): def _check_amx_counter(self, vec_amx): if vec_amx: self.assertTrue(counters["inductor"]["cpp_micro_gemm_amx_counter"] > 0) else: self.assertEqual(counters["inductor"]["cpp_micro_gemm_amx_counter"], 0) def _check_brgemm_counter(self, vec_amx): ...
BaseTestSelectAlgorithm
python
allegroai__clearml
clearml/backend_api/services/v2_23/queues.py
{ "start": 80916, "end": 82290 }
class ____(Request): """ :param queue: Queue id :type queue: str :param task: Task id :type task: str """ _service = "queues" _action = "move_task_to_back" _version = "2.23" _schema = { "definitions": {}, "properties": { "queue": {"description": "Queu...
MoveTaskToBackRequest
python
encode__httpx
httpx/_transports/default.py
{ "start": 3944, "end": 8667 }
class ____(BaseTransport): def __init__( self, verify: ssl.SSLContext | str | bool = True, cert: CertTypes | None = None, trust_env: bool = True, http1: bool = True, http2: bool = False, limits: Limits = DEFAULT_LIMITS, proxy: ProxyTypes | None = None,...
HTTPTransport
python
celery__celery
t/unit/app/test_schedules.py
{ "start": 9469, "end": 19208 }
class ____: def crontab(self, *args, **kwargs): return crontab(*args, **dict(kwargs, app=self.app)) def next_occurrence(self, crontab, now): crontab.nowfun = lambda: now return now + crontab.remaining_estimate(now) def test_next_minute(self): next = self.next_occurrence( ...
test_crontab_remaining_estimate
python
pytorch__pytorch
torch/_subclasses/meta_utils.py
{ "start": 30348, "end": 88856 }
class ____(Generic[_TensorT]): def __init__(self, *, copy_data: bool = False) -> None: # Maps MetaStorageId to UntypedStorage self.storage_memo: weakref.WeakValueDictionary[ MetaStorageId, torch.UntypedStorage ] = weakref.WeakValueDictionary() # Maps MetaTensorId to torch...
MetaConverter
python
kamyu104__LeetCode-Solutions
Python/open-the-lock.py
{ "start": 183, "end": 1040 }
class ____(object): def openLock(self, deadends, target): """ :type deadends: List[str] :type target: str :rtype: int """ dead = set(deadends) q = ["0000"] lookup = {"0000"} depth = 0 while q: next_q = [] for nod...
Solution
python
fastapi__sqlmodel
sqlmodel/sql/_expression_select_cls.py
{ "start": 411, "end": 1121 }
class ____(_Select[Tuple[_T]]): inherit_cache = True def where(self, *whereclause: Union[_ColumnExpressionArgument[bool], bool]) -> Self: """Return a new `Select` construct with the given expression added to its `WHERE` clause, joined to the existing clause via `AND`, if any. """ ...
SelectBase
python
walkccc__LeetCode
solutions/2977. Minimum Cost to Convert String II/2977.py
{ "start": 0, "end": 1904 }
class ____: def minimumCost( self, source: str, target: str, original: list[str], changed: list[str], cost: list[int], ) -> int: subLengths = set(len(s) for s in original) subToId = self._getSubToId(original, changed) subCount = len(subToId) # dist[u][v] := the mi...
Solution
python
walkccc__LeetCode
solutions/2945. Find Maximum Non-decreasing Array Length/2945.py
{ "start": 0, "end": 921 }
class ____: def findMaximumLength(self, nums: list[int]) -> int: n = len(nums) INF = 10_000_000_000 # prefix[i] := the sum of the first i nums prefix = list(itertools.accumulate(nums, initial=0)) # dp[i] := the maximum number of elements in the increasing # sequence after processing the first ...
Solution
python
kamyu104__LeetCode-Solutions
Python/masking-personal-information.py
{ "start": 29, "end": 502 }
class ____(object): def maskPII(self, S): """ :type S: str :rtype: str """ if '@' in S: first, after = S.split('@') return "{}*****{}@{}".format(first[0], first[-1], after).lower() digits = filter(lambda x: x.isdigit(), S) local = "***...
Solution
python
openai__openai-python
src/openai/types/responses/response_computer_tool_call.py
{ "start": 1028, "end": 1364 }
class ____(BaseModel): type: Literal["double_click"] """Specifies the event type. For a double click action, this property is always set to `double_click`. """ x: int """The x-coordinate where the double click occurred.""" y: int """The y-coordinate where the double click occurred."""...
ActionDoubleClick
python
sphinx-doc__sphinx
sphinx/writers/latex.py
{ "start": 1617, "end": 1725 }
class ____(nodes.footnote): """Footnotes that are collected are assigned this class."""
collected_footnote
python
streamlit__streamlit
lib/tests/streamlit/runtime/state/widgets_test.py
{ "start": 23470, "end": 24989 }
class ____(DeltaGeneratorTestCase): @parameterized.expand(WIDGET_ELEMENTS) def test_register_widget_called_with_valid_value_type( self, _element_name: str, widget_func: ELEMENT_PRODUCER ): with patch( "streamlit.runtime.state.widgets.register_widget_from_metadata", wr...
RegisterWidgetsTest
python
pydata__xarray
xarray/coding/common.py
{ "start": 596, "end": 1709 }
class ____: """Base class for encoding and decoding transformations on variables. We use coders for transforming variables between xarray's data model and a format suitable for serialization. For example, coders apply CF conventions for how data should be represented in netCDF files. Subclasses sh...
VariableCoder
python
keras-team__keras
keras/src/tree/tree_api.py
{ "start": 824, "end": 14559 }
class ____: """Special value for use with `traverse()`.""" pass @keras_export("keras.tree.is_nested") def is_nested(structure): """Checks if a given structure is nested. Examples: >>> keras.tree.is_nested(42) False >>> keras.tree.is_nested({"foo": 42}) True Args: struct...
MAP_TO_NONE
python
walkccc__LeetCode
solutions/1763. Longest Nice Substring/1763.py
{ "start": 0, "end": 551 }
class ____: def longestNiceSubstring(self, s: str) -> str: if len(s) < 2: return '' seen = set(s) for i, c in enumerate(s): # If both upper and lower case letters exists in the string, keep moving, # else take the erroneous character as a partition and check for its left # and ri...
Solution
python
django-haystack__django-haystack
haystack/fields.py
{ "start": 15609, "end": 15675 }
class ____(FacetField, MultiValueField): pass
FacetMultiValueField
python
Textualize__textual
tests/directory_tree/test_early_show_root.py
{ "start": 87, "end": 573 }
class ____(App[None]): def compose(self) -> ComposeResult: tree = DirectoryTree(".") tree.show_root = True yield tree async def test_managed_to_set_show_root_before_mounted() -> None: """https://github.com/Textualize/textual/issues/2363""" async with DirectoryTreeApp().run_test() a...
DirectoryTreeApp