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python
openai__openai-python
src/openai/resources/vector_stores/file_batches.py
{ "start": 33628, "end": 34196 }
class ____: def __init__(self, file_batches: AsyncFileBatches) -> None: self._file_batches = file_batches self.create = async_to_streamed_response_wrapper( file_batches.create, ) self.retrieve = async_to_streamed_response_wrapper( file_batches.retrieve, ...
AsyncFileBatchesWithStreamingResponse
python
dagster-io__dagster
python_modules/libraries/dagster-airbyte/dagster_airbyte/managed/generated/sources.py
{ "start": 21301, "end": 22647 }
class ____(GeneratedAirbyteSource): @public def __init__( self, name: str, key_id: str, private_key: str, issuer_id: str, vendor: str, start_date: str ): """Airbyte Source for Appstore Singer. Documentation can be found at https://docs.airbyte.com/integrations/sources/appstore ...
AppstoreSingerSource
python
pydantic__pydantic
pydantic-core/python/pydantic_core/core_schema.py
{ "start": 73584, "end": 77456 }
class ____(_ValidatorFunctionSchema, total=False): type: Required[Literal['function-after']] def no_info_after_validator_function( function: NoInfoValidatorFunction, schema: CoreSchema, *, ref: str | None = None, json_schema_input_schema: CoreSchema | None = None, metadata: dict[str, Any] ...
AfterValidatorFunctionSchema
python
dagster-io__dagster
examples/docs_projects/project_dspy/dspy_modules/puzzle.py
{ "start": 377, "end": 514 }
class ____: """Represents a group in a Connections puzzle.""" name: str color: str words: List[str] @dataclass
PuzzleGroup
python
readthedocs__readthedocs.org
readthedocs/redirects/querysets.py
{ "start": 668, "end": 6754 }
class ____(NoReprQuerySet, models.QuerySet): """Redirects take into account their own privacy_level setting.""" use_for_related_fields = True def _add_from_user_projects(self, queryset, user): if user.is_authenticated: projects_pk = AdminPermission.projects( user=user, ...
RedirectQuerySet
python
kubernetes-client__python
kubernetes/client/models/v1_node.py
{ "start": 383, "end": 7016 }
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...
V1Node
python
pytest-dev__pytest
testing/code/test_source.py
{ "start": 13690, "end": 14111 }
class ____: def setup_class(self) -> None: self.source = """\ try: raise ValueError finally: raise IndexError(1) """ def test_body(self) -> None: source = getstatement(1, self.source) assert str(source) == " raise ValueError" def test_finally(self) -> None: sourc...
TestTryFinally
python
kamyu104__LeetCode-Solutions
Python/number-of-ways-to-buy-pens-and-pencils.py
{ "start": 223, "end": 1577 }
class ____(object): def waysToBuyPensPencils(self, total, cost1, cost2): """ :type total: int :type cost1: int :type cost2: int :rtype: int """ def gcd(a, b): while b: a, b = b, a%b return a def ceil_div...
Solution
python
sphinx-doc__sphinx
sphinx/addnodes.py
{ "start": 8243, "end": 8356 }
class ____(nodes.Part, nodes.Inline, nodes.FixedTextElement): """Node for a single parameter."""
desc_parameter
python
spack__spack
var/spack/test_repos/spack_repo/builtin_mock/packages/virtual_with_abi/package.py
{ "start": 188, "end": 403 }
class ____(Package): """Virtual package for mocking an interface with stable ABI .""" homepage = "https://www.abi.org/" virtual = True def test_hello(self): print("Hello there!")
VirtualWithAbi
python
tensorflow__tensorflow
tensorflow/python/distribute/distribute_lib.py
{ "start": 38913, "end": 42264 }
class ____( collections.namedtuple("InputOptions", [ "experimental_fetch_to_device", "experimental_replication_mode", "experimental_place_dataset_on_device", "experimental_per_replica_buffer_size", ])): """Run options for `experimental_distribute_dataset(s_from_function)`. T...
InputOptions
python
pytorch__pytorch
torch/_dynamo/variables/tensor.py
{ "start": 65149, "end": 66002 }
class ____(TensorVariable): """ This is a 1-element tensor represents unspecialized python float/int. """ _nonvar_fields = { "raw_value", "need_unwrap", *TensorVariable._nonvar_fields, } def __init__( self, proxy: torch.fx.Proxy, *, raw_value=None, need_unwrap=T...
UnspecializedPythonVariable
python
apache__airflow
providers/docker/tests/unit/docker/test_exceptions.py
{ "start": 1741, "end": 3226 }
class ____: @pytest.fixture(autouse=True) def setup_patchers(self, docker_api_client_patcher): self.client_mock = mock.MagicMock(spec=APIClient) self.client_mock.wait.return_value = {"StatusCode": 0} self.log_messages = ["container log 😁 ", b"byte string container log"] self....
TestDockerContainerExceptions
python
django__django
tests/admin_widgets/tests.py
{ "start": 21774, "end": 26401 }
class ____(TestDataMixin, TestCase): @classmethod def setUpTestData(cls): super().setUpTestData() band = Band.objects.create(name="Linkin Park") cls.album = band.album_set.create( name="Hybrid Theory", cover_art=r"albums\hybrid_theory.jpg" ) def test_render(self)...
AdminFileWidgetTests
python
getsentry__sentry
src/sentry/integrations/jira_server/integration.py
{ "start": 53014, "end": 56050 }
class ____(IntegrationProvider): key = IntegrationProviderSlug.JIRA_SERVER.value name = "Jira Server" metadata = metadata integration_cls = JiraServerIntegration needs_default_identity = True features = frozenset( [ IntegrationFeatures.ISSUE_BASIC, IntegrationFe...
JiraServerIntegrationProvider
python
walkccc__LeetCode
solutions/2095. Delete the Middle Node of a Linked List/2095.py
{ "start": 0, "end": 324 }
class ____: def deleteMiddle(self, head: ListNode | None) -> ListNode | None: dummy = ListNode(0, head) slow = dummy fast = dummy while fast.next and fast.next.next: slow = slow.next fast = fast.next.next # Delete the middle node. slow.next = slow.next.next return dummy.next
Solution
python
apache__airflow
providers/microsoft/azure/tests/unit/microsoft/azure/hooks/test_synapse_pipeline.py
{ "start": 1537, "end": 7592 }
class ____: @pytest.fixture(autouse=True) def setup_connections(self, create_mock_connections): create_mock_connections( # connection_client_secret Connection( conn_id=DEFAULT_CONNECTION_CLIENT_SECRET, conn_type="azure_synapse", hos...
TestAzureSynapsePipelineHook
python
pytorch__pytorch
torch/_dynamo/variables/dicts.py
{ "start": 36741, "end": 40010 }
class ____(VariableTracker): # proxies to the original dict_vt def __init__(self, dv_dict: ConstDictVariable, **kwargs: Any) -> None: super().__init__(**kwargs) assert isinstance(dv_dict, ConstDictVariable) self.dv_dict = dv_dict def python_type(self) -> type: return types.M...
MappingProxyVariable
python
huggingface__transformers
src/transformers/models/lfm2_moe/modeling_lfm2_moe.py
{ "start": 6075, "end": 6706 }
class ____(nn.Module): def __init__(self, config: Lfm2MoeConfig, intermediate_size: Optional[int] = None): super().__init__() self.hidden_size = config.hidden_size self.intermediate_size = config.intermediate_size if intermediate_size is None else intermediate_size self.w1 = nn.Linea...
Lfm2MoeMLP
python
getsentry__sentry
src/sentry/auth/providers/saml2/generic/views.py
{ "start": 1850, "end": 2772 }
class ____(AuthView): def handle(self, request: HttpRequest, pipeline: AuthHelper) -> HttpResponseBase: op = "url" forms: dict[str, Form | None] = { "url": URLMetadataForm(), "xml": XMLMetadataForm(), "idp": SAMLForm(), } if "action_save" in requ...
SelectIdP
python
scikit-learn__scikit-learn
sklearn/manifold/_t_sne.py
{ "start": 19039, "end": 44044 }
class ____(ClassNamePrefixFeaturesOutMixin, TransformerMixin, BaseEstimator): """T-distributed Stochastic Neighbor Embedding. t-SNE [1] is a tool to visualize high-dimensional data. It converts similarities between data points to joint probabilities and tries to minimize the Kullback-Leibler divergence...
TSNE
python
numba__numba
numba/tests/test_random.py
{ "start": 39099, "end": 47337 }
class ____(BaseTest): """ Test array-producing variants of np.random.* functions. """ def _compile_array_dist(self, funcname, nargs): qualname = "np.random.%s" % (funcname,) argstring = ', '.join('abcd'[:nargs]) return jit_with_args(qualname, argstring) def _check_array_dis...
TestRandomArrays
python
wandb__wandb
wandb/sdk/launch/agent/run_queue_item_file_saver.py
{ "start": 175, "end": 1308 }
class ____: def __init__( self, agent_run: Optional["wandb.Run"], run_queue_item_id: str, ): self.run_queue_item_id = run_queue_item_id self.run = agent_run def save_contents( self, contents: str, fname: str, file_sub_type: FileSubtypes ) -> Optional[List...
RunQueueItemFileSaver
python
langchain-ai__langchain
libs/langchain/langchain_classic/output_parsers/retry.py
{ "start": 1106, "end": 1247 }
class ____(TypedDict): """Retry chain input for RetryOutputParser.""" prompt: str completion: str
RetryOutputParserRetryChainInput
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/classVar2.py
{ "start": 282, "end": 630 }
class ____: var1 = "" def __init__(self) -> None: self.var2 = "" # This should generate an error because var2 # is not a class variable. a: Proto = ProtoImpl() def func1(x: Proto): reveal_type(x.var1, expected_text="str") reveal_type(x.var2, expected_text="str") reveal_type(x.var3, expe...
ProtoImpl
python
tensorflow__tensorflow
tensorflow/python/keras/optimizer_v2/learning_rate_schedule.py
{ "start": 28859, "end": 33439 }
class ____(LearningRateSchedule): """A LearningRateSchedule that uses a linear cosine decay schedule. See [Bello et al., ICML2017] Neural Optimizer Search with RL. https://arxiv.org/abs/1709.07417 For the idea of warm starts here controlled by `num_periods`, see [Loshchilov & Hutter, ICLR2016] SGDR: Stochas...
LinearCosineDecay
python
modin-project__modin
modin/tests/pandas/native_df_interoperability/test_compiler_caster.py
{ "start": 8420, "end": 10178 }
class ____(BaseTestAutoMover): """Represents a cloud-hosted query compiler that prefers to stay on the cloud only for big data""" # Operations are more costly on this engine, even though it can handle larger datasets _MAX_SIZE_THIS_ENGINE_CAN_HANDLE = BIG_DATA_CLOUD_MIN_NUM_ROWS * 10 _OPERATION_INITIAL...
CloudForBigDataQC
python
astropy__astropy
astropy/utils/metadata/tests/test_metadata.py
{ "start": 1930, "end": 2027 }
class ____(MetaBaseTest): test_class = ExampleData args = () @dataclass
TestMetaExampleData
python
getsentry__sentry
tests/sentry/api/endpoints/test_dif_assemble.py
{ "start": 764, "end": 10180 }
class ____(APITestCase): def setUp(self) -> None: self.organization = self.create_organization(owner=self.user) with assume_test_silo_mode(SiloMode.CONTROL): self.token = ApiToken.objects.create(user=self.user, scope_list=["project:write"]) self.team = self.create_team(organizati...
DifAssembleEndpoint
python
walkccc__LeetCode
solutions/2875. Minimum Size Subarray in Infinite Array/2875.py
{ "start": 0, "end": 687 }
class ____: def minSizeSubarray(self, nums: list[int], target: int) -> int: summ = sum(nums) n = len(nums) remainingTarget = target % summ repeatLength = (target // summ) * n if remainingTarget == 0: return repeatLength suffixPlusPrefixLength = n prefix = 0 prefixToIndex = {0: -...
Solution
python
ray-project__ray
python/ray/serve/_private/build_app.py
{ "start": 494, "end": 1330 }
class ____(dict, Generic[K, V]): """Dictionary that uses id() for keys instead of hash(). This is necessary because Application objects aren't hashable and we want each instance to map to a unique key. """ def __getitem__(self, key: K) -> V: if not isinstance(key, int): key = i...
IDDict
python
getsentry__sentry
tests/acceptance/test_organization_dashboards.py
{ "start": 1107, "end": 26995 }
class ____(AcceptanceTestCase): def setUp(self) -> None: super().setUp() min_ago = before_now(minutes=1).isoformat() self.store_event( data={"event_id": "a" * 32, "message": "oh no", "timestamp": min_ago}, project_id=self.project.id, ) self.dashboard =...
OrganizationDashboardsAcceptanceTest
python
palantir__python-language-server
pyls/workspace.py
{ "start": 591, "end": 4300 }
class ____(object): M_PUBLISH_DIAGNOSTICS = 'textDocument/publishDiagnostics' M_APPLY_EDIT = 'workspace/applyEdit' M_SHOW_MESSAGE = 'window/showMessage' def __init__(self, root_uri, endpoint, config=None): self._config = config self._root_uri = root_uri self._endpoint = endpoin...
Workspace
python
getsentry__sentry
tests/sentry/api/bases/test_project.py
{ "start": 12359, "end": 21913 }
class ____(ProjectPermissionBase): def setUp(self) -> None: super().setUp() self.organization.flags.allow_joinleave = False self.organization.save() self.team = self.create_team(organization=self.organization) self.project = self.create_project(organization=self.organization)...
ProjectPermissionNoJoinLeaveTest
python
great-expectations__great_expectations
great_expectations/data_context/store/gx_cloud_store_backend.py
{ "start": 1113, "end": 1176 }
class ____(TypedDict): errors: List[ErrorDetail]
ErrorPayload
python
kamyu104__LeetCode-Solutions
Python/find-the-longest-substring-containing-vowels-in-even-counts.py
{ "start": 29, "end": 529 }
class ____(object): def findTheLongestSubstring(self, s): """ :type s: str :rtype: int """ VOWELS = "aeiou" result, mask, lookup = 0, 0, [-2]*(2**len(VOWELS)) lookup[0] = -1 for i, c in enumerate(s): index = VOWELS.find(c) mask ...
Solution
python
django__django
tests/m2m_signals/tests.py
{ "start": 174, "end": 19116 }
class ____(TestCase): @classmethod def setUpTestData(cls): cls.vw = Car.objects.create(name="VW") cls.bmw = Car.objects.create(name="BMW") cls.toyota = Car.objects.create(name="Toyota") cls.wheelset = Part.objects.create(name="Wheelset") cls.doors = Part.objects.create(n...
ManyToManySignalsTest
python
realpython__materials
python-property/circle_v6.py
{ "start": 63, "end": 267 }
class ____: def __init__(self, radius): self.radius = radius @cached_property def diameter(self): sleep(0.5) # Simulate a costly computation return self.radius * 2
Circle
python
huggingface__transformers
src/transformers/models/seed_oss/modeling_seed_oss.py
{ "start": 15700, "end": 18839 }
class ____(SeedOssPreTrainedModel): def __init__(self, config: SeedOssConfig): super().__init__(config) self.padding_idx = config.pad_token_id self.vocab_size = config.vocab_size self.embed_tokens = nn.Embedding(config.vocab_size, config.hidden_size, self.padding_idx) self.l...
SeedOssModel
python
google__flatbuffers
grpc/examples/python/greeter/models/greeter_grpc_fb.py
{ "start": 530, "end": 1423 }
class ____(object): '''Interface exported by the server.''' def SayHello(self, request, context): context.set_code(grpc.StatusCode.UNIMPLEMENTED) context.set_details('Method not implemented!') raise NotImplementedError('Method not implemented!') def SayManyHellos(self, request, context): context...
GreeterServicer
python
django__django
tests/model_enums/tests.py
{ "start": 8126, "end": 8485 }
class ____(datetime.date, models.Choices): APOLLO_11 = 1969, 7, 20, "Apollo 11 (Eagle)" APOLLO_12 = 1969, 11, 19, "Apollo 12 (Intrepid)" APOLLO_14 = 1971, 2, 5, "Apollo 14 (Antares)" APOLLO_15 = 1971, 7, 30, "Apollo 15 (Falcon)" APOLLO_16 = 1972, 4, 21, "Apollo 16 (Orion)" APOLLO_17 = 1972, 12, ...
MoonLandings
python
doocs__leetcode
solution/2500-2599/2567.Minimum Score by Changing Two Elements/Solution.py
{ "start": 0, "end": 166 }
class ____: def minimizeSum(self, nums: List[int]) -> int: nums.sort() return min(nums[-1] - nums[2], nums[-2] - nums[1], nums[-3] - nums[0])
Solution
python
numba__numba
numba/tests/test_extending.py
{ "start": 10326, "end": 10708 }
class ____(AbstractTemplate): def generic(self, args, kws): assert isinstance(args[0], types.MakeFunctionLiteral) return signature(types.none, *args) def mk_func_test_impl(): mk_func_input(lambda a: a) # ----------------------------------------------------------------------- # Define a types...
MkFuncTyping
python
dagster-io__dagster
python_modules/dagster/dagster/_core/definitions/asset_selection.py
{ "start": 45214, "end": 47326 }
class ____(AssetSelection): selected_keys: Sequence[AssetKey] def resolve_inner( self, asset_graph: BaseAssetGraph, allow_missing: bool ) -> AbstractSet[AssetKey]: specified_keys = set(self.selected_keys) missing_keys = {key for key in specified_keys if not asset_graph.has(key)} ...
KeysAssetSelection
python
openai__openai-python
src/openai/resources/beta/realtime/realtime.py
{ "start": 2127, "end": 4390 }
class ____(SyncAPIResource): @cached_property def sessions(self) -> Sessions: return Sessions(self._client) @cached_property def transcription_sessions(self) -> TranscriptionSessions: return TranscriptionSessions(self._client) @cached_property def with_raw_response(self) -> Rea...
Realtime
python
kamyu104__LeetCode-Solutions
Python/find-the-minimum-cost-array-permutation.py
{ "start": 77, "end": 1033 }
class ____(object): def findPermutation(self, nums): """ :type nums: List[int] :rtype: List[int] """ INF = float("inf") n = len(nums) dp = [[(INF, -1) for _ in xrange(n-1)] for _ in xrange(1<<(n-1))] for i in xrange(n-1): dp[1<<i][i] = (abs...
Solution
python
great-expectations__great_expectations
contrib/great_expectations_semantic_types_expectations/great_expectations_semantic_types_expectations/expectations/expect_column_values_to_be_valid_http_status_code.py
{ "start": 666, "end": 1681 }
class ____(ColumnMapMetricProvider): # This is the id string that will be used to reference your metric. condition_metric_name = "column_values.valid_http_status_code" # This method implements the core logic for the PandasExecutionEngine @column_condition_partial(engine=PandasExecutionEngine) def _...
ColumnValuesToBeValidHttpStatusCode
python
ray-project__ray
rllib/utils/actor_manager.py
{ "start": 439, "end": 1612 }
class ____: """A wrapper around a result or a RayError thrown during remote task/actor calls. This is used to return data from `FaultTolerantActorManager` that allows us to distinguish between RayErrors (remote actor related) and valid results. """ def __init__(self, result: Any = None, error: Exc...
ResultOrError
python
TheAlgorithms__Python
graphs/greedy_best_first.py
{ "start": 1975, "end": 5389 }
class ____: """ >>> grid = TEST_GRIDS[2] >>> gbf = GreedyBestFirst(grid, (0, 0), (len(grid) - 1, len(grid[0]) - 1)) >>> [x.pos for x in gbf.get_successors(gbf.start)] [(1, 0), (0, 1)] >>> (gbf.start.pos_y + delta[3][0], gbf.start.pos_x + delta[3][1]) (0, 1) >>> (gbf.start.pos_y + delta[2...
GreedyBestFirst
python
MongoEngine__mongoengine
tests/utils.py
{ "start": 2955, "end": 3259 }
class ____(query_counter): def get_ops(self): ignore_query = dict(self._ignored_query) ignore_query["command.count"] = { "$ne": "system.profile" } # Ignore the query issued by query_counter return list(self.db.system.profile.find(ignore_query))
db_ops_tracker
python
qdrant__qdrant-client
qdrant_client/async_client_base.py
{ "start": 385, "end": 12533 }
class ____: def __init__(self, **kwargs: Any): pass async def search_matrix_offsets( self, collection_name: str, query_filter: Optional[types.Filter] = None, limit: int = 3, sample: int = 10, using: Optional[str] = None, **kwargs: Any, ) -> ty...
AsyncQdrantBase
python
tensorflow__tensorflow
tensorflow/python/distribute/values.py
{ "start": 18002, "end": 43644 }
class ____(DistributedDelegate, variables_lib.Variable, core.Tensor): """Holds a map from replica to variables.""" def __init__(self, strategy, values, aggregation, var_policy=None): if (aggregation == variables_lib.VariableAggregation.MEAN and not values[0].dtype.is_floating)...
DistributedVariable
python
apache__airflow
providers/google/tests/unit/google/cloud/operators/test_cloud_run.py
{ "start": 2271, "end": 3111 }
class ____: def test_template_fields(self): operator = CloudRunCreateJobOperator( task_id=TASK_ID, project_id=PROJECT_ID, region=REGION, job_name=JOB_NAME, job=JOB ) _assert_common_template_fields(operator.template_fields) assert "job_name" in operator.template_fields ...
TestCloudRunCreateJobOperator
python
ansible__ansible
lib/ansible/plugins/strategy/host_pinned.py
{ "start": 1720, "end": 1875 }
class ____(FreeStrategyModule): def __init__(self, tqm): super(StrategyModule, self).__init__(tqm) self._host_pinned = True
StrategyModule
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 751578, "end": 756799 }
class ____(sgqlc.types.Type, Node): """ See source code for more info. """ __schema__ = graphql_schema __field_names__ = ( "avatar_url", "billing_info", "created_at", "database_id", "description", "description_html", "location", "membe...
Enterprise
python
walkccc__LeetCode
solutions/3044. Most Frequent Prime/3044.py
{ "start": 0, "end": 774 }
class ____: def mostFrequentPrime(self, mat: list[list[int]]) -> int: DIRS = ((1, 0), (1, -1), (0, -1), (-1, -1), (-1, 0), (-1, 1), (0, 1), (1, 1)) m = len(mat) n = len(mat[0]) count = collections.Counter() def isPrime(num: int) -> bool: return not any(num % i == 0 for i in rang...
Solution
python
modin-project__modin
modin/db_conn.py
{ "start": 1553, "end": 5904 }
class ____: """ Creates a SQL database connection. Parameters ---------- lib : str The library for the SQL connection. *args : iterable Positional arguments to pass when creating the connection. **kwargs : dict Keyword arguments to pass when creating the connection. ...
ModinDatabaseConnection
python
getsentry__sentry
src/sentry/migrations/0990_groupowner_json_field.py
{ "start": 188, "end": 1515 }
class ____(CheckedMigration): # This flag is used to mark that a migration shouldn't be automatically run in production. # This should only be used for operations where it's safe to run the migration after your # code has deployed. So this should not be used for most operations that alter the schema # o...
Migration
python
ApeWorX__ape
src/ape/plugins/account.py
{ "start": 167, "end": 1028 }
class ____(PluginType): """ An account-related plugin. The plugin must register both an :class:`ape.api.accounts.AccountContainerAPI` as well as an :class:`ape.api.accounts.AccountAPI`. """ @hookspec def account_types( # type: ignore[empty-body] self, ) -> tuple[type["AccountCo...
AccountPlugin
python
Pylons__pyramid
tests/test_exceptions.py
{ "start": 1797, "end": 2438 }
class ____(unittest.TestCase): def _makeOne(self, message): from pyramid.exceptions import Forbidden return Forbidden(message) def test_it(self): from pyramid.interfaces import IExceptionResponse e = self._makeOne('forbidden') self.assertTrue(IExceptionResponse.provide...
TestForbidden
python
dask__distributed
distributed/collections.py
{ "start": 943, "end": 7099 }
class ____(MutableSet[T]): """A set-like where the `pop` method returns the smallest item, as sorted by an arbitrary key function. Ties are broken by oldest first. Values must be compatible with :mod:`weakref`. Parameters ---------- key: Callable A function that takes a single element ...
HeapSet
python
huggingface__transformers
src/transformers/models/moshi/modeling_moshi.py
{ "start": 11714, "end": 13992 }
class ____(nn.Module): def __init__(self, input_size, output_size, num_layers): super().__init__() # Stack the weights for N layers into a single tensor (num_layers, output_size, input_size) self.weight = nn.Parameter(torch.randn(num_layers, output_size, input_size)) def forward(self, x...
MoshiFlexibleLinear
python
pytorch__pytorch
torch/_dynamo/exc.py
{ "start": 5952, "end": 6078 }
class ____(ArgsMismatchError): """ Internal error from cond() due to arguments mismatch. """
CondOpArgsMismatchError
python
kamyu104__LeetCode-Solutions
Python/optimal-partition-of-string.py
{ "start": 42, "end": 398 }
class ____(object): def partitionString(self, s): """ :type s: str :rtype: int """ result, left = 1, 0 lookup = {} for i, x in enumerate(s): if x in lookup and lookup[x] >= left: left = i result += 1 look...
Solution
python
altair-viz__altair
tests/utils/test_plugin_registry.py
{ "start": 96, "end": 179 }
class ____(PluginRegistry[Callable[[int], int], int]): pass
TypedCallableRegistry
python
pytorch__pytorch
torch/fx/experimental/proxy_tensor.py
{ "start": 71957, "end": 72084 }
class ____(NameError): pass # Base class for inline _ModuleStackTracer.__init__.AttrProxy
_ModuleNotInstalledAsSubmoduleError
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/operators/managed_kafka.py
{ "start": 4031, "end": 8533 }
class ____(ManagedKafkaBaseOperator): """ Create a new Apache Kafka cluster. :param project_id: Required. The ID of the Google Cloud project that the service belongs to. :param location: Required. The ID of the Google Cloud region that the service belongs to. :param cluster: Required. Configuration...
ManagedKafkaCreateClusterOperator
python
sqlalchemy__sqlalchemy
examples/generic_associations/discriminator_on_association.py
{ "start": 1415, "end": 1825 }
class ____(Base): """Associates a collection of Address objects with a particular parent. """ __tablename__ = "address_association" discriminator: Mapped[str] = mapped_column() """Refers to the type of parent.""" addresses: Mapped[list["Address"]] = relationship( back_populates="as...
AddressAssociation
python
joke2k__faker
faker/providers/automotive/ar_JO/__init__.py
{ "start": 48, "end": 1567 }
class ____(AutomotiveProvider): """Implement automotive provider for ``ar_JO`` locale. Sources: - https://en.wikipedia.org/wiki/Vehicle_registration_plates_of_Jordan """ license_formats = ( "{{initials}}-####", "{{initials}}-#####", ) def initials(self) -> str: ""...
Provider
python
huggingface__transformers
src/transformers/models/t5/modeling_t5.py
{ "start": 5899, "end": 16240 }
class ____(nn.Module): def __init__( self, config: T5Config, has_relative_attention_bias=False, layer_idx: Optional[int] = None, ): super().__init__() self.is_decoder = config.is_decoder self.has_relative_attention_bias = has_relative_attention_bias ...
T5Attention
python
google__pytype
pytype/pyi/definitions.py
{ "start": 7194, "end": 8957 }
class ____(visitors.Visitor): """Visitor for verifying TypeParameters used in mutations are in scope.""" def __init__(self): super().__init__() # A stack of type parameters introduced into the scope. The top of the stack # contains the currently accessible parameter set. self.type_params_in_scope =...
_VerifyMutators
python
redis__redis-py
redis/asyncio/cluster.py
{ "start": 72659, "end": 74770 }
class ____(ABC): @abstractmethod async def initialize(self) -> "ClusterPipeline": """ Initialize the execution strategy. See ClusterPipeline.initialize() """ pass @abstractmethod def execute_command( self, *args: Union[KeyT, EncodableT], **kwargs: Any ...
ExecutionStrategy
python
apache__airflow
providers/amazon/src/airflow/providers/amazon/aws/operators/redshift_cluster.py
{ "start": 1693, "end": 16104 }
class ____(AwsBaseOperator[RedshiftHook]): """ Creates a new cluster with the specified parameters. .. seealso:: For more information on how to use this operator, take a look at the guide: :ref:`howto/operator:RedshiftCreateClusterOperator` :param cluster_identifier: A unique identifi...
RedshiftCreateClusterOperator
python
great-expectations__great_expectations
great_expectations/datasource/fluent/fabric.py
{ "start": 7416, "end": 7634 }
class ____(_PowerBIAsset): """Microsoft PowerBI DAX.""" _reader_method: ClassVar[FabricReaderMethods] = "evaluate_dax" type: Literal["powerbi_dax"] = "powerbi_dax" dax_string: str @public_api
PowerBIDax
python
mlflow__mlflow
mlflow/tracing/constant.py
{ "start": 1843, "end": 2103 }
class ____: TOTAL_SIZE_BYTES = "total_size_bytes" NUM_SPANS = "num_spans" MAX_SPAN_SIZE_BYTES = "max" P25_SPAN_SIZE_BYTES = "p25" P50_SPAN_SIZE_BYTES = "p50" P75_SPAN_SIZE_BYTES = "p75" # A set of reserved attribute keys
TraceSizeStatsKey
python
apache__airflow
providers/google/tests/unit/google/ads/transfers/test_ads_to_gcs.py
{ "start": 1150, "end": 2441 }
class ____: @mock.patch("airflow.providers.google.ads.transfers.ads_to_gcs.GoogleAdsHook") @mock.patch("airflow.providers.google.ads.transfers.ads_to_gcs.GCSHook") def test_execute(self, mock_gcs_hook, mock_ads_hook): op = GoogleAdsToGcsOperator( gcp_conn_id=gcp_conn_id, goog...
TestGoogleAdsToGcsOperator
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/pycodestyle/E30.py
{ "start": 5680, "end": 6441 }
class ____: """Demo.""" @overload def bar(self, x: int) -> int: ... @overload def bar(self, x: str) -> str: ... def bar(self, x: int | str) -> int | str: return x # end # E302 """Main module.""" def fn(): pass # end # E302 import sys def get_sys_path(): return sys.pa...
Foo
python
gevent__gevent
src/gevent/tests/test__greenlet.py
{ "start": 28218, "end": 30283 }
class ____(greentest.TestCase): def test_simple(self): with gevent.spawn(gevent.sleep, timing.SMALL_TICK) as g: self.assert_greenlet_spawned(g) # It is completed after the suite self.assert_greenlet_finished(g) def test_wait_in_suite(self): with gevent.spawn(self._r...
TestContextManager
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/classes7.py
{ "start": 114, "end": 265 }
class ____(Generic[T]): pass IntBaseClass = BaseClass[float] # This should generate an error because the same # base class is used twice.
BaseClass
python
sympy__sympy
sympy/polys/domains/domain.py
{ "start": 3070, "end": 3775 }
class ____(AbsElement, Protocol): """An element that can be compared to other elements. Must support ``<``, ``<=``, ``>``, ``>=``. """ def __lt__(self, other: Self, /) -> bool: ... def __le__(self, other: Self, /) -> bool: ... def __gt__(self, other: Self, /) -> bool: ... def __ge__(self, o...
OrderedElement
python
pypa__setuptools
pkg_resources/__init__.py
{ "start": 91198, "end": 97570 }
class ____: """Object representing an advertised importable object""" def __init__( self, name: str, module_name: str, attrs: Iterable[str] = (), extras: Iterable[str] = (), dist: Distribution | None = None, ) -> None: if not MODULE(module_name): ...
EntryPoint
python
django__django
tests/model_fields/test_durationfield.py
{ "start": 2204, "end": 2704 }
class ____(SimpleTestCase): def test_invalid_string(self): field = models.DurationField() with self.assertRaises(exceptions.ValidationError) as cm: field.clean("not a datetime", None) self.assertEqual(cm.exception.code, "invalid") self.assertEqual( cm.exceptio...
TestValidation
python
celery__celery
celery/beat.py
{ "start": 6520, "end": 16356 }
class ____: """Scheduler for periodic tasks. The :program:`celery beat` program may instantiate this class multiple times for introspection purposes, but then with the ``lazy`` argument set. It's important for subclasses to be idempotent when this argument is set. Arguments: schedule ...
Scheduler
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/orm/strategies.py
{ "start": 41842, "end": 44649 }
class ____(_AbstractRelationshipLoader): """A relationship loader that emits a second SELECT statement.""" __slots__ = () def _setup_for_recursion(self, context, path, loadopt, join_depth=None): effective_path = ( context.compile_state.current_path or orm_util.PathRegistry.root ...
_PostLoader
python
huggingface__transformers
src/transformers/models/bert/modeling_bert.py
{ "start": 23718, "end": 25547 }
class ____(ModelOutput): r""" loss (*optional*, returned when `labels` is provided, `torch.FloatTensor` of shape `(1,)`): Total loss as the sum of the masked language modeling loss and the next sequence prediction (classification) loss. prediction_logits (`torch.FloatTensor` of shape `(batch...
BertForPreTrainingOutput
python
pytorch__pytorch
torch/multiprocessing/queue.py
{ "start": 1123, "end": 1477 }
class ____(multiprocessing.queues.SimpleQueue): def _make_methods(self): if not isinstance(self._reader, ConnectionWrapper): self._reader: ConnectionWrapper = ConnectionWrapper(self._reader) self._writer: ConnectionWrapper = ConnectionWrapper(self._writer) super()._make_metho...
SimpleQueue
python
matplotlib__matplotlib
galleries/examples/specialty_plots/skewt.py
{ "start": 1185, "end": 2602 }
class ____(maxis.XTick): def draw(self, renderer): # When adding the callbacks with `stack.callback`, we fetch the current # visibility state of the artist with `get_visible`; the ExitStack will # restore these states (`set_visible`) at the end of the block (after # the draw). ...
SkewXTick
python
spyder-ide__spyder
spyder/plugins/debugger/widgets/breakpoint_table_view.py
{ "start": 1123, "end": 1416 }
class ____: # Triggers ClearAllBreakpoints = 'clear_all_breakpoints_action' ClearBreakpoint = 'clear_breakpoint_action' EditBreakpoint = 'edit_breakpoint_action' # --- Model # ----------------------------------------------------------------------------
BreakpointTableViewActions
python
sympy__sympy
sympy/polys/polyoptions.py
{ "start": 9814, "end": 10071 }
class ____(BooleanOption, metaclass=OptionType): """``greedy`` option to polynomial manipulation functions. """ option = 'greedy' requires: list[str] = [] excludes = ['domain', 'split', 'gaussian', 'extension', 'modulus', 'symmetric']
Greedy
python
fluentpython__example-code-2e
17-it-generator/sentence_iter2.py
{ "start": 222, "end": 501 }
class ____: def __init__(self, text): self.text = text def __repr__(self): return f'Sentence({reprlib.repr(self.text)})' def __iter__(self): word_iter = RE_WORD.finditer(self.text) # <1> return SentenceIter(word_iter) # <2>
Sentence
python
run-llama__llama_index
llama-index-integrations/readers/llama-index-readers-rayyan/llama_index/readers/rayyan/base.py
{ "start": 169, "end": 3989 }
class ____(BaseReader): """ Rayyan reader. Reads articles from a Rayyan review. Args: credentials_path (str): Rayyan credentials path. rayyan_url (str, optional): Rayyan URL. Defaults to https://rayyan.ai. Set to an alternative URL if you are using a non-production Rayyan instan...
RayyanReader
python
dagster-io__dagster
python_modules/libraries/dagster-fivetran/dagster_fivetran_tests/test_translator.py
{ "start": 1283, "end": 2690 }
class ____(DagsterFivetranTranslator): def get_asset_spec(self, props: FivetranConnectorTableProps) -> AssetSpec: default_spec = super().get_asset_spec(props) return default_spec.replace_attributes( key=default_spec.key.with_prefix("prefix"), metadata={**default_spec.metadata...
MyCustomTranslator
python
jmcnamara__XlsxWriter
xlsxwriter/test/comparison/test_chart_column07.py
{ "start": 315, "end": 1348 }
class ____(ExcelComparisonTest): """ Test file created by XlsxWriter against a file created by Excel. """ def setUp(self): self.set_filename("chart_column07.xlsx") def test_create_file(self): """Test the creation of a simple XlsxWriter file.""" workbook = Workbook(self.go...
TestCompareXLSXFiles
python
scrapy__scrapy
scrapy/utils/testproc.py
{ "start": 1798, "end": 2353 }
class ____(ProcessProtocol): def __init__(self) -> None: self.deferred: Deferred[TestProcessProtocol] = Deferred() self.out: bytes = b"" self.err: bytes = b"" self.exitcode: int | None = None def outReceived(self, data: bytes) -> None: self.out += data def errReceiv...
TestProcessProtocol
python
plotly__plotly.py
plotly/graph_objs/choroplethmapbox/_stream.py
{ "start": 233, "end": 3556 }
class ____(_BaseTraceHierarchyType): _parent_path_str = "choroplethmapbox" _path_str = "choroplethmapbox.stream" _valid_props = {"maxpoints", "token"} @property def maxpoints(self): """ Sets the maximum number of points to keep on the plots from an incoming stream. If `maxpo...
Stream
python
getsentry__sentry
src/sentry/integrations/metric_alerts.py
{ "start": 2112, "end": 2277 }
class ____(TypedDict): title_link: str title: str text: str status: str logo_url: str date_started: NotRequired[datetime | None]
AttachmentInfo
python
coleifer__peewee
tests/fields.py
{ "start": 45676, "end": 46018 }
class ____(TestModel): nq = ForeignKeyField(NQ, backref='items') nq_null = ForeignKeyField(NQ, backref='null_items', null=True) nq_lazy = ForeignKeyField(NQ, lazy_load=False, backref='lazy_items') nq_lazy_null = ForeignKeyField(NQ, lazy_load=False, backref='lazy_null_i...
NQItem
python
getsentry__sentry
tests/sentry/models/test_releasefile.py
{ "start": 7157, "end": 10276 }
class ____(TransactionTestCase): tick = 0.1 # seconds def _create_update_fn(self, initial_delay, locked_delay, files, create): def f(): sleep(initial_delay * self.tick) with _ArtifactIndexGuard(self.release, None).writable_data(create=create) as data: sleep(lock...
ArtifactIndexGuardTestCase
python
django__django
django/db/migrations/serializer.py
{ "start": 5057, "end": 5589 }
class ____(BaseSerializer): def serialize(self): enum_class = self.value.__class__ module = enum_class.__module__ if issubclass(enum_class, enum.Flag): members = list(self.value) else: members = (self.value,) return ( " | ".join( ...
EnumSerializer
python
docker__docker-py
tests/unit/utils_test.py
{ "start": 16779, "end": 22544 }
class ____(unittest.TestCase): def test_split_port_with_host_ip(self): internal_port, external_port = split_port("127.0.0.1:1000:2000") assert internal_port == ["2000"] assert external_port == [("127.0.0.1", "1000")] def test_split_port_with_protocol(self): for protocol in ['tcp...
PortsTest