language
stringclasses
1 value
repo
stringclasses
346 values
path
stringlengths
6
201
class_span
dict
source
stringlengths
21
2.38M
target
stringlengths
1
96
python
pypa__pipenv
pipenv/patched/pip/_internal/resolution/resolvelib/base.py
{ "start": 2359, "end": 3572 }
class ____: @property def project_name(self) -> NormalizedName: """The "project name" of a requirement. This is different from ``name`` if this requirement contains extras, in which case ``name`` would contain the ``[...]`` part, while this refers to the name of the project. ...
Requirement
python
scikit-learn__scikit-learn
sklearn/metrics/_pairwise_distances_reduction/_dispatcher.py
{ "start": 23217, "end": 30032 }
class ____(BaseDistancesReductionDispatcher): """Compute radius-based class modes of row vectors of X using the those of Y. For each row-vector X[i] of the queries X, find all the indices j of row-vectors in Y such that: dist(X[i], Y[j]) <= radius RadiusNeighborsClassMode ...
RadiusNeighborsClassMode
python
agronholm__apscheduler
src/apscheduler/_events.py
{ "start": 999, "end": 1134 }
class ____(Event): """Base class for events originating from a data store.""" @attrs.define(kw_only=True, frozen=True)
DataStoreEvent
python
prompt-toolkit__python-prompt-toolkit
src/prompt_toolkit/cursor_shapes.py
{ "start": 497, "end": 1340 }
class ____(Enum): # Default value that should tell the output implementation to never send # cursor shape escape sequences. This is the default right now, because # before this `CursorShape` functionality was introduced into # prompt_toolkit itself, people had workarounds to send cursor shapes # esc...
CursorShape
python
Netflix__metaflow
metaflow/_vendor/click/exceptions.py
{ "start": 7846, "end": 8118 }
class ____(RuntimeError): """An exception that indicates that the application should exit with some status code. :param code: the status code to exit with. """ __slots__ = ("exit_code",) def __init__(self, code=0): self.exit_code = code
Exit
python
dagster-io__dagster
python_modules/dagster/dagster/_core/errors.py
{ "start": 13538, "end": 13932 }
class ____(DagsterUserCodeExecutionError): """Indicates an error occurred while handling an output for a step.""" def __init__(self, *args, **kwargs): self.step_key = check.str_param(kwargs.pop("step_key"), "step_key") self.output_name = check.str_param(kwargs.pop("output_name"), "output_name")...
DagsterExecutionHandleOutputError
python
pyca__cryptography
src/cryptography/hazmat/primitives/serialization/ssh.py
{ "start": 27447, "end": 27512 }
class ____(enum.Enum): USER = 1 HOST = 2
SSHCertificateType
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/dialects/mssql/pymssql.py
{ "start": 1075, "end": 1371 }
class ____(MSIdentifierPreparer): def __init__(self, dialect): super().__init__(dialect) # pymssql has the very unusual behavior that it uses pyformat # yet does not require that percent signs be doubled self._double_percents = False
MSIdentifierPreparer_pymssql
python
allegroai__clearml
clearml/backend_interface/task/repo/detectors.py
{ "start": 13553, "end": 13674 }
class ____(EnvDetector): def __init__(self) -> None: super(GitEnvDetector, self).__init__("git")
GitEnvDetector
python
huggingface__transformers
tests/models/musicgen_melody/test_modeling_musicgen_melody.py
{ "start": 53169, "end": 56092 }
class ____(unittest.TestCase): @cached_property def model(self): return MusicgenMelodyForConditionalGeneration.from_pretrained("ylacombe/musicgen-stereo-melody").to( torch_device ) @cached_property def processor(self): return MusicgenMelodyProcessor.from_pretrained("...
MusicgenMelodyStereoIntegrationTests
python
huggingface__transformers
src/transformers/models/glm4_moe/modular_glm4_moe.py
{ "start": 10454, "end": 11838 }
class ____(CohereAttention): def __init__(self, config: Glm4MoeConfig, layer_idx: Optional[int] = None): nn.Module.__init__(self) self.config = config self.layer_idx = layer_idx self.head_dim = getattr(config, "head_dim", config.hidden_size // config.num_attention_heads) self...
Glm4MoeAttention
python
PrefectHQ__prefect
tests/test_tasks.py
{ "start": 25679, "end": 26881 }
class ____: @pytest.mark.parametrize("error", [ValueError("Hello"), None]) async def test_final_state_reflects_exceptions_during_run(self, error): @task def bar(): if error: raise error @flow(version="test") def foo(): return quote(bar(ret...
TestTaskStates
python
jmcnamara__XlsxWriter
xlsxwriter/test/vml/test_write_textbox.py
{ "start": 289, "end": 831 }
class ____(unittest.TestCase): """ Test the Vml _write_textbox() method. """ def setUp(self): self.fh = StringIO() self.vml = Vml() self.vml._set_filehandle(self.fh) def test_write_comment_textbox(self): """Test the _write_comment_textbox() method""" self....
TestWriteVtextbox
python
django__django
django/template/context.py
{ "start": 598, "end": 3763 }
class ____: def __init__(self, dict_=None): self._reset_dicts(dict_) def _reset_dicts(self, value=None): builtins = {"True": True, "False": False, "None": None} self.dicts = [builtins] if isinstance(value, BaseContext): self.dicts += value.dicts[1:] elif valu...
BaseContext
python
PrefectHQ__prefect
src/prefect/server/services/scheduler.py
{ "start": 1088, "end": 1199 }
class ____(Exception): """Internal control-flow exception used to retry the Scheduler's main loop"""
TryAgain
python
getsentry__sentry
src/sentry/integrations/discord/message_builder/base/component/action_row.py
{ "start": 176, "end": 330 }
class ____(TypedDict): type: int components: list[DiscordMessageComponentDict] # Components can be buttons, select menus, etc.
DiscordActionRowDict
python
kubernetes-client__python
kubernetes/client/models/v1_custom_resource_definition.py
{ "start": 383, "end": 7770 }
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...
V1CustomResourceDefinition
python
coleifer__peewee
examples/hexastore.py
{ "start": 3104, "end": 5022 }
class ____(object): __slots__ = ('name',) def __init__(self, name): self.name = name def __hash__(self): return hash(self.name) def __repr__(self): return '<Variable: %s>' % self.name if __name__ == '__main__': h = Hexastore() data = ( ('charlie', 'likes', '...
Variable
python
ray-project__ray
python/ray/_private/thirdparty/pynvml/pynvml.py
{ "start": 93290, "end": 93603 }
class ____(_PrintableStructure): _fields_ = [ ('version', c_uint), ('engineId', c_uint), ('schedulerPolicy', c_uint), ('enableARRMode', c_uint), ('schedulerParams', c_nvmlVgpuSchedulerSetParams_t), ] nvmlVgpuSchedulerState_v1 = 0x1000018
c_nvmlVgpuSchedulerState_v1_t
python
Textualize__textual
tests/snapshot_tests/snapshot_apps/option_list_long.py
{ "start": 131, "end": 346 }
class ____(App[None]): def compose(self) -> ComposeResult: yield OptionList(*[Option(f"This is option #{n}") for n in range(100)]) if __name__ == "__main__": LongOptionListApp().run()
LongOptionListApp
python
google__jax
tests/pallas/ops_test.py
{ "start": 91532, "end": 94675 }
class ____(PallasBaseTest): @parameterized.parameters(*[ (lambda: (pl.dslice(0, 4), slice(None), slice(None)), "<- a[:,:,:]"), (lambda: (pl.dslice(0, 3), slice(None), slice(None)), "<- a[:3,:,:]"), (lambda: (pl.dslice(1, 3), slice(None), pl.dslice(0, 4)), "<- a[1:,:,:4]"), (lambda: (jnp.arange(5), sl...
PallasPrimitivesTest
python
apache__airflow
providers/apache/spark/tests/unit/apache/spark/operators/test_spark_sql.py
{ "start": 1057, "end": 3371 }
class ____: _config = { "sql": "SELECT 22", "conn_id": "spark_special_conn_id", "total_executor_cores": 4, "executor_cores": 4, "executor_memory": "22g", "keytab": "privileged_user.keytab", "principal": "user/spark@airflow.org", "master": "yarn-client"...
TestSparkSqlOperator
python
langchain-ai__langchain
libs/langchain_v1/tests/unit_tests/agents/middleware/implementations/test_file_search.py
{ "start": 4762, "end": 7327 }
class ____: """Tests for filesystem-backed glob search.""" def test_glob_basic_pattern(self, tmp_path: Path) -> None: """Test basic glob pattern matching.""" (tmp_path / "file1.py").write_text("content", encoding="utf-8") (tmp_path / "file2.py").write_text("content", encoding="utf-8") ...
TestFilesystemGlobSearch
python
plotly__plotly.py
plotly/graph_objs/densitymap/_hoverlabel.py
{ "start": 233, "end": 11262 }
class ____(_BaseTraceHierarchyType): _parent_path_str = "densitymap" _path_str = "densitymap.hoverlabel" _valid_props = { "align", "alignsrc", "bgcolor", "bgcolorsrc", "bordercolor", "bordercolorsrc", "font", "namelength", "namelengthsr...
Hoverlabel
python
django__django
django/db/models/functions/text.py
{ "start": 8086, "end": 8869 }
class ____(Transform): function = "REVERSE" lookup_name = "reverse" def as_oracle(self, compiler, connection, **extra_context): # REVERSE in Oracle is undocumented and doesn't support multi-byte # strings. Use a special subquery instead. suffix = connection.features.bare_select_suff...
Reverse
python
scrapy__scrapy
tests/test_scheduler_base.py
{ "start": 1937, "end": 2511 }
class ____(InterfaceCheckMixin): def setup_method(self): self.scheduler = BaseScheduler() def test_methods(self): assert self.scheduler.open(Spider("foo")) is None assert self.scheduler.close("finished") is None with pytest.raises(NotImplementedError): self.scheduler...
TestBaseScheduler
python
tensorflow__tensorflow
tensorflow/python/saved_model/utils_test.py
{ "start": 1527, "end": 8187 }
class ____(test.TestCase): @test_util.run_v1_only( "b/120545219: `build_tensor_info` is only available in graph mode.") def testBuildTensorInfoOp(self): x = constant_op.constant(1, name="x") y = constant_op.constant(2, name="y") z = control_flow_ops.group([x, y], name="op_z") z_op_info = util...
UtilsTest
python
huggingface__transformers
src/transformers/models/evolla/modeling_evolla.py
{ "start": 42812, "end": 45892 }
class ____(nn.Module): def __init__(self, config): super().__init__() self.config = config self.hidden_size = config.hidden_size self.intermediate_size = config.intermediate_size self.gate_proj = nn.Linear(self.hidden_size, self.intermediate_size, bias=config.mlp_bias) ...
EvollaMLP
python
huggingface__transformers
src/transformers/models/mra/modeling_mra.py
{ "start": 8016, "end": 9088 }
class ____(torch.autograd.Function): @staticmethod def forward(ctx, sparse_query, indices, dense_key, query_num_block): sparse_qk_prod = sparse_dense_mm(sparse_query, indices, dense_key, query_num_block) ctx.save_for_backward(sparse_query, indices, dense_key) ctx.query_num_block = query_...
MraSparseDenseMatMul
python
pytorch__pytorch
torch/_inductor/fx_passes/group_batch_fusion.py
{ "start": 25307, "end": 31074 }
class ____(BatchFusion): """ Batch linear fusion in pre grad pass. Fuse linear with same size with torch.baddmm """ def _getitem_args(self, getitem_node: torch.fx.Node): if getitem_node.target != operator.__getitem__ or ( getitem_node.op != "call_function" ): ...
PreGradBatchLinearFusion
python
huggingface__transformers
src/transformers/models/instructblipvideo/modeling_instructblipvideo.py
{ "start": 7804, "end": 10591 }
class ____(nn.Module): """Multi-headed attention from 'Attention Is All You Need' paper""" def __init__(self, config): super().__init__() self.config = config self.embed_dim = config.hidden_size self.num_heads = config.num_attention_heads self.head_dim = self.embed_dim /...
InstructBlipVideoAttention
python
getsentry__sentry
tests/sentry/sentry_metrics/test_snuba.py
{ "start": 404, "end": 552 }
class ____(BaseMetricsLayerTestCase, TestCase, GenericMetricsTestMixIn): def setUp(self) -> None: super().setUp()
MetricsInterfaceTestCase
python
tensorflow__tensorflow
tensorflow/python/keras/legacy_tf_layers/variable_scope_shim.py
{ "start": 4548, "end": 22590 }
class ____(object): """TF2-compatible VariableStore that avoids collections & tracks regularizers. New variable names and new variables can be created; all stored variables are initialized with the initializer passed to __init__. All variables get created in `tf.init_scope.` to avoid a bad interaction betwe...
_EagerVariableStore
python
Lightning-AI__lightning
examples/pytorch/domain_templates/computer_vision_fine_tuning.py
{ "start": 3851, "end": 6046 }
class ____(LightningDataModule): def __init__(self, dl_path: Union[str, Path] = "data", num_workers: int = 0, batch_size: int = 8): """CatDogImageDataModule. Args: dl_path: root directory where to download the data num_workers: number of CPU workers batch_size: n...
CatDogImageDataModule
python
huggingface__transformers
tests/models/yolos/test_modeling_yolos.py
{ "start": 1331, "end": 6320 }
class ____: def __init__( self, parent, batch_size=13, image_size=[30, 30], patch_size=2, num_channels=3, is_training=True, use_labels=True, hidden_size=32, num_hidden_layers=2, num_attention_heads=4, intermediate_size=3...
YolosModelTester
python
huggingface__transformers
src/transformers/models/big_bird/modeling_big_bird.py
{ "start": 61871, "end": 65623 }
class ____(nn.Module): def __init__(self, config): super().__init__() self.config = config self.attention_type = config.attention_type self.layer = nn.ModuleList( [BigBirdLayer(config, seed=layer_idx) for layer_idx in range(config.num_hidden_layers)] ) se...
BigBirdEncoder
python
run-llama__llama_index
llama-index-core/llama_index/core/prompts/base.py
{ "start": 11323, "end": 13943 }
class ____(BasePromptTemplate): # type: ignore[no-redef] default_template: SerializeAsAny[BasePromptTemplate] conditionals: Optional[ Sequence[Tuple[Callable[[BaseLLM], bool], BasePromptTemplate]] ] = None def __init__( self, default_template: BasePromptTemplate, condit...
SelectorPromptTemplate
python
langchain-ai__langchain
libs/text-splitters/langchain_text_splitters/base.py
{ "start": 873, "end": 8870 }
class ____(BaseDocumentTransformer, ABC): """Interface for splitting text into chunks.""" def __init__( self, chunk_size: int = 4000, chunk_overlap: int = 200, length_function: Callable[[str], int] = len, keep_separator: bool | Literal["start", "end"] = False, # noqa: F...
TextSplitter
python
keras-team__keras
keras/src/metrics/regression_metrics_test.py
{ "start": 3332, "end": 4741 }
class ____(testing.TestCase): def test_config(self): mae_obj = metrics.MeanAbsoluteError(name="my_mae", dtype="int32") self.assertEqual(mae_obj.name, "my_mae") self.assertEqual(mae_obj._dtype, "int32") # Check save and restore config mae_obj2 = metrics.MeanAbsoluteError.from...
MeanAbsoluteErrorTest
python
plotly__plotly.py
plotly/graph_objs/layout/xaxis/_rangeselector.py
{ "start": 235, "end": 13093 }
class ____(_BaseLayoutHierarchyType): _parent_path_str = "layout.xaxis" _path_str = "layout.xaxis.rangeselector" _valid_props = { "activecolor", "bgcolor", "bordercolor", "borderwidth", "buttondefaults", "buttons", "font", "visible", "x...
Rangeselector
python
openai__openai-python
src/openai/resources/vector_stores/files.py
{ "start": 38377, "end": 39018 }
class ____: def __init__(self, files: Files) -> None: self._files = files self.create = to_streamed_response_wrapper( files.create, ) self.retrieve = to_streamed_response_wrapper( files.retrieve, ) self.update = to_streamed_response_wrapper( ...
FilesWithStreamingResponse
python
apache__airflow
providers/microsoft/azure/src/airflow/providers/microsoft/azure/triggers/message_bus.py
{ "start": 1431, "end": 3496 }
class ____(BaseEventTrigger): """ Base trigger for Azure Service Bus message processing. This trigger provides common functionality for listening to Azure Service Bus queues and topics/subscriptions. It handles connection management and async message processing. :param poll_interval: Time inte...
BaseAzureServiceBusTrigger
python
viewflow__viewflow
viewflow/forms/__init__.py
{ "start": 485, "end": 753 }
class ____: pass __all__ = ( "Caption", "Column", "Layout", "LayoutNode", "Row", "Span", "FieldSet", "FormLayout", "FormSet", "ModelForm", "FormAjaxCompleteMixin", "FormDependentSelectMixin", )
FormDependentSelectMixin
python
kamyu104__LeetCode-Solutions
Python/minimum-number-of-changes-to-make-binary-string-beautiful.py
{ "start": 38, "end": 221 }
class ____(object): def minChanges(self, s): """ :type s: str :rtype: int """ return sum(s[i] != s[i+1] for i in xrange(0, len(s), 2))
Solution
python
geekcomputers__Python
venv/Lib/site-packages/pip/_internal/vcs/git.py
{ "start": 1495, "end": 18177 }
class ____(VersionControl): name = "git" dirname = ".git" repo_name = "clone" schemes = ( "git+http", "git+https", "git+ssh", "git+git", "git+file", ) # Prevent the user's environment variables from interfering with pip: # https://github.com/pypa/pip/i...
Git
python
sanic-org__sanic
sanic/worker/multiplexer.py
{ "start": 253, "end": 5467 }
class ____: """Multiplexer for Sanic workers. This is instantiated inside of worker porocesses only. It is used to communicate with the monitor process. Args: monitor_publisher (Connection): The connection to the monitor. worker_state (Dict[str, Any]): The state of the worker. """ ...
WorkerMultiplexer
python
getsentry__sentry
src/sentry/dynamic_sampling/rules/biases/boost_latest_releases_bias.py
{ "start": 454, "end": 2808 }
class ____(Bias): datetime_format = "%Y-%m-%dT%H:%M:%SZ" def generate_rules(self, project: Project, base_sample_rate: float) -> list[PolymorphicRule]: factor = apply_dynamic_factor(base_sample_rate, LATEST_RELEASES_BOOST_FACTOR) boosted_releases = ProjectBoostedReleases(project.id).get_extende...
BoostLatestReleasesBias
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/autoVariance3.py
{ "start": 3804, "end": 3961 }
class ____[T]: x: T # This should generate an error based on variance. vinv4_1: ShouldBeInvariant4[float] = ShouldBeInvariant4[int](1)
ShouldBeInvariant4
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/typeVarDefault5.py
{ "start": 355, "end": 560 }
class ____: ... @overload def func1(x: ClassA) -> ClassA: ... @overload def func1[T1 = str](x: ClassC | T1) -> T1: ... def func1(x: Any) -> Any: ... reveal_type(func1(ClassC()), expected_text="str")
ClassC
python
getsentry__sentry
tests/sentry/workflow_engine/endpoints/validators/actions/test_ticketing.py
{ "start": 176, "end": 993 }
class ____(TestCase): __test__ = False provider: str def setUp(self) -> None: super().setUp() self.integration, self.org_integration = self.create_provider_integration_for( provider=self.provider, organization=self.organization, user=self.user, ...
BaseTicketingActionValidatorTest
python
getsentry__sentry
tests/sentry/hybridcloud/test_tombstone.py
{ "start": 301, "end": 1486 }
class ____(TransactionTestCase): def test_writing_control_models(self) -> None: with assume_test_silo_mode(SiloMode.REGION): assert RegionTombstone.objects.count() == 0 user_id = self.user.id self.organization with outbox_runner(), assume_test_silo_mode(SiloMode.CONTROL...
TombstoneTest
python
apache__airflow
airflow-ctl/src/airflowctl/api/datamodels/generated.py
{ "start": 1899, "end": 2087 }
class ____(str, Enum): """ Bulk Action to be taken if the entity already exists or not. """ FAIL = "fail" SKIP = "skip" OVERWRITE = "overwrite"
BulkActionOnExistence
python
huggingface__transformers
src/transformers/cli/serve.py
{ "start": 9789, "end": 11574 }
class ____: """ A class that holds a PreTrainedModel instance and its associated processor. Automatically deletes the instances after a specified timeout. """ def __init__( self, model: "PreTrainedModel", timeout_seconds: int, processor: Union["ProcessorMixin", "PreT...
TimedModel
python
pytransitions__transitions
transitions/extensions/states.py
{ "start": 382, "end": 1012 }
class ____(State): """Allows states to be tagged. Attributes: tags (list): A list of tag strings. `State.is_<tag>` may be used to check if <tag> is in the list. """ def __init__(self, *args, **kwargs): """ Args: **kwargs: If kwargs contains `ta...
Tags
python
Netflix__metaflow
metaflow/plugins/cards/card_modules/basic.py
{ "start": 20966, "end": 21751 }
class ____(MetaflowCard): type = "default_json" def __init__( self, options=dict(only_repr=True), components=[], graph=None, flow=None, **kwargs ): self._only_repr = True self._graph = None if graph is None else transform_flow_graph(graph) ...
DefaultCardJSON
python
PyCQA__pylint
pylint/pyreverse/inspector.py
{ "start": 10831, "end": 11161 }
class ____(ABC): @abstractmethod def set_next( self, handler: RelationshipHandlerInterface ) -> RelationshipHandlerInterface: pass @abstractmethod def handle( self, node: nodes.AssignAttr | nodes.AssignName, parent: nodes.ClassDef ) -> None: pass
RelationshipHandlerInterface
python
Textualize__textual
tests/tree/test_tree_clearing.py
{ "start": 370, "end": 3558 }
class ____(App[None]): """Tree clearing test app.""" def compose(self) -> ComposeResult: yield VerseTree("White Sun", data=VerseStar()) def on_mount(self) -> None: tree = self.query_one(VerseTree) node = tree.root.add("Londinium", VersePlanet()) node.add_leaf("Balkerne", Ve...
TreeClearApp
python
pytorch__pytorch
test/distributed/elastic/agent/server/test/api_test.py
{ "start": 1240, "end": 1573 }
class ____(unittest.TestCase): def test_is_running(self): for state in WorkerState: if state == WorkerState.HEALTHY or state == WorkerState.UNHEALTHY: self.assertTrue(WorkerState.is_running(state)) else: self.assertFalse(WorkerState.is_running(state)) ...
WorkerStateTest
python
urllib3__urllib3
test/test_proxymanager.py
{ "start": 295, "end": 3657 }
class ____: @pytest.mark.parametrize("proxy_scheme", ["http", "https"]) def test_proxy_headers(self, proxy_scheme: str) -> None: url = "http://pypi.org/project/urllib3/" proxy_url = f"{proxy_scheme}://something:1234" with ProxyManager(proxy_url) as p: # Verify default headers...
TestProxyManager
python
sphinx-doc__sphinx
sphinx/domains/c/_ast.py
{ "start": 61148, "end": 65877 }
class ____(ASTBaseBase): def __init__( self, objectType: str, directiveType: str | None, declaration: DeclarationType | ASTFunctionParameter, semicolon: bool = False, ) -> None: self.objectType = objectType self.directiveType = directiveType self.d...
ASTDeclaration
python
kubernetes-client__python
kubernetes/client/models/core_v1_endpoint_port.py
{ "start": 383, "end": 7954 }
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...
CoreV1EndpointPort
python
python__mypy
mypy/plugin.py
{ "start": 7011, "end": 8476 }
class ____: """Interface for accessing semantic analyzer functionality in plugins. Methods docstrings contain only basic info. Look for corresponding implementation docstrings in typeanal.py for more details. """ # An options object. Note: these are the cloned options for the current file. # T...
TypeAnalyzerPluginInterface
python
SmileyChris__easy-thumbnails
easy_thumbnails/tests/test_models.py
{ "start": 174, "end": 2124 }
class ____(test.BaseTest): """Test for FileManager""" def setUp(self): super().setUp() self.storage = test.TemporaryStorage() self.storage_hash = utils.get_storage_hash(self.storage) self.source = Source.objects.create( name='Test source', storage_hash=s...
FileManagerTest
python
google__jax
jax/_src/sharding_impls.py
{ "start": 6379, "end": 12330 }
class ____(jsharding.Sharding): """Describes a sharding used by :func:`jax.pmap`.""" devices: np.ndarray sharding_spec: sharding_specs.ShardingSpec _internal_device_list: xc.DeviceList @use_cpp_method() def __init__(self, devices: Sequence[Device] | np.ndarray, sharding_spec: sharding_specs....
PmapSharding
python
mlflow__mlflow
mlflow/exceptions.py
{ "start": 6279, "end": 6671 }
class ____(MlflowException): """ Exception thrown from tracing logic Tracing logic should not block the main execution flow in general, hence this exception is used to distinguish tracing related errors and handle them properly. """ def __init__(self, message, error_code=INTERNAL_ERROR): ...
MlflowTracingException
python
django__django
tests/admin_changelist/admin.py
{ "start": 4046, "end": 4235 }
class ____(admin.ModelAdmin): list_display = ["name", "file", "url"] list_display_links = ["file", "url"] site.register(Genre, ListDisplayLinksGenreAdmin)
ListDisplayLinksGenreAdmin
python
huggingface__transformers
src/transformers/models/xlm_roberta_xl/modeling_xlm_roberta_xl.py
{ "start": 48854, "end": 51792 }
class ____(XLMRobertaXLPreTrainedModel): def __init__(self, config): super().__init__(config) self.num_labels = config.num_labels self.roberta = XLMRobertaXLModel(config, add_pooling_layer=False) self.qa_outputs = nn.Linear(config.hidden_size, config.num_labels) self.post_i...
XLMRobertaXLForQuestionAnswering
python
HypothesisWorks__hypothesis
hypothesis-python/tests/cover/test_type_lookup.py
{ "start": 12048, "end": 12189 }
class ____(abc.ABC): def __init__(self, x): # noqa: B027 pass @abc.abstractmethod def qux(self): pass
AbstractFoo
python
pytorch__pytorch
torch/_inductor/codegen/common.py
{ "start": 64129, "end": 65643 }
class ____: """A CSEVariable is just a name for an expression but it is useful to be able to annotate them on a backend dependent basis. To do so, the backends can simply overload `Kernel.create_cse_var` The "CSEVariable.update_on_args" method gives you a hook for annotations See example of TritonCSEVar...
CSEVariable
python
huggingface__transformers
src/transformers/models/doge/modular_doge.py
{ "start": 1985, "end": 11487 }
class ____(PreTrainedConfig): r""" This is the configuration class to store the configuration of a [`DogeModel`]. It is used to instantiate an Doge model according to the specified arguments, defining the model architecture like [SmallDoge/Doge-320M](https://huggingface.co/SmallDoge/Doge-320M). Configu...
DogeConfig
python
django-guardian__django-guardian
guardian/testapp/models.py
{ "start": 3002, "end": 3243 }
class ____(models.Model): """ Model for testing whether get_objects_for_user will work when the objects to be returned have varchar primary keys. """ char_pk = models.CharField(primary_key=True, max_length=128)
CharPKModel
python
ZoranPandovski__al-go-rithms
data_structures/Graphs/graph/Python/chromatic_number.py
{ "start": 87, "end": 3225 }
class ____: """ Implementation of a graph with Adjacency Matrix """ def __init__(self,size,directed = False): self.size = size self.matrix = [[0 for i in range(self.size)] for j in range(self.size)] self.directed = directed self.Time = 0 self.color = {i:"white" fo...
Graph
python
python-pillow__Pillow
setup.py
{ "start": 3154, "end": 8117 }
class ____(Exception): pass PLATFORM_MINGW = os.name == "nt" and "GCC" in sys.version def _dbg(s: str, tp: str | tuple[str, ...] | None = None) -> None: if DEBUG: if tp: print(s % tp) return print(s) def _find_library_dirs_ldconfig() -> list[str]: # Based on cty...
RequiredDependencyException
python
scipy__scipy
scipy/differentiate/tests/test_differentiate.py
{ "start": 25257, "end": 27724 }
class ____(JacobianHessianTest): jh_func = hessian @pytest.mark.parametrize('shape', [(), (4,), (2, 4)]) def test_example(self, shape, xp): rng = np.random.default_rng(458912319542) m = 3 x = xp.asarray(rng.random((m,) + shape), dtype=xp.float64) res = hessian(optimize.rosen...
TestHessian
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/collective_ops_test.py
{ "start": 1726, "end": 2388 }
class ____(object): @staticmethod def all_reduce(t, group_size, group_key, instance_key, *args, **kwargs): kwargs.pop('ordering_token', None) return _collective_ops.all_reduce(t, group_size, group_key, instance_key, *args, **kwargs) @staticmethod def all_gather(t,...
CollectiveOpsV1
python
allegroai__clearml
clearml/backend_api/services/v2_20/tasks.py
{ "start": 339891, "end": 341026 }
class ____(Response): """ Response of tasks.make_private endpoint. :param updated: Number of tasks updated :type updated: int """ _service = "tasks" _action = "make_private" _version = "2.20" _schema = { "definitions": {}, "properties": { "updated": { ...
MakePrivateResponse
python
spack__spack
lib/spack/spack/vendor/ruamel/yaml/error.py
{ "start": 6625, "end": 7135 }
class ____(YAMLWarning): text = """ The default 'Loader' for 'load(stream)' without further arguments can be unsafe. Use 'load(stream, Loader=spack.vendor.ruamel.yaml.Loader)' explicitly if that is OK. Alternatively include the following in your code: import warnings warnings.simplefilter('ignore', spack.vendo...
UnsafeLoaderWarning
python
allegroai__clearml
clearml/backend_api/services/v2_23/auth.py
{ "start": 21271, "end": 22785 }
class ____(Response): """ Response of auth.revoke_credentials endpoint. :param revoked: Number of credentials revoked :type revoked: int """ _service = "auth" _action = "revoke_credentials" _version = "2.23" _schema = { "definitions": {}, "properties": { ...
RevokeCredentialsResponse
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/flake8_pyi/PYI012.py
{ "start": 1041, "end": 1144 }
class ____: value: int = 0 def __init__(): pass def function(): pass pass
WithInit
python
kamyu104__LeetCode-Solutions
Python/minimum-cost-to-make-arrays-identical.py
{ "start": 67, "end": 464 }
class ____(object): def minCost(self, arr, brr, k): """ :type arr: List[int] :type brr: List[int] :type k: int :rtype: int """ def cost(): return sum(abs(x-y) for x, y in itertools.izip(arr, brr)) result = cost() arr.sort() ...
Solution
python
facebookresearch__faiss
benchs/bench_fw/utils.py
{ "start": 3389, "end": 3741 }
class ____: def __init__(self, values): self.values = values def __le__(self, other): return all( v1 <= v2 for v1, v2 in zip(self.values, other.values, strict=True) ) def __lt__(self, other): return all( v1 < v2 for v1, v2 in zip(self.values, other.v...
Cost
python
PyCQA__pydocstyle
src/tests/test_cases/sections.py
{ "start": 12420, "end": 12885 }
class ____: # noqa: D203 """Test class.""" @expect("D417: Missing argument descriptions in the docstring " "(argument(s) y are missing descriptions in " "'test_incorrect_indent' docstring)", arg_count=3) def test_incorrect_indent(self, x=1, y=2): # noqa: D207, D213, D407 "...
TestIncorrectIndent
python
more-itertools__more-itertools
tests/test_more.py
{ "start": 170390, "end": 172176 }
class ____(TestCase): def test_r_less_than_n(self): iterable = 'abcdefg' r = 4 first_index = {} for index, element in enumerate(combinations(iterable, r)): actual = mi.combination_index(element, iterable) expected = first_index.setdefault(element, index) ...
CombinationIndexTests
python
sympy__sympy
sympy/matrices/expressions/special.py
{ "start": 5175, "end": 8021 }
class ____(MatrixExpr): """ Matrix whose all entries are ones. Also called "matrix of ones" or "all-ones matrix". https://en.wikipedia.org/wiki/Matrix_of_ones Examples ======== >>> from sympy.matrices.expressions import OneMatrix >>> O = OneMatrix(3, 4) >>> O.shape (3, 4) ...
OneMatrix
python
huggingface__transformers
src/transformers/models/oneformer/modeling_oneformer.py
{ "start": 62405, "end": 70960 }
class ____(nn.Module): def __init__(self, config: OneFormerConfig, feature_channels): super().__init__() self.config = config # positional encoding self.position_embedding = OneFormerSinePositionEmbedding(num_pos_feats=config.conv_dim // 2, normalize=True) self.num_feature...
OneFormerPixelDecoder
python
huggingface__transformers
tests/models/lightglue/test_modeling_lightglue.py
{ "start": 11984, "end": 27196 }
class ____(unittest.TestCase): @cached_property def default_image_processor(self): return AutoImageProcessor.from_pretrained("ETH-CVG/lightglue_superpoint") if is_vision_available() else None @slow def test_inference(self): model = LightGlueForKeypointMatching.from_pretrained( ...
LightGlueModelIntegrationTest
python
langchain-ai__langchain
libs/core/langchain_core/messages/function.py
{ "start": 874, "end": 2094 }
class ____(FunctionMessage, BaseMessageChunk): """Function Message chunk.""" # Ignoring mypy re-assignment here since we're overriding the value # to make sure that the chunk variant can be discriminated from the # non-chunk variant. type: Literal["FunctionMessageChunk"] = "FunctionMessageChunk" #...
FunctionMessageChunk
python
huggingface__transformers
src/transformers/models/idefics/processing_idefics.py
{ "start": 4449, "end": 17959 }
class ____(ProcessorMixin): r""" Constructs a IDEFICS processor which wraps a LLama tokenizer and IDEFICS image processor into a single processor. [`IdeficsProcessor`] offers all the functionalities of [`IdeficsImageProcessor`] and [`LlamaTokenizerFast`]. See the docstring of [`~IdeficsProcessor.__call...
IdeficsProcessor
python
apache__airflow
providers/google/tests/unit/google/cloud/transfers/test_cassandra_to_gcs.py
{ "start": 1148, "end": 5495 }
class ____: @pytest.mark.db_test def test_execute(self): test_bucket = TEST_BUCKET schema = SCHEMA filename = FILENAME gzip = True query_timeout = 20 try: from airflow.providers.google.cloud.transfers.cassandra_to_gcs import CassandraToGCSOperator ...
TestCassandraToGCS
python
getsentry__sentry-python
sentry_sdk/consts.py
{ "start": 24547, "end": 27523 }
class ____: ANTHROPIC_MESSAGES_CREATE = "ai.messages.create.anthropic" CACHE_GET = "cache.get" CACHE_PUT = "cache.put" COHERE_CHAT_COMPLETIONS_CREATE = "ai.chat_completions.create.cohere" COHERE_EMBEDDINGS_CREATE = "ai.embeddings.create.cohere" DB = "db" DB_REDIS = "db.redis" EVENT_DJANG...
OP
python
PrefectHQ__prefect
tests/server/models/deprecated/test_work_queues.py
{ "start": 17571, "end": 28145 }
class ____: async def setup_work_queues_and_deployment( self, session, flow, flow_function, tags=[] ): """ Create combinations of work queues, and a deployment to make sure that query is working correctly. Returns the ID of the deployment that was created and a random ID that wa...
TestCheckWorkQueuesForDeployment
python
allegroai__clearml
clearml/backend_api/services/v2_23/events.py
{ "start": 69636, "end": 70692 }
class ____(Response): """ Response of events.delete_for_model endpoint. :param deleted: Number of deleted events :type deleted: bool """ _service = "events" _action = "delete_for_model" _version = "2.23" _schema = { "definitions": {}, "properties": { "de...
DeleteForModelResponse
python
huggingface__transformers
src/transformers/cache_utils.py
{ "start": 62500, "end": 62919 }
class ____(StaticCache): def __init__(self, config: PreTrainedConfig, max_cache_len: int, *args, **kwargs): logger.warning_once( "`HybridChunkedCache` is deprecated and will be removed in version v4.59 " "Use `StaticCache(...)` instead which will correctly infer the type of each laye...
HybridChunkedCache
python
huggingface__transformers
src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py
{ "start": 5927, "end": 5985 }
class ____(SamLayerNorm): pass
DeepseekVLHybridLayerNorm
python
scikit-learn__scikit-learn
sklearn/utils/_available_if.py
{ "start": 155, "end": 2945 }
class ____: """Implements a conditional property using the descriptor protocol. Using this class to create a decorator will raise an ``AttributeError`` if check(self) returns a falsey value. Note that if check raises an error this will also result in hasattr returning false. See https://docs.pytho...
_AvailableIfDescriptor
python
realpython__materials
build-a-blog-from-scratch-django/django-blog/blog/apps.py
{ "start": 36, "end": 140 }
class ____(AppConfig): default_auto_field = "django.db.models.BigAutoField" name = "blog"
BlogConfig
python
python__mypy
mypy/test/testsubtypes.py
{ "start": 316, "end": 12426 }
class ____(Suite): def setUp(self) -> None: self.fx = TypeFixture(INVARIANT) self.fx_contra = TypeFixture(CONTRAVARIANT) self.fx_co = TypeFixture(COVARIANT) def test_trivial_cases(self) -> None: for simple in self.fx_co.a, self.fx_co.o, self.fx_co.b: self.assert_subt...
SubtypingSuite
python
doocs__leetcode
solution/2600-2699/2614.Prime In Diagonal/Solution.py
{ "start": 0, "end": 487 }
class ____: def diagonalPrime(self, nums: List[List[int]]) -> int: def is_prime(x: int) -> bool: if x < 2: return False return all(x % i for i in range(2, int(sqrt(x)) + 1)) n = len(nums) ans = 0 for i, row in enumerate(nums): if i...
Solution
python
scipy__scipy
scipy/stats/_multivariate.py
{ "start": 148565, "end": 149638 }
class ____(multi_rv_frozen): __class_getitem__ = None def __init__(self, dim=None, seed=None): """Create a frozen O(N) distribution. Parameters ---------- dim : scalar Dimension of matrices seed : {None, int, `numpy.random.Generator`, `numpy.random.RandomSta...
ortho_group_frozen
python
pytorch__pytorch
test/distributed/optim/test_zero_redundancy_optimizer.py
{ "start": 1823, "end": 11298 }
class ____(TestZeroRedundancyOptimizer): def test_state_dict(self): """Check that ZeroRedundancyOptimizer exposes the expected state dict interface, irrespective of the sharding.""" self.create_pg(self.device) LR1 = 0.1 LR2 = 0.01 MOMENTUM = 0.9 RECIPIENT_RANK...
TestZeroRedundancyOptimizerSingleRank