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python
django__django
django/db/models/deletion.py
{ "start": 2354, "end": 3406 }
class ____: def __init__(self, operation, name, forced_collector=None): self.operation = operation self.forced_collector = forced_collector self.__name__ = name __call__ = DO_NOTHING def on_delete_sql(self, schema_editor): return schema_editor.connection.ops.fk_on_delete_sq...
DatabaseOnDelete
python
bottlepy__bottle
bottle.py
{ "start": 142330, "end": 143008 }
class ____(AsyncioServerAdapter): """ Asynchronous HTTP client/server framework for asyncio https://pypi.python.org/pypi/aiohttp/ https://pypi.org/project/aiohttp-wsgi/ """ def get_event_loop(self): import asyncio return asyncio.new_event_loop() def run(self, handler): ...
AiohttpServer
python
python-poetry__poetry
tests/helpers.py
{ "start": 5341, "end": 6285 }
class ____(Locker): # class name begins 'Test': tell pytest that it does not contain testcases. __test__ = False def __init__(self, lock: Path, pyproject_data: dict[str, Any]) -> None: super().__init__(lock, pyproject_data) self._locked = False self._write = False def write(sel...
TestLocker
python
huggingface__transformers
src/transformers/pipelines/image_to_image.py
{ "start": 1171, "end": 5261 }
class ____(Pipeline): """ Image to Image pipeline using any `AutoModelForImageToImage`. This pipeline generates an image based on a previous image input. Example: ```python >>> from PIL import Image >>> import httpx >>> import io >>> from transformers import pipeline >>> upsc...
ImageToImagePipeline
python
ray-project__ray
python/ray/_private/runtime_env/plugin.py
{ "start": 3191, "end": 3509 }
class ____: def __init__( self, name: str, class_instance: RuntimeEnvPlugin, priority: int, uri_cache: URICache, ): self.name = name self.class_instance = class_instance self.priority = priority self.uri_cache = uri_cache
PluginSetupContext
python
huggingface__transformers
src/transformers/models/qwen3_vl_moe/modular_qwen3_vl_moe.py
{ "start": 10056, "end": 12276 }
class ____(Qwen3VLConfig): r""" This is the configuration class to store the configuration of a [`Qwen3VLMoeModel`]. It is used to instantiate a Qwen3-VL-MOE model according to the specified arguments, defining the model architecture. Instantiating a configuration with the defaults will yield a similar ...
Qwen3VLMoeConfig
python
tornadoweb__tornado
tornado/test/httpclient_test.py
{ "start": 1848, "end": 2105 }
class ____(RequestHandler): @gen.coroutine def get(self): self.write("asdf") self.flush() # Wait a bit to ensure the chunks are sent and received separately. yield gen.sleep(0.01) self.write("qwer")
ChunkHandler
python
ansible__ansible
lib/ansible/plugins/filter/__init__.py
{ "start": 222, "end": 528 }
class ____(AnsibleJinja2Plugin): @property def plugin_type(self) -> str: return "filter" def _no_options(self, *args, **kwargs) -> t.NoReturn: raise NotImplementedError("Jinja2 filter plugins do not support option functions, they use direct arguments instead.")
AnsibleJinja2Filter
python
PrefectHQ__prefect
tests/test_tasks.py
{ "start": 149317, "end": 155915 }
class ____: def test_noniterable_hook_raises(self): def running_hook(): pass with pytest.raises( TypeError, match=re.escape( "Expected iterable for 'on_running'; got function instead. Please" " provide a list of hooks to 'on_runnin...
TestTaskHooksOnRunning
python
ray-project__ray
release/train_tests/benchmark/config.py
{ "start": 497, "end": 809 }
class ____(TaskConfig): TASK_NAME: ClassVar[str] = "image_classification" class ImageFormat(enum.Enum): JPEG = "jpeg" PARQUET = "parquet" image_classification_local_dataset: bool = False image_classification_data_format: ImageFormat = ImageFormat.PARQUET
ImageClassificationConfig
python
allegroai__clearml
examples/reporting/hyper_parameters.py
{ "start": 1103, "end": 1158 }
class ____(Enum): A = 'a' B = 'b'
StringEnumClass
python
ray-project__ray
rllib/env/tests/test_multi_agent_env.py
{ "start": 949, "end": 2930 }
class ____(MultiAgentEnv): """Env of N independent agents, each of which exits after 25 steps.""" metadata = { "render.modes": ["rgb_array"], } render_mode = "rgb_array" def __init__(self, num): super().__init__() self.envs = [MockEnv(25) for _ in range(num)] self.a...
BasicMultiAgent
python
jazzband__django-oauth-toolkit
oauth2_provider/exceptions.py
{ "start": 1560, "end": 1676 }
class ____(OIDCError): error = "logout_denied" description = "Logout has been refused by the user."
LogoutDenied
python
huggingface__transformers
src/transformers/models/udop/modeling_udop.py
{ "start": 1995, "end": 9480 }
class ____(ModelOutput): r""" last_hidden_state (`torch.FloatTensor` of shape `(batch_size, sequence_length, hidden_size)`): Sequence of hidden-states at the output of the last layer of the model. If `past_key_values` is used only the last hidden-state of the sequences of shape `(batch_size, 1, ...
BaseModelOutputWithAttentionMask
python
more-itertools__more-itertools
tests/test_more.py
{ "start": 138191, "end": 139421 }
class ____(Set): """ A helper class, useful to compare two lists without reference to the order of elements. FrozenMultiset represents a hashable set that allows duplicate elements. """ def __init__(self, iterable): self._collection = frozenset(Counter(iterable).items()) def __con...
_FrozenMultiset
python
django__django
tests/cache/tests.py
{ "start": 10495, "end": 46129 }
class ____: # A common set of tests to apply to all cache backends factory = RequestFactory() # Some clients raise custom exceptions when .incr() or .decr() are called # with a non-integer value. incr_decr_type_error = TypeError def tearDown(self): cache.clear() def test_simple(se...
BaseCacheTests
python
doocs__leetcode
solution/2900-2999/2944.Minimum Number of Coins for Fruits/Solution.py
{ "start": 0, "end": 294 }
class ____: def minimumCoins(self, prices: List[int]) -> int: @cache def dfs(i: int) -> int: if i * 2 >= len(prices): return prices[i - 1] return prices[i - 1] + min(dfs(j) for j in range(i + 1, i * 2 + 2)) return dfs(1)
Solution
python
getsentry__sentry
src/sentry/mail/forms/member_team.py
{ "start": 327, "end": 3214 }
class ____(forms.Form, Generic[T]): targetType = forms.ChoiceField() targetIdentifier = forms.CharField( required=False, help_text="Only required if 'Member' or 'Team' is selected" ) teamValue: T memberValue: T targetTypeEnum: type[T] def __init__(self, project: Project, *args: Any,...
MemberTeamForm
python
django__django
django/core/files/uploadhandler.py
{ "start": 1245, "end": 1397 }
class ____(UploadFileException): """ This exception is raised by an upload handler that wants to skip a given file. """ pass
SkipFile
python
numba__numba
numba/testing/main.py
{ "start": 22728, "end": 23362 }
class ____(runner.TextTestResult): """ A TestResult able to inject results from other results. """ def add_results(self, result): """ Add the results from the other *result* to this result. """ self.stream.write(result.stream.getvalue()) self.stream.flush() ...
ParallelTestResult
python
openai__openai-python
src/openai/resources/realtime/realtime.py
{ "start": 7629, "end": 8062 }
class ____: def __init__(self, realtime: Realtime) -> None: self._realtime = realtime @cached_property def client_secrets(self) -> ClientSecretsWithStreamingResponse: return ClientSecretsWithStreamingResponse(self._realtime.client_secrets) @cached_property def calls(self) -> CallsW...
RealtimeWithStreamingResponse
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/transfers/facebook_ads_to_gcs.py
{ "start": 1566, "end": 10362 }
class ____(BaseOperator): """ Fetch from Facebook Ads API. This converts and saves the data as a temporary JSON file, and uploads the JSON to Google Cloud Storage. .. seealso:: For more information on the Facebook Ads API, take a look at the API docs: https://developers.facebook.co...
FacebookAdsReportToGcsOperator
python
django__django
django/core/signing.py
{ "start": 1920, "end": 3292 }
class ____(BadSignature): """Signature timestamp is older than required max_age.""" pass def b62_encode(s): if s == 0: return "0" sign = "-" if s < 0 else "" s = abs(s) encoded = "" while s > 0: s, remainder = divmod(s, 62) encoded = BASE62_ALPHABET[remainder] + en...
SignatureExpired
python
PrefectHQ__prefect
src/integrations/prefect-databricks/prefect_databricks/models/jobs.py
{ "start": 15861, "end": 17002 }
class ____(BaseModel): """ See source code for the fields' description. """ model_config = ConfigDict(extra="allow", frozen=True) pause_status: Optional[Literal["PAUSED", "UNPAUSED"]] = Field( None, description="Indicate whether this schedule is paused or not.", examples=["...
CronSchedule
python
apache__airflow
providers/amazon/src/airflow/providers/amazon/aws/operators/s3.py
{ "start": 3287, "end": 5212 }
class ____(AwsBaseOperator[S3Hook]): """ This operator deletes an S3 bucket. .. seealso:: For more information on how to use this operator, take a look at the guide: :ref:`howto/operator:S3DeleteBucketOperator` :param bucket_name: This is bucket name you want to delete :param force...
S3DeleteBucketOperator
python
django__django
django/contrib/gis/db/models/functions.py
{ "start": 19502, "end": 20265 }
class ____(SQLiteDecimalToFloatMixin, GeomOutputGeoFunc): def __init__(self, expression, *args, **extra): nargs = len(args) expressions = [expression] if nargs in (1, 2): expressions.extend( [self._handle_param(arg, "", NUMERIC_TYPES) for arg in args] ...
SnapToGrid
python
huggingface__transformers
src/transformers/models/detr/modeling_detr.py
{ "start": 76276, "end": 77807 }
class ____(nn.Module): """This is a 2D attention module, which only returns the attention softmax (no multiplication by value)""" def __init__(self, query_dim, hidden_dim, num_heads, dropout=0.0, bias=True, std=None): super().__init__() self.num_heads = num_heads self.hidden_dim = hidde...
DetrMHAttentionMap
python
run-llama__llama_index
llama-index-integrations/llms/llama-index-llms-localai/llama_index/llms/localai/base.py
{ "start": 1063, "end": 4466 }
class ____(OpenAI): """ LocalAI LLM class. Examples: `pip install llama-index-llms-localai` ```python from llama_index.llms.localai import LocalAI llm = LocalAI(api_base="http://localhost:8080/v1") response = llm.complete("Hello!") print(str(response)) ...
LocalAI
python
PrefectHQ__prefect
src/prefect/concurrency/v1/services.py
{ "start": 715, "end": 2958 }
class ____( FutureQueueService[Unpack[tuple[UUID, Optional[float]]], httpx.Response] ): def __init__(self, concurrency_limit_names: frozenset[str]) -> None: super().__init__(concurrency_limit_names) self._client: PrefectClient self.concurrency_limit_names: list[str] = sorted(list(concurr...
ConcurrencySlotAcquisitionService
python
PrefectHQ__prefect
tests/utilities/test_callables.py
{ "start": 19529, "end": 21882 }
class ____: def test_flow_with_args_docstring(self): def f(x): """Function f. Args: x: required argument x """ schema = callables.parameter_schema(f) assert schema.model_dump_for_openapi() == { "title": "Parameters", ...
TestParseFlowDescriptionToSchema
python
viewflow__viewflow
viewflow/utils.py
{ "start": 4558, "end": 5308 }
class ____(Generic[T]): """ Descriptor class that creates a lazy singleton instance. This descriptor can be used as a class attribute, and the first time the attribute is accessed, it creates an instance of the class. Subsequent accesses return the same instance, effectively making the class a sing...
LazySingletonDescriptor
python
huggingface__transformers
src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py
{ "start": 23445, "end": 26800 }
class ____(nn.Module): def __init__(self, config: Qwen3VLMoeVisionConfig) -> None: super().__init__() self.dim = config.hidden_size self.num_heads = config.num_heads self.head_dim = self.dim // self.num_heads self.num_key_value_groups = 1 # needed for eager attention ...
Qwen3VLMoeVisionAttention
python
jschneier__django-storages
tests/test_dropbox.py
{ "start": 1644, "end": 5839 }
class ____(TestCase): def setUp(self, *args): self.storage = dropbox.DropboxStorage("foo") def test_no_access_token(self, *args): with self.assertRaises(ImproperlyConfigured): dropbox.DropboxStorage(None) def test_setting_access_token(self): with override_settings(DROPB...
DropboxTest
python
doocs__leetcode
solution/1500-1599/1559.Detect Cycles in 2D Grid/Solution2.py
{ "start": 0, "end": 850 }
class ____: def containsCycle(self, grid: List[List[str]]) -> bool: def dfs(x: int, y: int, px: int, py: int) -> bool: vis[x][y] = True for dx, dy in pairwise(dirs): nx, ny = x + dx, y + dy if 0 <= nx < m and 0 <= ny < n: if grid[nx...
Solution
python
coleifer__peewee
examples/blog/app.py
{ "start": 1961, "end": 4857 }
class ____(flask_db.Model): title = CharField() slug = CharField(unique=True) content = TextField() published = BooleanField(index=True) timestamp = DateTimeField(default=datetime.datetime.now, index=True) @property def html_content(self): """ Generate HTML representation of...
Entry
python
PyCQA__pylint
pylint/testutils/output_line.py
{ "start": 936, "end": 3994 }
class ____(NamedTuple): symbol: str lineno: int column: int end_lineno: int | None end_column: int | None object: str msg: str confidence: str @classmethod def from_msg(cls, msg: Message, check_endline: bool = True) -> OutputLine: """Create an OutputLine from a Pylint Me...
OutputLine
python
ansible__ansible
test/lib/ansible_test/_internal/cli/parsers/host_config_parsers.py
{ "start": 4329, "end": 6260 }
class ____(PairParser): """Composite argument parser for a POSIX remote host.""" def __init__(self, controller: bool) -> None: self.controller = controller def create_namespace(self) -> t.Any: """Create and return a namespace.""" return PosixRemoteConfig() def get_left_parser(...
PosixRemoteParser
python
huggingface__transformers
src/transformers/models/pix2struct/modeling_pix2struct.py
{ "start": 10188, "end": 11881 }
class ____(GradientCheckpointingLayer): def __init__(self, config: Pix2StructConfig) -> None: super().__init__() self.chunk_size_feed_forward = config.chunk_size_feed_forward self.seq_len_dim = 1 self.attention = Pix2StructVisionAttention(config) self.mlp = Pix2StructVisionMl...
Pix2StructVisionLayer
python
spack__spack
lib/spack/spack/cmd/create.py
{ "start": 18808, "end": 19168 }
class ____(PerlmakePackageTemplate): """Provides appropriate overrides for Perl extensions that come with a Build.PL instead of a Makefile.PL""" dependencies = """\ depends_on("perl-module-build", type="build") # FIXME: Add additional dependencies if required: # depends_on("perl-foo", type=("b...
PerlbuildPackageTemplate
python
pytorch__pytorch
torch/distributed/elastic/rendezvous/_etcd_stub.py
{ "start": 1555, "end": 1998 }
class ____: def __init__(self, *args: Any, **kwargs: Any) -> None: raise EtcdStubError def read(self, key: str) -> None: raise EtcdStubError def write( self, key: str, value: Any, ttl: int | None = None, **kwargs: Any ) -> None: raise EtcdStubError def test_and_set...
Client
python
apache__airflow
providers/amazon/tests/unit/amazon/aws/transfers/test_mongo_to_s3.py
{ "start": 1786, "end": 6484 }
class ____: def setup_method(self): args = {"owner": "airflow", "start_date": DEFAULT_DATE} self.dag = DAG("test_dag_id", schedule=None, default_args=args) self.mock_operator = MongoToS3Operator( task_id=TASK_ID, mongo_conn_id=MONGO_CONN_ID, aws_conn_id=...
TestMongoToS3Operator
python
numpy__numpy
numpy/_core/tests/test_numerictypes.py
{ "start": 4775, "end": 4913 }
class ____(CreateZeros): """Check the creation of heterogeneous arrays zero-valued (nested)""" _descr = Ndescr
TestCreateZerosNested
python
huggingface__transformers
src/transformers/models/fnet/modeling_fnet.py
{ "start": 15748, "end": 19902 }
class ____(FNetPreTrainedModel): """ The model can behave as an encoder, following the architecture described in [FNet: Mixing Tokens with Fourier Transforms](https://huggingface.co/papers/2105.03824) by James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontanon. """ def __init__(self, conf...
FNetModel
python
chroma-core__chroma
chromadb/auth/__init__.py
{ "start": 868, "end": 1611 }
class ____: """ UserIdentity represents the identity of a user. In general, not all fields will be populated, and the fields that are populated will depend on the authentication provider. The idea is that the AuthenticationProvider is responsible for populating _all_ information known about the...
UserIdentity
python
walkccc__LeetCode
solutions/74. Search a 2D Matrix/74.py
{ "start": 0, "end": 425 }
class ____: def searchMatrix(self, matrix: list[list[int]], target: int) -> bool: if not matrix: return False m = len(matrix) n = len(matrix[0]) l = 0 r = m * n while l < r: mid = (l + r) // 2 i = mid // n j = mid % n if matrix[i][j] == target: return Tr...
Solution
python
davidhalter__jedi
jedi/plugins/stdlib.py
{ "start": 25216, "end": 29997 }
class ____(ValueWrapper, FunctionMixin): def __init__(self, func, original_function): super().__init__(func) self._original_function = original_function @property def name(self): return self._original_function.name def get_signature_functions(self): return [self] @arg...
Wrapped
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/hooks/tasks.py
{ "start": 1500, "end": 26340 }
class ____(GoogleBaseHook): """ Hook for Google Cloud Tasks APIs. Cloud Tasks allows developers to manage the execution of background work in their applications. All the methods in the hook where project_id is used must be called with keyword arguments rather than positional. :param gcp_conn_...
CloudTasksHook
python
getsentry__sentry
src/sentry/integrations/api/serializers/rest_framework/data_forwarder.py
{ "start": 9796, "end": 12410 }
class ____(Serializer): data_forwarder_id = serializers.IntegerField() project = ProjectField(scope="project:write", id_allowed=True) overrides = serializers.JSONField(default=dict) is_enabled = serializers.BooleanField(default=True) def __init__(self, *args, **kwargs): super().__init__(*ar...
DataForwarderProjectSerializer
python
pyca__cryptography
src/cryptography/hazmat/primitives/asymmetric/ec.py
{ "start": 7507, "end": 7720 }
class ____(EllipticCurve): name = "sect409k1" key_size = 407 group_order = 0x7FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFE5F83B2D4EA20400EC4557D5ED3E3E7CA5B4B5C83B8E01E5FCF # noqa: E501
SECT409K1
python
dask__distributed
distributed/multi_lock.py
{ "start": 4844, "end": 8044 }
class ____: """Distributed Centralized Lock Parameters ---------- names Names of the locks to acquire. Choosing the same name allows two disconnected processes to coordinate a lock. client Client to use for communication with the scheduler. If not given, the default...
MultiLock
python
huggingface__transformers
tests/models/deformable_detr/test_modeling_deformable_detr.py
{ "start": 1448, "end": 7118 }
class ____: def __init__( self, parent, batch_size=8, is_training=True, use_labels=True, hidden_size=32, num_hidden_layers=2, num_attention_heads=8, intermediate_size=4, hidden_act="gelu", hidden_dropout_prob=0.1, attent...
DeformableDetrModelTester
python
apache__airflow
providers/amazon/tests/unit/amazon/aws/hooks/test_glue_catalog.py
{ "start": 1411, "end": 7145 }
class ____: def setup_method(self, method): self.client = boto3.client("glue", region_name="us-east-1") self.hook = GlueCatalogHook(region_name="us-east-1") def test_get_conn_returns_a_boto3_connection(self): hook = GlueCatalogHook(region_name="us-east-1") assert hook.get_conn()...
TestGlueCatalogHook
python
cython__cython
Demos/benchmarks/bm_richards_cclass.py
{ "start": 6916, "end": 7866 }
class ____(Task): def __init__(self,i,p,w,s,r): Task.__init__(self,i,p,w,s,r) def fn(self, pkt: Packet | None, r: WorkerTaskRec): w = r if pkt is None: return self.waitTask() if w.destination == I_HANDLERA: dest = I_HANDLERB else: des...
WorkTask
python
airbytehq__airbyte
airbyte-integrations/connectors/destination-google-sheets/destination_google_sheets/client.py
{ "start": 613, "end": 2539 }
class ____: logger = AirbyteLogger() def __init__(self, config: Dict): self.config = config self.retries = 100 # max number of backoff retries def authorize(self) -> pygsheets_client: credentials = self.config.get("credentials", {}) auth_type = credentials.get("auth_type")...
GoogleSheetsClient
python
django__django
tests/test_utils/tests.py
{ "start": 83536, "end": 85509 }
class ____(SimpleTestCase): databases = {"default"} def test_allowed_database_queries(self): Car.objects.first() def test_allowed_database_chunked_cursor_queries(self): next(Car.objects.iterator(), None) def test_allowed_threaded_database_queries(self): connections_dict = {} ...
AllowedDatabaseQueriesTests
python
getsentry__sentry
src/sentry/api/serializers/release_details_types.py
{ "start": 66, "end": 140 }
class ____(TypedDict, total=False): description: str
VersionInfoOptional
python
getsentry__sentry
tests/sentry/relocation/api/endpoints/artifacts/test_details.py
{ "start": 1953, "end": 6491 }
class ____(GetRelocationArtifactDetailsTest): def setUp(self) -> None: super().setUp() dir = f"runs/{self.relocation.uuid}" self.relocation_storage = get_relocation_storage() # These files are unencrypted, so just save the file name as the content for testing # purposes. ...
GetRelocationArtifactDetailsGoodTest
python
apache__airflow
airflow-ctl/src/airflowctl/api/datamodels/generated.py
{ "start": 40512, "end": 41283 }
class ____(BaseModel): model_config = ConfigDict( extra="forbid", ) action: Annotated[ Literal["update"], Field(description="The action to be performed on the entities.", title="Action") ] entities: Annotated[ list[VariableBody], Field(description="A list of entities to be up...
BulkUpdateActionVariableBody
python
huggingface__transformers
src/transformers/models/idefics3/modeling_idefics3.py
{ "start": 17799, "end": 18370 }
class ____(PreTrainedModel): config: Idefics3Config base_model_prefix = "model" input_modalities = ("image", "text") supports_gradient_checkpointing = True _no_split_modules = ["Idefics3VisionAttention", "Idefics3DecoderLayer"] _skip_keys_device_placement = "past_key_values" _supports_flash_...
Idefics3PreTrainedModel
python
ray-project__ray
python/ray/data/_internal/logical/rules/limit_pushdown.py
{ "start": 427, "end": 8102 }
class ____(Rule): """Rule for pushing down the limit operator. When a limit operator is present, we apply the limit on the most upstream operator that supports it. We are conservative and only push through operators that we know for certain do not modify row counts: - Project operations (column sel...
LimitPushdownRule
python
django__django
tests/migrations/test_multidb.py
{ "start": 368, "end": 532 }
class ____: """ A router that doesn't allow migrating. """ def allow_migrate(self, db, app_label, **hints): return False
MigrateNothingRouter
python
scipy__scipy
scipy/signal/tests/test_filter_design.py
{ "start": 59888, "end": 63121 }
class ____: def test_allclose(self, xp): """Test for false positive on allclose in normalize() in filter_design.py""" # Test to make sure the allclose call within signal.normalize does not # choose false positives. Then check against a known output from MATLAB # to make sure...
TestNormalize
python
simonw__datasette
datasette/database.py
{ "start": 25460, "end": 26192 }
class ____: def __init__(self, rows, truncated, description): self.rows = rows self.truncated = truncated self.description = description @property def columns(self): return [d[0] for d in self.description] def first(self): if self.rows: return self.r...
Results
python
ipython__ipython
tests/test_ipunittest.py
{ "start": 2764, "end": 3365 }
class ____(object): """For methods, the normal decorator doesn't work. But rewriting the docstring with ip2py does, *but only if using nose --with-doctest*. Do we want to have that as a dependency? """ @ipdocstring def ipdt_method(self): """ In [20]: print(1) 1 ...
Foo
python
pytorch__pytorch
test/distributed/fsdp/test_fsdp_state_dict.py
{ "start": 4280, "end": 4838 }
class ____(torch.nn.Module): def __init__(self) -> None: super().__init__() torch.manual_seed(0) self.net1 = nn.Sequential(nn.Linear(8, 16), nn.ReLU()) self.net2 = nn.Sequential(nn.Linear(16, 16), nn.ReLU()) self.net3 = self.net2 self.random_parameter = nn.Parameter(t...
TestDummyModel
python
ray-project__ray
python/ray/tune/tests/_test_trial_runner_callbacks.py
{ "start": 649, "end": 1765 }
class ____(Callback): def __init__(self): self.state = OrderedDict() def setup(self, **info): self.state["setup"] = info def on_step_begin(self, **info): self.state["step_begin"] = info def on_step_end(self, **info): self.state["step_end"] = info def on_trial_star...
TestCallback
python
PrefectHQ__prefect
tests/test_tasks.py
{ "start": 169538, "end": 174341 }
class ____: @pytest.mark.parametrize( "args, kwargs", [ ((42, 42), {}), ([42, 42], {}), ((), {"x": 42, "y": 42}), ([42], {"y": 42}), ], ) async def test_with_args_kwargs(self, args, kwargs): @task def multiply(x, y): ...
TestApplyAsync
python
ray-project__ray
python/ray/data/aggregate.py
{ "start": 11229, "end": 13328 }
class ____(AggregateFnV2[int, int]): """Defines count aggregation. Example: .. testcode:: import ray from ray.data.aggregate import Count ds = ray.data.range(100) # Schema: {'id': int64} ds = ds.add_column("group_key", lambda x: x % 3) ...
Count
python
python-excel__xlwt
xlwt/antlr.py
{ "start": 28806, "end": 30306 }
class ____(TokenStream): def __init__(self): self._input = None self._stmap = {} self._stack = [] def addInputStream(self,stream,key): self._stmap[key] = stream def getCurrentStream(self): return self._input def getStream(self,sname): try: ...
TokenStreamSelector
python
django__django
django/db/models/functions/text.py
{ "start": 9711, "end": 9842 }
class ____(MySQLSHA2Mixin, OracleHashMixin, PostgreSQLSHAMixin, Transform): function = "SHA384" lookup_name = "sha384"
SHA384
python
rapidsai__cudf
python/cudf/cudf/core/buffer/spill_manager.py
{ "start": 1403, "end": 6059 }
class ____: """Gather spill statistics Levels of information gathered: 0 - disabled (no overhead). 1+ - duration and number of bytes spilled (very low overhead). 2+ - a traceback for each time a spillable buffer is exposed permanently (potential high overhead). The statistics...
SpillStatistics
python
donnemartin__interactive-coding-challenges
stacks_queues/stack/stack.py
{ "start": 114, "end": 559 }
class ____(object): def __init__(self, top=None): self.top = top def push(self, data): self.top = Node(data, self.top) def pop(self): if self.top is None: return None data = self.top.data self.top = self.top.next return data def peek(self):...
Stack
python
zarr-developers__zarr-python
tests/test_store/test_fsspec.py
{ "start": 4351, "end": 15905 }
class ____(StoreTests[FsspecStore, cpu.Buffer]): store_cls = FsspecStore buffer_cls = cpu.Buffer @pytest.fixture def store_kwargs(self) -> dict[str, str | bool]: try: from fsspec import url_to_fs except ImportError: # before fsspec==2024.3.1 from fssp...
TestFsspecStoreS3
python
huggingface__transformers
src/transformers/models/t5/modeling_t5.py
{ "start": 1616, "end": 3078 }
class ____(nn.Module): def __init__(self, hidden_size, eps=1e-6): """ Construct a layernorm module in the T5 style. No bias and no subtraction of mean. """ super().__init__() self.weight = nn.Parameter(torch.ones(hidden_size)) self.variance_epsilon = eps def forw...
T5LayerNorm
python
weaviate__weaviate-python-client
weaviate/collections/batch/batch_wrapper.py
{ "start": 4943, "end": 8224 }
class ____(Protocol): def add_object( self, collection: str, properties: Optional[WeaviateProperties] = None, references: Optional[ReferenceInputs] = None, uuid: Optional[UUID] = None, vector: Optional[VECTORS] = None, tenant: Optional[Union[str, Tenant]] = No...
BatchClientProtocol
python
openai__openai-python
src/openai/types/image_generate_params.py
{ "start": 362, "end": 4517 }
class ____(TypedDict, total=False): prompt: Required[str] """A text description of the desired image(s). The maximum length is 32000 characters for `gpt-image-1`, 1000 characters for `dall-e-2` and 4000 characters for `dall-e-3`. """ background: Optional[Literal["transparent", "opaque", "auto"...
ImageGenerateParamsBase
python
getsentry__sentry
tests/snuba/api/endpoints/test_discover_key_transactions.py
{ "start": 1103, "end": 25334 }
class ____(TeamKeyTransactionTestBase): def setUp(self) -> None: super().setUp() self.url = reverse("sentry-api-0-organization-key-transactions", args=[self.org.slug]) def test_key_transaction_without_feature(self) -> None: project = self.create_project(name="qux", organization=self.org...
TeamKeyTransactionTest
python
eriklindernoren__ML-From-Scratch
mlfromscratch/unsupervised_learning/autoencoder.py
{ "start": 507, "end": 4017 }
class ____(): """An Autoencoder with deep fully-connected neural nets. Training Data: MNIST Handwritten Digits (28x28 images) """ def __init__(self): self.img_rows = 28 self.img_cols = 28 self.img_dim = self.img_rows * self.img_cols self.latent_dim = 128 # The dimension ...
Autoencoder
python
doocs__leetcode
solution/3100-3199/3123.Find Edges in Shortest Paths/Solution.py
{ "start": 0, "end": 901 }
class ____: def findAnswer(self, n: int, edges: List[List[int]]) -> List[bool]: g = defaultdict(list) for i, (a, b, w) in enumerate(edges): g[a].append((b, w, i)) g[b].append((a, w, i)) dist = [inf] * n dist[0] = 0 q = [(0, 0)] while q: ...
Solution
python
huggingface__transformers
tests/models/deformable_detr/test_image_processing_deformable_detr.py
{ "start": 4801, "end": 35510 }
class ____(AnnotationFormatTestMixin, ImageProcessingTestMixin, unittest.TestCase): image_processing_class = DeformableDetrImageProcessor if is_vision_available() else None fast_image_processing_class = DeformableDetrImageProcessorFast if is_torchvision_available() else None def setUp(self): super(...
DeformableDetrImageProcessingTest
python
pyca__cryptography
tests/hazmat/primitives/test_ciphers.py
{ "start": 1319, "end": 1876 }
class ____: @pytest.mark.parametrize( ("key", "keysize"), [(b"0" * 32, 128), (b"0" * 48, 192), (b"0" * 64, 256)], ) def test_key_size(self, key, keysize): cipher = AES(binascii.unhexlify(key)) assert cipher.key_size == keysize def test_invalid_key_size(self): wit...
TestAES
python
wandb__wandb
wandb/vendor/pygments/lexers/jvm.py
{ "start": 48582, "end": 51009 }
class ____(RegexLexer): """ For `Pig Latin <https://pig.apache.org/>`_ source code. .. versionadded:: 2.0 """ name = 'Pig' aliases = ['pig'] filenames = ['*.pig'] mimetypes = ['text/x-pig'] flags = re.MULTILINE | re.IGNORECASE tokens = { 'root': [ (r'\s+',...
PigLexer
python
ethereum__web3.py
web3/types.py
{ "start": 3442, "end": 4507 }
class ____(TypedDict): chainId: int address: Address | ChecksumAddress | str nonce: Nonce y_parity: int r: int s: int # syntax b/c "from" keyword not allowed w/ class construction TxParams = TypedDict( "TxParams", { "accessList": AccessList, "authorizationList": Sequenc...
SetCodeAuthorizationParams
python
sympy__sympy
sympy/plotting/series.py
{ "start": 4153, "end": 38452 }
class ____: """Base class for the data objects containing stuff to be plotted. Notes ===== The backend should check if it supports the data series that is given. (e.g. TextBackend supports only LineOver1DRangeSeries). It is the backend responsibility to know how to use the class of data se...
BaseSeries
python
ray-project__ray
python/ray/_private/thirdparty/pynvml/pynvml.py
{ "start": 101086, "end": 101308 }
class ____(Structure): _fields_ = [("bIsPresent", c_uint, 1), ("percentage", c_uint), ("incThreshold", c_uint), ("decThreshold", c_uint)]
c_nvmlGpuDynamicPstatesUtilization_t
python
run-llama__llama_index
llama-index-packs/llama-index-packs-llama-dataset-metadata/llama_index/packs/llama_dataset_metadata/base.py
{ "start": 1543, "end": 1746 }
class ____(BaseModel): """Base Metadata class.""" class Config: alias_generator = to_camel allow_population_by_field_name = True arbitrary_types_allowed = True
BaseMetadata
python
urllib3__urllib3
src/urllib3/exceptions.py
{ "start": 7423, "end": 8053 }
class ____(HTTPError, httplib_IncompleteRead): """ Response length doesn't match expected Content-Length Subclass of :class:`http.client.IncompleteRead` to allow int value for ``partial`` to avoid creating large objects on streamed reads. """ partial: int # type: ignore[assignment] expect...
IncompleteRead
python
langchain-ai__langchain
libs/core/langchain_core/runnables/graph.py
{ "start": 1410, "end": 2271 }
class ____(NamedTuple): """Edge in a graph.""" source: str """The source node id.""" target: str """The target node id.""" data: Stringifiable | None = None """Optional data associated with the edge. """ conditional: bool = False """Whether the edge is conditional.""" def copy(...
Edge
python
fluentpython__example-code-2e
17-it-generator/aritprog_v0.py
{ "start": 129, "end": 563 }
class ____: def __init__(self, begin, step, end=None): self.begin = begin self.step = step self.end = end # None -> "infinite" series def __iter__(self): result_type = type(self.begin + self.step) result = result_type(self.begin) forever = self.end is None ...
ArithmeticProgression
python
huggingface__transformers
tests/models/detr/test_image_processing_detr.py
{ "start": 1267, "end": 4853 }
class ____: def __init__( self, parent, batch_size=7, num_channels=3, min_resolution=30, max_resolution=400, do_resize=True, size=None, do_rescale=True, rescale_factor=1 / 255, do_normalize=True, image_mean=[0.5, 0.5, 0....
DetrImageProcessingTester
python
mlflow__mlflow
mlflow/genai/judges/tools/get_span.py
{ "start": 583, "end": 5387 }
class ____(JudgeTool): """ Tool for retrieving a specific span by its ID. Returns the complete span data including inputs, outputs, attributes, and events. """ @property def name(self) -> str: return ToolNames.GET_SPAN def get_definition(self) -> ToolDefinition: return Too...
GetSpanTool
python
getsentry__sentry
tests/sentry/search/events/builder/test_metrics.py
{ "start": 5671, "end": 61876 }
class ____(MetricBuilderBaseTest): @pytest.mark.querybuilder def test_default_conditions(self) -> None: query = MetricsQueryBuilder( self.params, query="", dataset=Dataset.PerformanceMetrics, selected_columns=[] ) self.assertCountEqual(query.where, self.default_conditions) ...
MetricQueryBuilderTest
python
ansible__ansible
lib/ansible/_internal/_ssh/_ssh_agent.py
{ "start": 11018, "end": 11364 }
class ____(PrivateKeyMsg): type: KeyAlgo ecdsa_curve_name: unicode_string Q: binary_string d: mpint comments: unicode_string = dataclasses.field(default=unicode_string(''), compare=False) constraints: constraints = dataclasses.field(default=constraints(b'')) @dataclasses.dataclass(order=True, ...
EcdsaPrivateKeyMsg
python
sympy__sympy
sympy/physics/quantum/pauli.py
{ "start": 2963, "end": 4797 }
class ____(SigmaOpBase): """Pauli sigma y operator Parameters ========== name : str An optional string that labels the operator. Pauli operators with different names commute. Examples ======== >>> from sympy.physics.quantum import represent >>> from sympy.physics.quan...
SigmaY
python
PrefectHQ__prefect
tests/cli/test_work_queues.py
{ "start": 13532, "end": 16042 }
class ____: def test_inspect(self, work_queue): invoke_and_assert( command=f"work-queue inspect {work_queue.name}", expected_output_contains=[ f"id='{work_queue.id}'", f"name={work_queue.name!r}", ], expected_code=0, ) ...
TestInspectWorkQueue
python
networkx__networkx
networkx/algorithms/shortest_paths/tests/test_generic.py
{ "start": 19930, "end": 20609 }
class ____: @classmethod def setup_class(cls): global np import pytest np = pytest.importorskip("numpy") def test_specified_methods_numpy(self): G = nx.Graph() nx.add_cycle(G, range(7), weight=2) ans = nx.average_shortest_path_length( G, weight="...
TestAverageShortestPathLengthNumpy
python
readthedocs__readthedocs.org
readthedocs/projects/migrations/0108_migrate_language_code.py
{ "start": 610, "end": 831 }
class ____(migrations.Migration): safe = Safe.after_deploy() dependencies = [ ("projects", "0107_alter_project_language"), ] operations = [ migrations.RunPython(forwards_func), ]
Migration
python
PrefectHQ__prefect
tests/runner/test_runner.py
{ "start": 2885, "end": 2992 }
class ____: @flow @staticmethod def dummy_flow_staticmethod(): pass
ClassNameStaticmethod
python
python-markdown__markdown
tests/test_apis.py
{ "start": 4888, "end": 6170 }
class ____(unittest.TestCase): """ Tests of the State class for `BlockParser`. """ def setUp(self): self.state = markdown.blockparser.State() def testBlankState(self): """ Test State when empty. """ self.assertEqual(self.state, []) def testSetSate(self): """ Test State...
TestBlockParserState
python
jazzband__django-oauth-toolkit
oauth2_provider/views/mixins.py
{ "start": 424, "end": 7217 }
class ____: """ This mixin decouples Django OAuth Toolkit from OAuthLib. Users can configure the Server, Validator and OAuthlibCore classes used by this mixin by setting the following class variables: * server_class * validator_class * oauthlib_backend_class If these class v...
OAuthLibMixin