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python
tensorflow__tensorflow
tensorflow/python/kernel_tests/data_structures/padding_fifo_queue_test.py
{ "start": 1356, "end": 60468 }
class ____(test.TestCase): def testConstructor(self): with ops.Graph().as_default(): q = data_flow_ops.PaddingFIFOQueue( 10, dtypes_lib.float32, ((None,),), name="Q") self.assertTrue(isinstance(q.queue_ref, tensor.Tensor)) self.assertProtoEquals(""" name:'Q' op:'PaddingFIFOQueueV2' ...
PaddingFIFOQueueTest
python
scikit-learn__scikit-learn
sklearn/linear_model/_ridge.py
{ "start": 91647, "end": 99442 }
class ____(MultiOutputMixin, RegressorMixin, _BaseRidgeCV): """Ridge regression with built-in cross-validation. See glossary entry for :term:`cross-validation estimator`. By default, it performs efficient Leave-One-Out Cross-Validation. Read more in the :ref:`User Guide <ridge_regression>`. Para...
RidgeCV
python
coleifer__peewee
tests/queries.py
{ "start": 5574, "end": 7472 }
class ____(BaseTestCase): def test_clone_tables(self): self._do_test_clone(User, Tweet) def test_clone_models(self): class User(TestModel): username = TextField() class Meta: table_name = 'users' class Tweet(TestModel): user = ForeignK...
TestQueryCloning
python
ray-project__ray
python/ray/llm/_internal/common/utils/cloud_filesystem/pyarrow_filesystem.py
{ "start": 563, "end": 14600 }
class ____(BaseCloudFileSystem): """PyArrow-based implementation of cloud filesystem operations. This class provides a unified interface for cloud storage operations using PyArrow's filesystem abstraction. It supports S3, GCS, and Azure storage providers. """ @staticmethod def get_fs_and_p...
PyArrowFileSystem
python
lazyprogrammer__machine_learning_examples
unsupervised_class2/rbm_tf.py
{ "start": 467, "end": 4912 }
class ____(object): def __init__(self, D, M, an_id): self.D = D self.M = M self.id = an_id self.build(D, M) def set_session(self, session): self.session = session def build(self, D, M): # params self.W = tf.Variable(tf.random.normal(shape=(D, M)) * n...
RBM
python
plotly__plotly.py
tests/test_core/test_graph_objs/test_figure_properties.py
{ "start": 102, "end": 9891 }
class ____(TestCase): def setUp(self): # Disable default template pio.templates.default = None # Construct initial scatter object self.figure = go.Figure( data=[go.Scatter(y=[3, 2, 1], marker={"color": "green"})], layout={"xaxis": {"range": [-1, 4]}}, ...
TestFigureProperties
python
arrow-py__arrow
tests/test_locales.py
{ "start": 1799, "end": 3245 }
class ____: def test_get_locale(self, mocker): mock_locale = mocker.Mock() mock_locale_cls = mocker.Mock() mock_locale_cls.return_value = mock_locale with pytest.raises(ValueError): arrow.locales.get_locale("locale-name") cls_dict = arrow.locales._locale_map ...
TestModule
python
numba__numba
numba/core/typing/npydecl.py
{ "start": 25027, "end": 25669 }
class ____(AbstractTemplate): def generic(self, args, kws): assert not kws # Either ndindex(shape) or ndindex(*shape) if len(args) == 1 and isinstance(args[0], types.BaseTuple): tup = args[0] if tup.count > 0 and not isinstance(tup, types.UniTuple): ...
NdIndex
python
PyCQA__pylint
tests/functional/e/enum_self_defined_member_6805.py
{ "start": 582, "end": 898 }
class ____(IntEnum): MONDAY = (1, "Mon") TUESDAY = (2, "Tue") WEDNESDAY = (3, "Wed") THURSDAY = (4, "Thu") FRIDAY = (5, "Fri") SATURDAY = (6, "Sat") SUNDAY = (7, "Sun") def __new__(cls, value, _abbr=None): return int.__new__(cls, value) print(Day.FRIDAY.foo) # [no-member]
Day
python
getsentry__sentry
src/sentry/conf/types/sdk_config.py
{ "start": 1255, "end": 1402 }
class ____(SdkConfig): # these get popped before sending along to the sdk dsn: NotRequired[str] relay_dsn: NotRequired[str]
ServerSdkConfig
python
pytorch__pytorch
test/distributed/tensor/test_op_strategy.py
{ "start": 19402, "end": 23886 }
class ____(DTensorTestBase): @with_comms @patch( "torch.distributed.tensor._sharding_prop.ShardingPropagator._select_strategy" ) def test_replicate_strategy_placement(self, mock_select_strategy): costs_from__select_strategy = [] def mock_select_func(strategy, op_schema=None): ...
DistTensorReplicateStrategyRegistrationTest
python
spack__spack
lib/spack/spack/test/error_messages.py
{ "start": 803, "end": 925 }
class ____(Package): version("2.1") version("2.0") depends_on("x4@4.1") """, ) _pkgx3 = ( "x3", """\
X2
python
getsentry__sentry
tests/sentry/issue_detection/test_file_io_on_main_thread_detector.py
{ "start": 1214, "end": 7034 }
class ____(TestCase): def setUp(self) -> None: super().setUp() self._settings = get_detection_settings() def create_proguard(self, uuid: str) -> None: with ZipFile(BytesIO(), "w") as f: f.writestr(f"proguard/{uuid}.txt", PROGUARD_SOURCE) create_files_from_dif_zip...
FileIOMainThreadDetectorTest
python
huggingface__transformers
src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py
{ "start": 155473, "end": 156024 }
class ____(nn.Module): """Layer scale from [Touvron et al 2021] (https://huggingface.co/papers/2103.17239). This rescales diagonally the residual outputs close to 0, with a learnt scale. """ def __init__(self, config): super().__init__() channels = config.hidden_size initial_sca...
Qwen3OmniMoeCode2WavLayerScale
python
doocs__leetcode
solution/3300-3399/3356.Zero Array Transformation II/Solution.py
{ "start": 0, "end": 546 }
class ____: def minZeroArray(self, nums: List[int], queries: List[List[int]]) -> int: def check(k: int) -> bool: d = [0] * (len(nums) + 1) for l, r, val in queries[:k]: d[l] += val d[r + 1] -= val s = 0 for x, y in zip(nums, d):...
Solution
python
gevent__gevent
src/greentest/3.10/test_wsgiref.py
{ "start": 19417, "end": 19941 }
class ____(BaseCGIHandler): """Simple handler subclass for testing BaseHandler""" # BaseHandler records the OS environment at import time, but envvars # might have been changed later by other tests, which trips up # HandlerTests.testEnviron(). os_environ = dict(os.environ.items()) def __init__...
ErrorHandler
python
lxml__lxml
src/lxml/tests/common_imports.py
{ "start": 5684, "end": 6731 }
class ____: def __init__(self, path): self.path = path def __fspath__(self): return self.path def fileInTestDir(name): _testdir = os.path.dirname(__file__) return os.path.join(_testdir, name) def path2url(path): return urlparse.urljoin( 'file://', pathname2url(path)) de...
SimpleFSPath
python
django__django
django/contrib/gis/db/backends/base/features.py
{ "start": 101, "end": 4106 }
class ____: gis_enabled = True # Does the database contain a SpatialRefSys model to store SRID # information? has_spatialrefsys_table = True # Does the backend support the django.contrib.gis.utils.add_srs_entry() # utility? supports_add_srs_entry = True # Does the backend introspect Ge...
BaseSpatialFeatures
python
sympy__sympy
sympy/functions/elementary/hyperbolic.py
{ "start": 47976, "end": 53220 }
class ____(InverseHyperbolicFunction): """ ``atanh(x)`` is the inverse hyperbolic tangent of ``x``. The inverse hyperbolic tangent function. Examples ======== >>> from sympy import atanh >>> from sympy.abc import x >>> atanh(x).diff(x) 1/(1 - x**2) See Also ======== ...
atanh
python
streamlit__streamlit
lib/streamlit/elements/widgets/chat.py
{ "start": 14129, "end": 38692 }
class ____: @gather_metrics("chat_message") def chat_message( self, name: Literal["user", "assistant", "ai", "human"] | str, *, avatar: Literal["user", "assistant"] | str | AtomicImage | None = None, width: Width = "stretch", ) -> DeltaGenerator: """Insert a c...
ChatMixin
python
pytorch__pytorch
torch/distributed/_composable/replicate_with_fsdp.py
{ "start": 2587, "end": 10193 }
class ____(FSDPState): """ Replicate state functionality is adapted from FSDP state. In the future, could experiment with inheriting from it instead. """ def __init__(self) -> None: super().__init__() self._state_ctx = _ReplicateStateContext() # type: ignore[assignment] # Defi...
_ReplicateState
python
great-expectations__great_expectations
contrib/capitalone_dataprofiler_expectations/capitalone_dataprofiler_expectations/rule_based_profiler/data_assistant/data_profiler_structured_data_assistant.py
{ "start": 1481, "end": 19608 }
class ____(DataAssistant): """ ProfileReportBasedColumnsDataAssistant provides dataset exploration and validation for columns of tabular data. """ __alias__: str = "data_profiler" def __init__( self, name: str, validator: Validator, ) -> None: super().__init__( ...
DataProfilerStructuredDataAssistant
python
apache__airflow
providers/google/tests/unit/google/cloud/operators/test_translate.py
{ "start": 28491, "end": 31046 }
class ____: @mock.patch("airflow.providers.google.cloud.operators.translate.TranslateHook") def test_minimal_green_path(self, mock_hook): GLOSSARY_CREATION_RESULT = { "name": f"projects/{PROJECT_ID}/locations/{LOCATION}/glossaries/{GLOSSARY_ID}", "display_name": f"{GLOSSARY_ID}",...
TestTranslateGlossaryCreate
python
getsentry__sentry
src/sentry/explore/models.py
{ "start": 1199, "end": 1606 }
class ____(Model): __relocation_scope__ = RelocationScope.Organization project = FlexibleForeignKey("sentry.Project") explore_saved_query = FlexibleForeignKey("explore.ExploreSavedQuery") class Meta: app_label = "explore" db_table = "explore_exploresavedqueryproject" unique_tog...
ExploreSavedQueryProject
python
airbytehq__airbyte
airbyte-integrations/bases/connector-acceptance-test/connector_acceptance_test/utils/backward_compatibility.py
{ "start": 5321, "end": 11894 }
class ____(BaseDiffChecker): """A class to perform backward compatibility checks on a connector specification diff""" context = BackwardIncompatibilityContext.SPEC def compute_diffs(self): self.connection_specification_diff = DeepDiff( self._previous["connectionSpecification"], ...
SpecDiffChecker
python
scipy__scipy
scipy/io/arff/tests/test_arffread.py
{ "start": 2866, "end": 3057 }
class ____: def test_missing(self): data, meta = loadarff(missing) for i in ['yop', 'yap']: assert_array_almost_equal(data[i], expect_missing[i])
TestMissingData
python
dagster-io__dagster
python_modules/dagster/dagster/_core/types/python_set.py
{ "start": 428, "end": 1080 }
class ____(DagsterTypeLoader): def __init__(self, item_dagster_type): self._item_dagster_type = check.inst_param( item_dagster_type, "item_dagster_type", DagsterType ) @property def schema_type(self): return Array(self._item_dagster_type.loader.schema_type) def cons...
TypedSetLoader
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/call2.py
{ "start": 1504, "end": 2958 }
class ____(str): ... kwargs2: dict[MyStr, MyStr] = {} func8(z=False, **kwargs2) def func9( x: int, y: str, *, a: str = ..., b: str, c: str, ) -> None: ... kwargs3: dict[str, str] = {} func9(0, "", **kwargs3) args4: list[str] = ["hi"] func9(0, *args4, **kwargs3) # This should generate an ...
MyStr
python
Textualize__textual
src/textual/getters.py
{ "start": 547, "end": 1801 }
class ____(Generic[AppType]): """Create a property to return the active app. All widgets have a default `app` property which returns an App instance. Type checkers will complain if you try to access attributes defined on your App class, which aren't present in the base class. To keep the type checker h...
app
python
streamlit__streamlit
lib/tests/streamlit/net_util_test.py
{ "start": 741, "end": 2430 }
class ____(unittest.TestCase): def setUp(self): net_util._external_ip = None def test_get_external_ip(self): # Test success with requests_mock.mock() as m: m.get(net_util._AWS_CHECK_IP, text="1.2.3.4") assert net_util.get_external_ip() == "1.2.3.4" net_u...
UtilTest
python
plotly__plotly.py
_plotly_utils/exceptions.py
{ "start": 2111, "end": 2640 }
class ____(PlotlyGraphObjectError): def __init__(self, obj, path, notes=()): """See PlotlyGraphObjectError.__init__ for param docs.""" format_dict = {"index": path[-1], "object_name": obj._name} message = "Invalid entry found in '{object_name}' at index, '{index}'".format( **form...
PlotlyListEntryError
python
tensorflow__tensorflow
tensorflow/python/data/experimental/kernel_tests/service/test_base.py
{ "start": 15997, "end": 16460 }
class ____: """Temporary directory for unit testing.""" def __init__(self): temp_dir = tempfile.mkdtemp(dir=googletest.GetTempDir()) self._path = os.path.join( tempfile.mkdtemp(dir=temp_dir), "tf_data_snapshot") @property def full_path(self) -> str: return self._path def __fspath__(self...
TempDir
python
dagster-io__dagster
python_modules/dagster/dagster/_core/definitions/run_status_sensor_definition.py
{ "start": 3595, "end": 5129 }
class ____( NamedTuple( "_RunStatusSensorCursor", [ ("record_id", int), # deprecated arg, used as a record cursor for the run-sharded sqlite implementation to # filter records based on the update timestamp of the run. When populated, the record # id i...
RunStatusSensorCursor
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 40353, "end": 40547 }
class ____(sgqlc.types.Enum): """ See source code for more info. """ __schema__ = graphql_schema __choices__ = ("BLANK", "COMMIT_MESSAGES", "PR_BODY")
SquashMergeCommitMessage
python
django__django
django/db/models/expressions.py
{ "start": 42372, "end": 43588 }
class ____(Expression): allowed_default = True def __init__(self, sql, params, output_field=None): if output_field is None: output_field = fields.Field() self.sql, self.params = sql, params super().__init__(output_field=output_field) def __repr__(self): return "...
RawSQL
python
numba__numba
numba/core/typing/templates.py
{ "start": 48639, "end": 49513 }
class ____(object): """ An incremental loader for a registry. Each new call to new_registrations() will iterate over the not yet seen registrations. The reason for this object is multiple: - there can be several contexts - each context wants to install all registrations - registrations can...
BaseRegistryLoader
python
dask__distributed
distributed/http/scheduler/info.py
{ "start": 1343, "end": 1953 }
class ____(RequestHandler): @log_errors def get(self, worker): worker = escape.url_unescape(worker) if worker not in self.server.workers: self.send_error(404) return self.render( "worker.html", title="Worker: " + worker, schedu...
Worker
python
jazzband__tablib
tests/test_tablib.py
{ "start": 66445, "end": 67028 }
class ____(BaseTestCase): def test_jira_export(self): expected = """||first_name||last_name||gpa|| |John|Adams|90| |George|Washington|67| |Thomas|Jefferson|50|""" self.assertEqual(expected, self.founders.jira) def test_jira_export_no_headers(self): self.assertEqual('|a|b|c|', tablib.Dat...
JiraTests
python
pypa__warehouse
tests/common/db/oidc.py
{ "start": 406, "end": 802 }
class ____(WarehouseFactory): class Meta: model = GitHubPublisher id = factory.Faker("uuid4", cast_to=None) repository_name = factory.Faker("pystr", max_chars=12) repository_owner = factory.Faker("pystr", max_chars=12) repository_owner_id = factory.Faker("pystr", max_chars=12) workflow_...
GitHubPublisherFactory
python
huggingface__transformers
src/transformers/models/llava_next_video/modular_llava_next_video.py
{ "start": 7992, "end": 9142 }
class ____(LlavaNextModelOutputWithPast): r""" past_key_values (`Cache`, *optional*, returned when `use_cache=True` is passed or when `config.use_cache=True`): It is a [`~cache_utils.Cache`] instance. For more details, see our [kv cache guide](https://huggingface.co/docs/transformers/en/kv_cache). ...
LlavaNextVideoModelOutputWithPast
python
huggingface__transformers
src/transformers/models/vit_mae/modeling_vit_mae.py
{ "start": 14637, "end": 17028 }
class ____(nn.Module): def __init__(self, config: ViTMAEConfig): super().__init__() if config.hidden_size % config.num_attention_heads != 0 and not hasattr(config, "embedding_size"): raise ValueError( f"The hidden size {config.hidden_size} is not a multiple of the number ...
ViTMAESelfAttention
python
getsentry__sentry
src/sentry/api/bases/organizationmember.py
{ "start": 2820, "end": 4642 }
class ____(OrganizationEndpoint): def convert_args( self, request: Request, organization_id_or_slug: str | int | None = None, member_id: str = "me", *args: Any, **kwargs: Any, ) -> tuple[tuple[Any, ...], dict[str, Any]]: args, kwargs = super().convert_args...
OrganizationMemberEndpoint
python
django-guardian__django-guardian
guardian/testapp/migrations/0001_initial.py
{ "start": 291, "end": 10120 }
class ____(migrations.Migration): initial = True dependencies = [ ("auth", "0001_initial"), ] operations = [ migrations.CreateModel( name="CustomUser", fields=[ ("password", models.CharField(max_length=128, verbose_name="password")), ...
Migration
python
mlflow__mlflow
mlflow/types/llm.py
{ "start": 11019, "end": 12021 }
class ____(_BaseDataclass): """ A tool parameter definition. Args: properties (Dict[str, :py:class:`ParamProperty`]): A mapping of parameter names to their definitions. type (str): The type of the parameter. Currently only "object" is supported. required (List[str]): A l...
ToolParamsSchema
python
getsentry__sentry
src/sentry/seer/models.py
{ "start": 1061, "end": 1148 }
class ____(BaseModel): explanation: str span_id: str span_op: str
SpanInsight
python
pennersr__django-allauth
allauth/socialaccount/providers/instagram/provider.py
{ "start": 225, "end": 417 }
class ____(ProviderAccount): PROFILE_URL = "https://instagram.com/" def get_profile_url(self): return self.PROFILE_URL + self.account.extra_data.get("username")
InstagramAccount
python
automl__auto-sklearn
autosklearn/pipeline/components/feature_preprocessing/kitchen_sinks.py
{ "start": 462, "end": 2777 }
class ____(AutoSklearnPreprocessingAlgorithm): def __init__( self, gamma: float, n_components: int, random_state: Optional[Union[int, RandomState]] = None, ) -> None: """ Parameters ---------- gamma: float Parameter of the rbf kernel to...
RandomKitchenSinks
python
huggingface__transformers
tests/models/audioflamingo3/test_modeling_audioflamingo3.py
{ "start": 1280, "end": 5355 }
class ____: """ Builds a tiny AudioFlamingo3 config and synthetic inputs that respect AF3's post-pool token accounting: num <sound> tokens per sample == post-pool frame count. """ def __init__( self, parent, audio_token_id=0, seq_length=25, feat_seq_length=60...
AudioFlamingo3ModelTester
python
streamlit__streamlit
lib/tests/streamlit/elements/checkbox_test.py
{ "start": 1191, "end": 13701 }
class ____(DeltaGeneratorTestCase): """Test ability to marshall checkbox protos.""" def test_just_label(self): """Test that it can be called with no value.""" st.checkbox("the label") c = self.get_delta_from_queue().new_element.checkbox assert c.label == "the label" ass...
CheckboxTest
python
google__pytype
pytype/pyc/opcodes.py
{ "start": 11698, "end": 11802 }
class ____(OpcodeWithArg): # Arg: Comparison operator _FLAGS = HAS_ARGUMENT __slots__ = ()
COMPARE_OP
python
pennersr__django-allauth
allauth/headless/account/inputs.py
{ "start": 9114, "end": 9180 }
class ____(VerifyPhoneForm, inputs.Input): pass
VerifyPhoneInput
python
dagster-io__dagster
python_modules/dagster/dagster/_core/workspace/workspace.py
{ "start": 1363, "end": 1677 }
class ____: """Slimmer version of WorkspaceLocationEntry, containing the minimum set of information required to know whether the workspace needs reloading. """ location_name: str load_status: CodeLocationLoadStatus update_timestamp: float version_key: str @record
CodeLocationStatusEntry
python
getsentry__sentry
src/sentry/types/grouphash_metadata.py
{ "start": 2427, "end": 2946 }
class ____(TypedDict): """ Data gathered when an event is grouped based on a stacktrace found in an exception, a thread, or diretly in the event """ # Either "in-app" or "system" stacktrace_type: str # Where in the event data the stacktrace was found - either "exception", "thread", or #...
StacktraceHashingMetadata
python
wandb__wandb
wandb/vendor/graphql-core-1.1/wandb_graphql/type/definition.py
{ "start": 16511, "end": 17158 }
class ____(object): __slots__ = 'type', 'default_value', 'description', 'out_name' def __init__(self, type, default_value=None, description=None, out_name=None): self.type = type self.default_value = default_value self.description = description self.out_name = out_name def ...
GraphQLInputObjectField
python
getsentry__sentry
tests/sentry/integrations/api/endpoints/test_organization_integration_details.py
{ "start": 865, "end": 1906 }
class ____(APITestCase): endpoint = "sentry-api-0-organization-integration-details" def setUp(self) -> None: super().setUp() self.login_as(user=self.user) self.integration = self.create_provider_integration( provider="gitlab", name="Gitlab", external_id="gitlab:1" )...
OrganizationIntegrationDetailsTest
python
pypa__hatch
src/hatch/cli/test/core.py
{ "start": 207, "end": 1936 }
class ____: def __init__(self, project_root: Path, data_dir: Path) -> None: self.project_root = project_root self.data_dir = data_dir @cached_property def user_config_path(self) -> Path: # https://coverage.readthedocs.io/en/7.4.4/config.html#sample-file return ( ...
PatchedCoverageConfig
python
huggingface__transformers
src/transformers/models/glm4v/modular_glm4v.py
{ "start": 16535, "end": 16579 }
class ____(Glm4RMSNorm): pass
Glm4vRMSNorm
python
microsoft__pyright
build/generateUnicodeTables.py
{ "start": 257, "end": 765 }
class ____: def __init__(self, code: int, category: str, *, end: int | None = None): self.code = code self.category = category self.hasSurrogate = code > 0xFFFF if self.hasSurrogate: unicodeChar = chr(code) utf16 = unicodeChar.encode("utf-16") raw...
Character
python
huggingface__transformers
tests/pipelines/test_pipelines_fill_mask.py
{ "start": 1041, "end": 17941 }
class ____(unittest.TestCase): model_mapping = MODEL_FOR_MASKED_LM_MAPPING def tearDown(self): super().tearDown() # clean-up as much as possible GPU memory occupied by PyTorch gc.collect() if is_torch_available(): backend_empty_cache(torch_device) @require_torch...
FillMaskPipelineTests
python
ethereum__web3.py
web3/middleware/filter.py
{ "start": 17809, "end": 22031 }
class ____(Web3Middleware): def __init__(self, w3: Union["Web3", "AsyncWeb3[Any]"]): self.filters: dict[str, SyncFilter] = {} self.async_filters: dict[str, AsyncFilter] = {} self.filter_id_counter = itertools.count() super().__init__(w3) def wrap_make_request(self, make_request:...
LocalFilterMiddleware
python
huggingface__transformers
src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py
{ "start": 93066, "end": 94762 }
class ____(Qwen2_5_VLAttention): def __init__(self, config: Qwen2_5OmniConfig, layer_idx: Optional[int] = None): nn.Module.__init__(self) self.config = config self.layer_idx = layer_idx if layer_idx is None: logger.warning_once( f"Instantiating {self.__cla...
Qwen2_5OmniAttention
python
dask__distributed
distributed/scheduler.py
{ "start": 30820, "end": 32492 }
class ____: """Abstract collection tracking all tasks See Also -------- TaskGroup TaskPrefix """ #: The name of a collection of tasks. name: str #: The total number of bytes that tasks belonging to this collection have produced nbytes_total: int #: The number of tasks bel...
TaskCollection
python
pypa__setuptools
setuptools/_vendor/jaraco/collections/__init__.py
{ "start": 19936, "end": 21954 }
class ____(collections.abc.Mapping, collections.abc.Hashable): """ An immutable mapping. >>> a = FrozenDict(a=1, b=2) >>> b = FrozenDict(a=1, b=2) >>> a == b True >>> a == dict(a=1, b=2) True >>> dict(a=1, b=2) == a True >>> 'a' in a True >>> type(hash(a)) is type(0...
FrozenDict
python
tensorflow__tensorflow
tensorflow/python/distribute/experimental/multi_worker_mirrored_strategy_test.py
{ "start": 2083, "end": 19231 }
class ____(tf_test.TestCase, parameterized.TestCase): def setUp(self): super().setUp() self.num_client = flags.FLAGS.num_clients self.num_local_devices = flags.FLAGS.num_local_devices tf_config = json.loads(os.environ['TF_CONFIG']) self.client_id = int(tf_config['task']['index']) def test_str...
MultiWorkerMirroredStrategyTest
python
google__jax
tests/lax_vmap_test.py
{ "start": 1171, "end": 33419 }
class ____(jtu.JaxTestCase): def _CheckBatching(self, op, bdim_size, bdims, shapes, dtypes, rng, rtol=None, atol=None, multiple_results=False): batched_shapes = map(partial(lax_test_util.add_bdim, bdim_size), bdims, shapes) args = [rng(shape, dtype) for shape, dtype in zip(batched_shapes...
LaxVmapTest
python
PrefectHQ__prefect
tests/server/orchestration/test_core_policy.py
{ "start": 17471, "end": 21669 }
class ____: async def test_retries( self, session, initialize_orchestration, monkeypatch, frozen_time, ): failed_task_runs = [ mock.Mock(id="task_run_001"), mock.Mock(id="task_run_002"), ] read_task_runs = AsyncMock(side_eff...
TestFlowRetryingRule
python
pypa__hatch
src/hatch/cli/application.py
{ "start": 559, "end": 7699 }
class ____(Terminal): def __init__(self, exit_func, *args, **kwargs): super().__init__(*args, **kwargs) self.platform = Platform(self.output) self.__exit_func = exit_func self.config_file = ConfigFile() self.quiet = self.verbosity < 0 self.verbose = self.verbosity > ...
Application
python
huggingface__transformers
src/transformers/models/sew_d/modeling_sew_d.py
{ "start": 56184, "end": 62835 }
class ____(SEWDPreTrainedModel): def __init__(self, config, target_lang: Optional[str] = None): r""" target_lang (`str`, *optional*): Language id of adapter weights. Adapter weights are stored in the format adapter.<lang>.safetensors or adapter.<lang>.bin. Only relevant when ...
SEWDForCTC
python
tensorflow__tensorflow
tensorflow/python/training/basic_session_run_hooks_test.py
{ "start": 53425, "end": 55602 }
class ____(test.TestCase): def test_final_ops_is_scalar_tensor(self): with ops.Graph().as_default(): expected_value = 4 final_ops = constant_op.constant(expected_value) hook = basic_session_run_hooks.FinalOpsHook(final_ops) hook.begin() with session_lib.Session() as session: ...
FinalOpsHookTest
python
wandb__wandb
wandb/sdk/artifacts/_generated/input_types.py
{ "start": 2139, "end": 2288 }
class ____(GQLInput): name: str = Field(max_length=128, pattern="^[-\\w]+([ ]*[-.\\w]+)*$") description: Optional[str] = None
ArtifactTypeInput
python
mlflow__mlflow
mlflow/entities/run_tag.py
{ "start": 119, "end": 890 }
class ____(_MlflowObject): """Tag object associated with a run.""" def __init__(self, key, value): self._key = key self._value = value def __eq__(self, other): if type(other) is type(self): # TODO deep equality here? return self.__dict__ == other.__dict__ ...
RunTag
python
Textualize__textual
src/textual/demo/game.py
{ "start": 17904, "end": 19438 }
class ____(PageScreen): """The screen containing the game.""" DEFAULT_CSS = """ GameScreen{ #container { align: center middle; layers: instructions game; } } """ BINDINGS = [("n", "new_game", "New Game")] def compose(self) -> ComposeResu...
GameScreen
python
optuna__optuna
optuna/storages/_rdb/alembic/versions/v2.4.0.a.py
{ "start": 1672, "end": 2070 }
class ____(BaseModel): __tablename__ = "trial_values" __table_args__: Any = (UniqueConstraint("trial_id", "objective"),) trial_value_id = Column(Integer, primary_key=True) trial_id = Column(Integer, ForeignKey("trials.trial_id"), nullable=False) objective = Column(Integer, nullable=False) value ...
TrialValueModel
python
allegroai__clearml
clearml/binding/click_bind.py
{ "start": 440, "end": 6930 }
class ____: _args = {} _args_desc = {} _args_type = {} _num_commands = 0 _command_type = "click.Command" _section_name = "Args" _current_task = None __remote_task_params = None __remote_task_params_dict = {} __patched = False @classmethod def patch(cls, task: Optional["T...
PatchClick
python
spyder-ide__spyder
spyder/plugins/ipythonconsole/widgets/status.py
{ "start": 850, "end": 5959 }
class ____(ShellConnectStatusBarWidget): """Status bar widget for current Matplotlib backend.""" ID = "matplotlib_status" CONF_SECTION = 'ipython_console' INTERACT_ON_CLICK = True def __init__(self, parent): super().__init__(parent) self._gui = None self._interactive_gui =...
MatplotlibStatus
python
python-attrs__attrs
tests/test_validators.py
{ "start": 6255, "end": 7386 }
class ____: def test_in_all(self): """ Verify that this validator is in ``__all__``. """ assert and_.__name__ in validator_module.__all__ def test_success(self): """ Succeeds if all wrapped validators succeed. """ v = and_(instance_of(int), always...
TestAnd
python
RaRe-Technologies__gensim
gensim/test/test_word2vec.py
{ "start": 53068, "end": 54564 }
class ____(unittest.TestCase): @unittest.skipIf(POT_EXT is False, "POT not installed") def test_nonzero(self): '''Test basic functionality with a test sentence.''' model = word2vec.Word2Vec(sentences, min_count=2, seed=42, workers=1) sentence1 = ['human', 'interface', 'computer'] ...
TestWMD
python
dask__distributed
distributed/shuffle/_rechunk.py
{ "start": 31451, "end": 37675 }
class ____(ShuffleRun[NDIndex, "np.ndarray"]): """State for a single active rechunk execution This object is responsible for splitting, sending, receiving and combining data shards. It is entirely agnostic to the distributed system and can perform a rechunk with other run instances using `rpc``. ...
ArrayRechunkRun
python
weaviate__weaviate-python-client
weaviate/connect/event_loop.py
{ "start": 315, "end": 460 }
class ____(Future, Generic[T]): def result(self, timeout: Optional[float] = None) -> T: return cast(T, super().result(timeout))
_Future
python
pallets__click
src/click/types.py
{ "start": 5750, "end": 6436 }
class ____(ParamType): def __init__(self, func: t.Callable[[t.Any], t.Any]) -> None: self.name: str = func.__name__ self.func = func def to_info_dict(self) -> dict[str, t.Any]: info_dict = super().to_info_dict() info_dict["func"] = self.func return info_dict def con...
FuncParamType
python
wireservice__csvkit
csvkit/utilities/csvstack.py
{ "start": 418, "end": 5598 }
class ____(CSVKitUtility): description = 'Stack up the rows from multiple CSV files, optionally adding a grouping value.' # Override 'f' because the utility accepts multiple files. override_flags = ['f', 'L', 'I'] def add_arguments(self): self.argparser.add_argument( metavar='FILE',...
CSVStack
python
django__django
django/contrib/gis/db/backends/utils.py
{ "start": 85, "end": 789 }
class ____: """ Class encapsulating the behavior specific to a GIS operation (used by lookups). """ sql_template = None def __init__(self, op=None, func=None): self.op = op self.func = func @property def default_template(self): if self.func: return ...
SpatialOperator
python
doocs__leetcode
lcof2/剑指 Offer II 091. 粉刷房子/Solution.py
{ "start": 0, "end": 298 }
class ____: def minCost(self, costs: List[List[int]]) -> int: r, g, b = 0, 0, 0 for cost in costs: _r, _g, _b = r, g, b r = min(_g, _b) + cost[0] g = min(_r, _b) + cost[1] b = min(_r, _g) + cost[2] return min(r, g, b)
Solution
python
run-llama__llama_index
llama-index-integrations/llms/llama-index-llms-paieas/llama_index/llms/paieas/base.py
{ "start": 163, "end": 1047 }
class ____(OpenAILike): """ PaiEas is a thin wrapper around the OpenAILike model that makes it compatible with Aliyun PAI-EAS(Elastic Algorithm Service) that provide effective llm services. """ def __init__( self, model: str = DEFAULT_MODEL_NAME, api_key: Optional[str] = Non...
PaiEas
python
ray-project__ray
rllib/connectors/learner/add_infos_from_episodes_to_train_batch.py
{ "start": 374, "end": 1850 }
class ____(ConnectorV2): """Adds the infos column to th train batch. If provided with `episodes` data, this connector piece makes sure that the final train batch going into the RLModule for updating (`forward_train()` call) contains an `infos` column. If the user wants to customize their own data ...
AddInfosFromEpisodesToTrainBatch
python
walkccc__LeetCode
solutions/643. Maximum Average Subarray I/643.py
{ "start": 0, "end": 236 }
class ____: def findMaxAverage(self, nums: list[int], k: int) -> float: summ = sum(nums[:k]) ans = summ for i in range(k, len(nums)): summ += nums[i] - nums[i - k] ans = max(ans, summ) return ans / k
Solution
python
spyder-ide__spyder
spyder/widgets/reporterror.py
{ "start": 1770, "end": 4062 }
class ____(SimpleCodeEditor, SpyderFontsMixin): """Widget to enter error description.""" def __init__(self, parent=None): super().__init__(parent) # Editor options self.setup_editor( language='md', font=self.get_font( SpyderFontType.MonospaceInte...
DescriptionWidget
python
pallets__jinja
src/jinja2/bccache.py
{ "start": 3128, "end": 6065 }
class ____: """To implement your own bytecode cache you have to subclass this class and override :meth:`load_bytecode` and :meth:`dump_bytecode`. Both of these methods are passed a :class:`~jinja2.bccache.Bucket`. A very basic bytecode cache that saves the bytecode on the file system:: from o...
BytecodeCache
python
mlflow__mlflow
mlflow/telemetry/events.py
{ "start": 8463, "end": 8936 }
class ____(Event): name: str = "invoke_custom_judge_model" @classmethod def parse(cls, arguments: dict[str, Any]) -> dict[str, Any] | None: from mlflow.metrics.genai.model_utils import _parse_model_uri model_uri = arguments.get("model_uri") if not model_uri: return {"mo...
InvokeCustomJudgeModelEvent
python
apache__airflow
airflow-core/src/airflow/dag_processing/processor.py
{ "start": 16117, "end": 23151 }
class ____(WatchedSubprocess): """ Parses dags with Task SDK API. This class provides a wrapper and management around a subprocess to parse a specific DAG file. Since DAGs are written with the Task SDK, we need to parse them in a task SDK process such that we can use the Task SDK definitions when ...
DagFileProcessorProcess
python
getsentry__sentry
tests/acceptance/test_organization_releases.py
{ "start": 243, "end": 2998 }
class ____(AcceptanceTestCase): release_date = datetime(2020, 5, 18, 15, 13, 58, 132928, tzinfo=UTC) def setUp(self) -> None: super().setUp() self.user = self.create_user("foo@example.com") self.org = self.create_organization(owner=self.user, name="Rowdy Tiger") self.team = sel...
OrganizationReleasesTest
python
django__django
django/contrib/postgres/constraints.py
{ "start": 664, "end": 9453 }
class ____(CheckPostgresInstalledMixin, BaseConstraint): template = ( "CONSTRAINT %(name)s EXCLUDE USING %(index_type)s " "(%(expressions)s)%(include)s%(where)s%(deferrable)s" ) def __init__( self, *, name, expressions, index_type=None, condit...
ExclusionConstraint
python
pytorch__pytorch
test/distributed/test_multi_threaded_pg.py
{ "start": 732, "end": 4865 }
class ____(TestCase): @spawn_threads_and_init_comms(world_size=4) def test_broadcast_object_list(self): val = 99 if dist.get_rank() == 0 else None object_list = [val] * dist.get_world_size() dist.broadcast_object_list(object_list=object_list) self.assertEqual(99, object_list[0])...
TestCollectivesWithWrapper
python
ray-project__ray
python/ray/experimental/shuffle.py
{ "start": 1426, "end": 2278 }
class ____: """This class is used to stream shuffle map outputs to the object store. It can be subclassed to optimize writing (e.g., batching together small records into larger objects). This will be performance critical if your input records are small (the example shuffle uses very large records, so ...
ObjectStoreWriter
python
tornadoweb__tornado
tornado/test/web_test.py
{ "start": 15457, "end": 15791 }
class ____(RequestHandler): def initialize(self, login_url): self.login_url = login_url def get_login_url(self): return self.login_url @authenticated def get(self): # we'll never actually get here because the test doesn't follow redirects self.send_error(500)
AuthRedirectRequestHandler
python
getsentry__sentry
tests/sentry/integrations/jira_server/test_integration.py
{ "start": 51095, "end": 56754 }
class ____(APITestCase): @cached_property def integration(self): integration = self.create_integration( organization=self.organization, external_id="jira_server:1", provider="jira_server", name="Jira Server", metadata={ "oauth_c...
JiraMigrationIntegrationTest
python
getsentry__sentry
src/sentry/monitors/grouptype.py
{ "start": 420, "end": 1002 }
class ____(GroupType): type_id = 4001 slug = "monitor_check_in_failure" description = "Crons Monitor Failed" category = GroupCategory.CRON.value category_v2 = GroupCategory.OUTAGE.value released = True creation_quota = Quota(3600, 60, 60_000) # 60,000 per hour, sliding window of 60 seconds ...
MonitorIncidentType
python
ansible__ansible
test/units/module_utils/facts/test_facts.py
{ "start": 3741, "end": 3911 }
class ____(BaseTestFactsPlatform): platform_id = 'AIX' fact_class = hardware.aix.AIXHardware collector_class = hardware.aix.AIXHardwareCollector
TestAIXHardware
python
pytorch__pytorch
test/fx/test_fx_traceback.py
{ "start": 345, "end": 10625 }
class ____(TestCase): def test_node_source(self): node_source = NodeSource( node=None, pass_name="test_pass", action=NodeSourceAction.CREATE ) self.assertExpectedInline( node_source.print_readable().strip(), """(name=, pass_name=test_pass, action=create, g...
TestFXNodeSource
python
huggingface__transformers
src/transformers/models/zamba/modeling_zamba.py
{ "start": 9952, "end": 13400 }
class ____(nn.Module): """ Multi-headed attention from 'Attention Is All You Need' paper. Modified to use sliding window attention: Longformer and "Generating Long Sequences with Sparse Transformers". Adapted from transformers.models.mistral.modeling_mistral.MistralAttention: The input dimension he...
ZambaAttention