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python
dagster-io__dagster
python_modules/dagster/dagster/_core/definitions/auto_materialize_policy.py
{ "start": 2005, "end": 2258 }
class ____(Enum): EAGER = "EAGER" LAZY = "LAZY" @whitelist_for_serdes( old_fields={"time_window_partition_scope_minutes": 1e-6}, serializer=AutoMaterializePolicySerializer, ) @deprecated(breaking_version="1.10.0")
AutoMaterializePolicyType
python
pyca__cryptography
tests/x509/test_x509_ext.py
{ "start": 73379, "end": 75038 }
class ____: def test_not_name(self): with pytest.raises(TypeError): x509.DirectoryName(b"notaname") # type:ignore[arg-type] with pytest.raises(TypeError): x509.DirectoryName(1.3) # type:ignore[arg-type] def test_repr(self): name = x509.Name([x509.NameAttribute...
TestDirectoryName
python
PrefectHQ__prefect
src/prefect/server/services/scheduler.py
{ "start": 12067, "end": 14987 }
class ____(Scheduler): """ Schedules deployments that were updated very recently This scheduler can run on a tight loop and ensure that runs from newly-created or updated deployments are rapidly scheduled without having to wait for the "main" scheduler to complete its loop. Note that schedulin...
RecentDeploymentsScheduler
python
tensorflow__tensorflow
tensorflow/lite/python/metrics/wrapper/metrics_wrapper_test.py
{ "start": 1024, "end": 1784 }
class ____(test_util.TensorFlowTestCase): def test_basic_retrieve_collected_errors_empty(self): errors = metrics_wrapper.retrieve_collected_errors() self.assertEmpty(errors) def test_basic_retrieve_collected_errors_not_empty(self): @tf.function( input_signature=[tf.TensorSpec(shape=[None], dt...
MetricsWrapperTest
python
tensorflow__tensorflow
tensorflow/python/ops/numpy_ops/np_arrays_test.py
{ "start": 1229, "end": 7914 }
class ____(test.TestCase): def testDtype(self): a = array_ops.zeros(shape=[1, 2], dtype=dtypes.int64) self.assertIs(a.dtype.as_numpy_dtype, np.int64) np_dt = a.dtype.as_numpy_dtype self.assertAllEqual(0, np_dt(0)) def testAstype(self): a = ops.convert_to_tensor(value=1.1, dtype=dtypes.float32)...
ArrayTest
python
huggingface__transformers
src/transformers/models/bit/modeling_bit.py
{ "start": 3102, "end": 4589 }
class ____(nn.Conv2d): """Conv2d with Weight Standardization. Used for ViT Hybrid model. Paper: [Micro-Batch Training with Batch-Channel Normalization and Weight Standardization](https://huggingface.co/papers/1903.10520v2) """ def __init__( self, in_channel, out_channels, ...
WeightStandardizedConv2d
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/typeNarrowingTypedDict2.py
{ "start": 323, "end": 1120 }
class ____(TypedDict): tag: Literal["other-job"] message: str Event = Event1 | Event2 | Event3 def process_event1(event: Event) -> None: if event["tag"] == "new-job": reveal_type(event, expected_text="Event1") event["job_name"] elif event["tag"] == 2: reveal_type(event, expec...
Event3
python
protocolbuffers__protobuf
python/google/protobuf/internal/python_message.py
{ "start": 2107, "end": 24938 }
class ____(type): """Metaclass for protocol message classes created at runtime from Descriptors. We add implementations for all methods described in the Message class. We also create properties to allow getting/setting all fields in the protocol message. Finally, we create slots to prevent users from accide...
GeneratedProtocolMessageType
python
langchain-ai__langchain
libs/langchain/langchain_classic/chains/openai_functions/citation_fuzzy_match.py
{ "start": 2032, "end": 5615 }
class ____(BaseModel): """A question and its answer as a list of facts. Each fact should have a source. Each sentence contains a body and a list of sources. """ question: str = Field(..., description="Question that was asked") answer: list[FactWithEvidence] = Field( ..., descri...
QuestionAnswer
python
PrefectHQ__prefect
tests/server/models/test_artifacts.py
{ "start": 10448, "end": 13053 }
class ____: @pytest.fixture async def artifact(self, session): artifact_schema = schemas.core.Artifact( key="voltaic", data=1, metadata_={"description": "opens many doors"} ) artifact = await models.artifacts.create_artifact( session=session, artifact=artifact_sch...
TestUpdateArtifacts
python
numpy__numpy
benchmarks/benchmarks/bench_itemselection.py
{ "start": 60, "end": 487 }
class ____(Benchmark): params = [ [(1000, 1), (2, 1000, 1), (1000, 3)], ["raise", "wrap", "clip"], TYPES1 + ["O", "i,O"]] param_names = ["shape", "mode", "dtype"] def setup(self, shape, mode, dtype): self.arr = np.ones(shape, dtype) self.indices = np.arange(1000) ...
Take
python
spack__spack
var/spack/test_repos/spack_repo/builtin_mock/packages/invalid_gitlab_patch_url/package.py
{ "start": 217, "end": 668 }
class ____(Package): """Package that has GitLab patch URLs that fail auditing.""" homepage = "http://www.example.com" url = "http://www.example.com/patch-1.0.tar.gz" version("1.0", md5="0123456789abcdef0123456789abcdef") patch( "https://gitlab.com/QEF/q-e/-/commit/4ca3afd4c6f27afcf3f42415...
InvalidGitlabPatchUrl
python
getsentry__sentry-python
sentry_sdk/integrations/opentelemetry/integration.py
{ "start": 961, "end": 1791 }
class ____(Integration): identifier = "opentelemetry" @staticmethod def setup_once(): # type: () -> None logger.warning( "[OTel] Initializing highly experimental OpenTelemetry support. " "Use at your own risk." ) _setup_sentry_tracing() # _se...
OpenTelemetryIntegration
python
scipy__scipy
scipy/optimize/_nonlin.py
{ "start": 11565, "end": 13692 }
class ____: """ Common interface for Jacobians or Jacobian approximations. The optional methods come useful when implementing trust region etc., algorithms that often require evaluating transposes of the Jacobian. Methods ------- solve Returns J^-1 * v update Update...
Jacobian
python
allegroai__clearml
clearml/binding/joblib_bind.py
{ "start": 506, "end": 8636 }
class ____(object): _patched_joblib = False _patched_sk_joblib = False _current_task = None @staticmethod def patch_joblib() -> None: # try manually PatchedJoblib._patch_joblib() # register callback PostImportHookPatching.add_on_import("joblib", PatchedJoblib._patch_...
PatchedJoblib
python
great-expectations__great_expectations
tests/datasource/fluent/test_fabric.py
{ "start": 2720, "end": 7231 }
class ____: @pytest.mark.parametrize( ["asset_type", "asset_kwargs"], [ param("powerbi_dax", {"dax_string": "my_dax_string"}, id="dax min_args"), param( "powerbi_measure", { "measure": "my_measure", }, ...
TestFabricPowerBI
python
gevent__gevent
src/gevent/contextvars.py
{ "start": 7196, "end": 9838 }
class ____(Mapping): """ Implementation of :class:`contextvars.Context` """ __slots__ = ( '_data', '_prev_context', ) def __init__(self): """ Creates an empty context. """ self._data = _ContextData() self._prev_context = None __init_...
Context
python
ray-project__ray
python/ray/llm/tests/serve/cpu/deployments/llm/vllm/kv_transfer_backends/test_multi_connector.py
{ "start": 416, "end": 6240 }
class ____: """Test suite for MultiConnectorBackend.""" @pytest.fixture def basic_llm_config(self): """Fixture for basic LLM config with MultiConnector.""" return LLMConfig( model_loading_config=dict(model_id="test-model"), engine_kwargs=dict( kv_tran...
TestMultiConnectorBackend
python
mwaskom__seaborn
tests/_core/test_properties.py
{ "start": 586, "end": 1402 }
class ____: @pytest.fixture def num_vector(self, long_df): return long_df["s"] @pytest.fixture def num_order(self, num_vector): return categorical_order(num_vector) @pytest.fixture def cat_vector(self, long_df): return long_df["a"] @pytest.fixture def cat_orde...
DataFixtures
python
huggingface__transformers
tests/models/clap/test_modeling_clap.py
{ "start": 18362, "end": 20822 }
class ____(ModelTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = (ClapModel,) if is_torch_available() else () pipeline_model_mapping = {"feature-extraction": ClapModel} if is_torch_available() else {} test_resize_embeddings = False test_attention_outputs = False def setUp(...
ClapModelTest
python
huggingface__transformers
src/transformers/models/clip/configuration_clip.py
{ "start": 5776, "end": 10032 }
class ____(PreTrainedConfig): r""" This is the configuration class to store the configuration of a [`CLIPVisionModel`]. It is used to instantiate a CLIP vision encoder according to the specified arguments, defining the model architecture. Instantiating a configuration with the defaults will yield a simi...
CLIPVisionConfig
python
Lightning-AI__lightning
tests/tests_pytorch/utilities/test_model_summary.py
{ "start": 1179, "end": 1519 }
class ____(LightningModule): """A module that has no layers.""" def __init__(self): super().__init__() self.parameter = torch.rand(3, 3, requires_grad=True) self.example_input_array = torch.zeros(1, 2, 3, 4, 5) def forward(self, *args, **kwargs): return {"loss": self.parame...
EmptyModule
python
great-expectations__great_expectations
contrib/great_expectations_zipcode_expectations/great_expectations_zipcode_expectations/expectations/expect_column_values_to_be_valid_zip5.py
{ "start": 628, "end": 1609 }
class ____(ColumnMapMetricProvider): # This is the id string that will be used to reference your metric. condition_metric_name = "column_values.valid_zip5" # This method implements the core logic for the PandasExecutionEngine @column_condition_partial(engine=PandasExecutionEngine) def _pandas(cls, ...
ColumnValuesToBeValidZip5
python
readthedocs__readthedocs.org
dockerfiles/settings/celery.py
{ "start": 49, "end": 738 }
class ____(DockerBaseSettings): DONT_HIT_DB = False # TODO: review this since it may not be needed with MinIO (S3). For now, # this is still required, but the CORS issue may have disappeared in MinIO. # Since we can't properly set CORS on storage container # trying to fetch ``objects.inv`` from ce...
CeleryDevSettings
python
MongoEngine__mongoengine
mongoengine/fields.py
{ "start": 69966, "end": 70971 }
class ____(FileField): """ A Image File storage field. :param size: max size to store images, provided as (width, height, force) if larger, it will be automatically resized (ex: size=(800, 600, True)) :param thumbnail_size: size to generate a thumbnail, provided as (width, height, force) ""...
ImageField
python
getsentry__sentry
src/sentry/grouping/component.py
{ "start": 10333, "end": 10423 }
class ____(BaseGroupingComponent[str]): id: str = "violation"
ViolationGroupingComponent
python
matplotlib__matplotlib
lib/matplotlib/patches.py
{ "start": 80168, "end": 92784 }
class ____(_Style): """ `BoxStyle` is a container class which defines several boxstyle classes, which are used for `FancyBboxPatch`. A style object can be created as:: BoxStyle.Round(pad=0.2) or:: BoxStyle("Round", pad=0.2) or:: BoxStyle("Round, pad=0.2") ...
BoxStyle
python
pandas-dev__pandas
pandas/tests/tseries/offsets/test_week.py
{ "start": 448, "end": 3907 }
class ____: def test_repr(self): assert repr(Week(weekday=0)) == "<Week: weekday=0>" assert repr(Week(n=-1, weekday=0)) == "<-1 * Week: weekday=0>" assert repr(Week(n=-2, weekday=0)) == "<-2 * Weeks: weekday=0>" def test_corner(self): with pytest.raises(ValueError, match="Day mu...
TestWeek
python
gevent__gevent
src/greentest/3.10/test_socket.py
{ "start": 103290, "end": 103714 }
class ____(SendrecvmsgBase): # Mixin to implement doRecvmsg() using recvmsg_into(). def doRecvmsg(self, sock, bufsize, *args): buf = bytearray(bufsize) result = sock.recvmsg_into([buf], *args) self.registerRecvmsgResult(result) self.assertGreaterEqual(result[0], 0) self....
RecvmsgIntoMixin
python
gevent__gevent
src/gevent/tests/test__threading_native_before_monkey.py
{ "start": 581, "end": 2157 }
class ____(greentest.TestCase): @classmethod def tearDownClass(cls): global native_thread if native_thread is not None: native_thread.stop(1) native_thread = None def test_main_thread(self): current = threading.current_thread() self.assertNotIsInstan...
Test
python
huggingface__transformers
src/transformers/models/ernie/modular_ernie.py
{ "start": 33390, "end": 35533 }
class ____(BertForTokenClassification): @can_return_tuple @auto_docstring def forward( self, input_ids: Optional[torch.Tensor] = None, attention_mask: Optional[torch.Tensor] = None, token_type_ids: Optional[torch.Tensor] = None, task_type_ids: Optional[torch.Tensor] =...
ErnieForTokenClassification
python
boto__boto3
tests/unit/ec2/test_createtags.py
{ "start": 651, "end": 1968 }
class ____(unittest.TestCase): def setUp(self): self.client = mock.Mock() self.resource = mock.Mock() self.resource.meta.client = self.client self.ref_tags = ['tag1', 'tag2', 'tag3', 'tag4', 'tag5', 'tag6'] self.resource.Tag.side_effect = self.ref_tags def test_create_ta...
TestCreateTags
python
airbytehq__airbyte
airbyte-integrations/connectors/source-facebook-marketing/source_facebook_marketing/spec.py
{ "start": 1826, "end": 2880 }
class ____(BaseModel): class Config(OneOfOptionConfig): title = "Authenticate via Facebook Marketing (Oauth)" discriminator = "auth_type" auth_type: Literal["Client"] = Field("Client", const=True) client_id: str = Field( title="Client ID", description="Client ID for the Face...
OAuthCredentials
python
python-pillow__Pillow
src/PIL/FtexImagePlugin.py
{ "start": 2020, "end": 3535 }
class ____(ImageFile.ImageFile): format = "FTEX" format_description = "Texture File Format (IW2:EOC)" def _open(self) -> None: if not _accept(self.fp.read(4)): msg = "not an FTEX file" raise SyntaxError(msg) struct.unpack("<i", self.fp.read(4)) # version sel...
FtexImageFile
python
getsentry__sentry
src/sentry/api/serializers/rest_framework/dashboard.py
{ "start": 13295, "end": 25395 }
class ____(CamelSnakeSerializer[Dashboard]): # Is a string because output serializers also make it a string. id = serializers.CharField(required=False) title = serializers.CharField(required=False, allow_blank=True, max_length=255) description = serializers.CharField( required=False, max_length=...
DashboardWidgetSerializer
python
huggingface__transformers
src/transformers/models/visual_bert/modeling_visual_bert.py
{ "start": 16149, "end": 16820 }
class ____(nn.Module): def __init__(self, config): super().__init__() self.dense = nn.Linear(config.hidden_size, config.hidden_size) self.activation = nn.Tanh() def forward(self, hidden_states: torch.Tensor) -> torch.Tensor: # We "pool" the model by simply taking the hidden stat...
VisualBertPooler
python
Unity-Technologies__ml-agents
ml-agents/mlagents/trainers/settings.py
{ "start": 5633, "end": 7360 }
class ____: gamma: float = 0.99 strength: float = 1.0 network_settings: NetworkSettings = attr.ib(factory=NetworkSettings) @staticmethod def structure(d: Mapping, t: type) -> Any: """ Helper method to structure a Dict of RewardSignalSettings class. Meant to be registered with ...
RewardSignalSettings
python
kamyu104__LeetCode-Solutions
Python/balance-a-binary-search-tree.py
{ "start": 1659, "end": 2472 }
class ____(object): def balanceBST(self, root): """ :type root: TreeNode :rtype: TreeNode """ def inorderTraversalHelper(node, arr): if not node: return inorderTraversalHelper(node.left, arr) arr.append(node.val) ...
Solution2
python
dagster-io__dagster
python_modules/dagster/dagster/_core/code_pointer.py
{ "start": 6941, "end": 8325 }
class ____(CodePointer, LegacyNamedTupleMixin): python_file: str fn_name: str working_directory: Optional[str] = None def load_target(self) -> object: module = load_python_file(self.python_file, self.working_directory) return _load_target_from_module( module, self.fn_name, f...
FileCodePointer
python
getsentry__sentry
tests/sentry/integrations/slack/webhooks/commands/test_help.py
{ "start": 1254, "end": 4342 }
class ____(SlackCommandsTest): @responses.activate def test_missing_command(self) -> None: if SiloMode.get_current_mode() == SiloMode.CONTROL: region_response = SlackHelpMessageBuilder( command=None, integration_id=self.integration.id, ).as_payload...
SlackCommandsHelpTest
python
python__mypy
mypyc/ir/ops.py
{ "start": 7208, "end": 7585 }
class ____(Value): """Float literal. Floating point literals are treated as constant values and are generally not included in data flow analyses and such, unlike Register and Op subclasses. """ def __init__(self, value: float, line: int = -1) -> None: self.value = value self.ty...
Float
python
django__django
tests/model_options/apps.py
{ "start": 441, "end": 576 }
class ____(AppConfig): name = "model_options" default_auto_field = "django.db.models.NonexistentAutoField"
ModelPKNonexistentConfig
python
huggingface__transformers
tests/models/cvt/test_modeling_cvt.py
{ "start": 8891, "end": 9815 }
class ____(unittest.TestCase): @cached_property def default_image_processor(self): return AutoImageProcessor.from_pretrained("microsoft/cvt-13") @slow def test_inference_image_classification_head(self): model = CvtForImageClassification.from_pretrained("microsoft/cvt-13").to(torch_devic...
CvtModelIntegrationTest
python
keras-team__keras
keras/src/ops/numpy.py
{ "start": 127750, "end": 128511 }
class ____(Operation): def call(self, x1, x2): return backend.numpy.less(x1, x2) def compute_output_spec(self, x1, x2): x1_shape = getattr(x1, "shape", []) x2_shape = getattr(x2, "shape", []) output_shape = broadcast_shapes(x1_shape, x2_shape) return KerasTensor(output_s...
Less
python
Netflix__metaflow
test/core/tests/current_singleton.py
{ "start": 67, "end": 6967 }
class ____(MetaflowTest): """ Test that the current singleton returns the right values """ PRIORITY = 1 SKIP_GRAPHS = [ "simple_switch", "nested_switch", "branch_in_switch", "foreach_in_switch", "switch_in_branch", "switch_in_foreach", "recurs...
CurrentSingletonTest
python
sqlalchemy__sqlalchemy
test/sql/test_defaults.py
{ "start": 26732, "end": 29300 }
class ____(fixtures.TablesTest): __requires__ = ("ctes", "insert_returning", "ctes_on_dml") __sparse_driver_backend__ = True @classmethod def define_tables(cls, metadata): Table( "q", metadata, Column("x", Integer, default=2), Column("y", Integer,...
CTEDefaultTest
python
squidfunk__mkdocs-material
material/plugins/blog/structure/options.py
{ "start": 2110, "end": 4366 }
class ____(BaseConfigOption[DateDict]): # Initialize post dates def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) # Normalize the supported types for post dates to datetime def pre_validation(self, config: Config, key_name: str): # If the date points to a scalar v...
PostDate
python
scikit-learn__scikit-learn
sklearn/ensemble/_forest.py
{ "start": 26115, "end": 35801 }
class ____(ClassifierMixin, BaseForest, metaclass=ABCMeta): """ Base class for forest of trees-based classifiers. Warning: This class should not be used directly. Use derived classes instead. """ @abstractmethod def __init__( self, estimator, n_estimators=100, ...
ForestClassifier
python
redis__redis-py
tests/test_sentinel.py
{ "start": 424, "end": 1159 }
class ____: def __init__(self, cluster, id): self.cluster = cluster self.id = id def sentinel_masters(self): self.cluster.connection_error_if_down(self) self.cluster.timeout_if_down(self) return {self.cluster.service_name: self.cluster.master} def sentinel_slaves(se...
SentinelTestClient
python
openai__openai-python
src/openai/types/fine_tuning/job_create_params.py
{ "start": 5699, "end": 6178 }
class ____(TypedDict, total=False): type: Required[Literal["supervised", "dpo", "reinforcement"]] """The type of method. Is either `supervised`, `dpo`, or `reinforcement`.""" dpo: DpoMethodParam """Configuration for the DPO fine-tuning method.""" reinforcement: ReinforcementMethodParam """Conf...
Method
python
great-expectations__great_expectations
contrib/great_expectations_semantic_types_expectations/great_expectations_semantic_types_expectations/expectations/expect_column_values_to_be_valid_base32.py
{ "start": 660, "end": 1647 }
class ____(ColumnMapMetricProvider): # This is the id string that will be used to reference your metric. condition_metric_name = "column_values.valid_base32" # This method implements the core logic for the PandasExecutionEngine @column_condition_partial(engine=PandasExecutionEngine) def _pandas(cls...
ColumnValuesToBeValidBase32
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/gradient_correctness_test.py
{ "start": 1073, "end": 5264 }
class ____(test.TestCase, parameterized.TestCase): @parameterized.parameters(set((True, context.executing_eagerly()))) def testMultipleOutputChainedGradients(self, use_tape): with test_util.AbstractGradientTape(use_tape=use_tape) as tape: x = constant_op.constant(1.0, dtype=dtypes.float32) tape.wat...
GradientCorrectnessTest
python
huggingface__transformers
src/transformers/models/perceiver/modeling_perceiver.py
{ "start": 74591, "end": 75079 }
class ____(nn.Module, metaclass=abc.ABCMeta): """Perceiver abstract decoder.""" @abc.abstractmethod def decoder_query(self, inputs, modality_sizes=None, inputs_without_pos=None, subsampled_points=None): raise NotImplementedError @property @abc.abstractmethod def num_query_channels(self...
PerceiverAbstractDecoder
python
tensorflow__tensorflow
tensorflow/python/distribute/experimental/rpc/rpc_ops.py
{ "start": 4513, "end": 10185 }
class ____(object): """Client class for invoking RPCs to the server.""" @staticmethod def create(rpc_layer, address, name="", timeout_in_ms=0): """Create TF RPC client to connect to the given address. Args: rpc_layer: Communication layer between client and server. Only "grpc" rpc layer is ...
Client
python
getsentry__sentry
tests/sentry/models/test_organization.py
{ "start": 19747, "end": 22118 }
class ____(TestCase): def add_org_notification_settings(self, org: Organization, user: User): with assume_test_silo_mode(SiloMode.CONTROL): args = { "scope_type": "organization", "scope_identifier": org.id, "type": "deploy", "user_i...
OrganizationDeletionTest
python
huggingface__transformers
src/transformers/models/phi3/modeling_phi3.py
{ "start": 9509, "end": 12827 }
class ____(nn.Module): """Multi-headed attention from 'Attention Is All You Need' paper""" def __init__(self, config: Phi3Config, layer_idx: Optional[int] = None): super().__init__() self.config = config self.layer_idx = layer_idx self.head_dim = getattr(config, "head_dim", conf...
Phi3Attention
python
doocs__leetcode
solution/2500-2599/2584.Split the Array to Make Coprime Products/Solution.py
{ "start": 0, "end": 792 }
class ____: def findValidSplit(self, nums: List[int]) -> int: first = {} n = len(nums) last = list(range(n)) for i, x in enumerate(nums): j = 2 while j <= x // j: if x % j == 0: if j in first: last[fi...
Solution
python
google__pytype
pytype/pytd/booleq.py
{ "start": 1558, "end": 1865 }
class ____(BooleanTerm): """Class for representing "TRUE".""" def simplify(self, assignments): return self def __repr__(self): return "TRUE" def __str__(self): return "TRUE" def extract_pivots(self, assignments): return {} def extract_equalities(self): return ()
TrueValue
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/collective_ops_test.py
{ "start": 2388, "end": 5329 }
class ____(object): @staticmethod def all_reduce(t, group_size, group_key, instance_key, *args, **kwargs): group_size = array_ops.identity(group_size) group_key = array_ops.identity(group_key) instance_key = array_ops.identity(instance_key) return _collective_ops.all_reduce_v2(t, group_size, group_...
CollectiveOpsV2
python
huggingface__transformers
src/transformers/models/lfm2_moe/modeling_lfm2_moe.py
{ "start": 29217, "end": 30091 }
class ____(PreTrainedModel): config: Lfm2MoeConfig base_model_prefix = "model" supports_gradient_checkpointing = True _no_split_modules = ["Lfm2MoeDecoderLayer"] _skip_keys_device_placement = ["past_key_values"] _supports_flash_attn = True _supports_sdpa = True _supports_flex_attn = True...
Lfm2MoePreTrainedModel
python
fastapi__sqlmodel
docs_src/tutorial/where/tutorial011.py
{ "start": 105, "end": 1594 }
class ____(SQLModel, table=True): id: Optional[int] = Field(default=None, primary_key=True) name: str secret_name: str age: Optional[int] = None sqlite_file_name = "database.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url, echo=True) def create_db_and_tables(): ...
Hero
python
FactoryBoy__factory_boy
tests/test_alchemy.py
{ "start": 339, "end": 575 }
class ____(SQLAlchemyModelFactory): class Meta: model = models.StandardModel sqlalchemy_session = models.session id = factory.Sequence(lambda n: n) foo = factory.Sequence(lambda n: 'foo%d' % n)
StandardFactory
python
altair-viz__altair
altair/vegalite/v6/schema/core.py
{ "start": 1594892, "end": 1595079 }
class ____(WindowEventType): """EventType schema wrapper.""" _schema = {"$ref": "#/definitions/EventType"} def __init__(self, *args): super().__init__(*args)
EventType
python
ray-project__ray
rllib/examples/learners/classes/intrinsic_curiosity_learners.py
{ "start": 910, "end": 1067 }
class ____(DQNTorchLearner): def build(self) -> None: super().build() add_intrinsic_curiosity_connectors(self)
DQNTorchLearnerWithCuriosity
python
walkccc__LeetCode
solutions/2411. Smallest Subarrays With Maximum Bitwise OR/2411.py
{ "start": 0, "end": 414 }
class ____: def smallestSubarrays(self, nums: list[int]) -> list[int]: MAX_BIT = 30 ans = [1] * len(nums) # closest[j] := the closest index i s.t. the j-th bit of nums[i] is 1 closest = [0] * MAX_BIT for i in reversed(range(len(nums))): for j in range(MAX_BIT): if nums[i] >> j & 1: ...
Solution
python
viewflow__viewflow
viewflow/urls/model.py
{ "start": 11401, "end": 11588 }
class ____( DetailViewMixin, ListBulkActionsMixin, AppMenuMixin, BaseModelViewset ): """ Readonly model viewset with List and object details view only """
ReadonlyModelViewset
python
keras-team__keras
keras/src/export/saved_model_test.py
{ "start": 495, "end": 1770 }
class ____(models.Model): def __init__(self, layer_list): super().__init__() self.layer_list = layer_list def call(self, input): output = input for layer in self.layer_list: output = layer(output) return output def get_model(type="sequential", input_shape=(...
CustomModel
python
explosion__spaCy
spacy/pipeline/edit_tree_lemmatizer.py
{ "start": 1183, "end": 14794 }
class ____(TrainablePipe): """ Lemmatizer that lemmatizes each word using a predicted edit tree. """ def __init__( self, vocab: Vocab, model: Model, name: str = "trainable_lemmatizer", *, backoff: Optional[str] = "orth", min_tree_freq: int = 3, ...
EditTreeLemmatizer
python
run-llama__llama_index
scripts/integration_health_check.py
{ "start": 964, "end": 16693 }
class ____: def __init__( self, package_name: str, repo_path: str, metric_weights: Dict = DEFAULT_METRIC_WEIGHTS, new_project_score: float = DEFAULT_SCORE_NEW_PROJECT, verbose: bool = False, ): self.package_name = package_name self.repo_path = repo...
IntegrationActivityAnalyzer
python
run-llama__llama_index
llama-index-packs/llama-index-packs-multi-tenancy-rag/llama_index/packs/multi_tenancy_rag/base.py
{ "start": 591, "end": 2382 }
class ____(BaseLlamaPack): def __init__(self) -> None: llm = OpenAI(model="gpt-3.5-turbo", temperature=0.1) self.llm = llm Settings.llm = self.llm self.index = VectorStoreIndex.from_documents(documents=[]) def get_modules(self) -> Dict[str, Any]: """Get modules.""" ...
MultiTenancyRAGPack
python
huggingface__transformers
src/transformers/models/pegasus_x/modeling_pegasus_x.py
{ "start": 60483, "end": 66869 }
class ____(PegasusXPreTrainedModel, GenerationMixin): base_model_prefix = "model" _tied_weights_keys = { "lm_head.weight": "model.shared.weight", } def __init__(self, config: PegasusXConfig): super().__init__(config) self.model = PegasusXModel(config) self.lm_head = nn.L...
PegasusXForConditionalGeneration
python
langchain-ai__langchain
libs/partners/qdrant/langchain_qdrant/qdrant.py
{ "start": 659, "end": 810 }
class ____(str, Enum): """Modes for retrieving vectors from Qdrant.""" DENSE = "dense" SPARSE = "sparse" HYBRID = "hybrid"
RetrievalMode
python
has2k1__plotnine
plotnine/themes/themeable.py
{ "start": 37421, "end": 37599 }
class ____(axis_ticks_major, axis_ticks_minor): """ x & y major and minor axis tick lines Parameters ---------- theme_element : element_line """
axis_ticks
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/flake8_bugbear/B006_4.py
{ "start": 176, "end": 246 }
class ____: def __init__(self, a=[]): print(a)
FormFeedIndent
python
ipython__ipython
tests/test_guarded_eval.py
{ "start": 7957, "end": 8059 }
class ____(ProtocolTest): def test_method(self) -> bool: return True
ProtocolTestImplementer
python
getsentry__sentry
src/sentry/integrations/mixins/issues.py
{ "start": 2528, "end": 15123 }
class ____(IntegrationInstallation, ABC): def should_sync(self, attribute, sync_source: AssignmentSource | None = None) -> bool: return False def get_group_title(self, group, event, **kwargs): return get_notification_group_title(group, event, **kwargs) @abstractmethod def get_issue_url...
IssueBasicIntegration
python
rapidsai__cudf
python/cudf_polars/cudf_polars/dsl/expressions/base.py
{ "start": 6419, "end": 7043 }
class ____(Expr): __slots__ = ("name",) _non_child = ("dtype", "name") name: str def __init__(self, dtype: DataType, name: str) -> None: self.dtype = dtype self.name = name self.is_pointwise = True self.children = () def do_evaluate( self, df: DataFrame, *, ...
Col
python
pytorch__pytorch
torch/ao/quantization/fx/_equalize.py
{ "start": 8701, "end": 40805 }
class ____( # pyrefly: ignore [invalid-inheritance] namedtuple("EqualizationQConfig", ["input_activation", "weight"]) ): """ Describes how to quantize a layer or a part of the network specifically for input-weight equalization by providing settings (observer classes) for inputs, outputs, and wei...
EqualizationQConfig
python
walkccc__LeetCode
solutions/583. Delete Operation for Two Strings/583.py
{ "start": 0, "end": 550 }
class ____: def minDistance(self, word1: str, word2: str) -> int: k = self._lcs(word1, word2) return (len(word1) - k) + (len(word2) - k) def _lcs(self, a: str, b: str) -> int: m = len(a) n = len(b) # dp[i][j] := the length of LCS(a[0..i), b[0..j)) dp = [[0] * (n + 1) for _ in range(m + 1)] ...
Solution
python
PrefectHQ__prefect
src/prefect/cli/deploy/_models.py
{ "start": 3387, "end": 3552 }
class ____(BaseModel): model_config = ConfigDict(extra="ignore") limit: Optional[int] = None collision_strategy: Optional[str] = None
ConcurrencyLimitSpec
python
numba__numba
numba/core/typed_passes.py
{ "start": 22269, "end": 31872 }
class ____(FunctionPass): """ This pass will inline a function wrapped by the numba.extending.overload decorator directly into the site of its call depending on the value set in the 'inline' kwarg to the decorator. This is a typed pass. CFG simplification and DCE are performed on completion. ...
InlineOverloads
python
doocs__leetcode
solution/0800-0899/0881.Boats to Save People/Solution.py
{ "start": 0, "end": 307 }
class ____: def numRescueBoats(self, people: List[int], limit: int) -> int: people.sort() ans = 0 i, j = 0, len(people) - 1 while i <= j: if people[i] + people[j] <= limit: i += 1 j -= 1 ans += 1 return ans
Solution
python
Pylons__pyramid
tests/test_scripts/test_ptweens.py
{ "start": 39, "end": 1834 }
class ____(unittest.TestCase): def _getTargetClass(self): from pyramid.scripts.ptweens import PTweensCommand return PTweensCommand def _makeOne(self): cmd = self._getTargetClass()([]) cmd.bootstrap = dummy.DummyBootstrap() cmd.setup_logging = dummy.dummy_setup_logging()...
TestPTweensCommand
python
bokeh__bokeh
tests/unit/bokeh/embed/test_standalone.py
{ "start": 11060, "end": 14669 }
class ____: def test_return_type(self, test_plot: figure) -> None: class fake_template: def __init__(self, tester: Any, user_template_variables: set[str] | None = None) -> None: self.tester = tester self.template_variables = { "title", ...
Test_file_html
python
plotly__plotly.py
plotly/graph_objs/layout/hoverlabel/_font.py
{ "start": 235, "end": 9932 }
class ____(_BaseLayoutHierarchyType): _parent_path_str = "layout.hoverlabel" _path_str = "layout.hoverlabel.font" _valid_props = { "color", "family", "lineposition", "shadow", "size", "style", "textcase", "variant", "weight", } ...
Font
python
fastapi__sqlmodel
docs_src/tutorial/select/tutorial001_py310.py
{ "start": 71, "end": 1106 }
class ____(SQLModel, table=True): id: int | None = Field(default=None, primary_key=True) name: str secret_name: str age: int | None = None sqlite_file_name = "database.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url, echo=True) def create_db_and_tables(): SQLM...
Hero
python
apache__airflow
providers/amazon/src/airflow/providers/amazon/aws/sensors/sagemaker.py
{ "start": 3460, "end": 4648 }
class ____(SageMakerBaseSensor): """ Poll the endpoint state until it reaches a terminal state; raise AirflowException with the failure reason. .. seealso:: For more information on how to use this sensor, take a look at the guide: :ref:`howto/sensor:SageMakerEndpointSensor` :param endp...
SageMakerEndpointSensor
python
getsentry__sentry
src/sentry/integrations/msteams/card_builder/notifications.py
{ "start": 4171, "end": 5361 }
class ____(MSTeamsNotificationsMessageBuilder): def __init__( self, notification: GroupActivityNotification | AlertRuleNotification, context: Mapping[str, Any], recipient: Actor, ): super().__init__(notification, context, recipient) assert notification.group is no...
MSTeamsIssueNotificationsMessageBuilder
python
python__mypy
mypy/nodes.py
{ "start": 97287, "end": 97953 }
class ____(Expression): """Named tuple expression namedtuple(...) or NamedTuple(...).""" __slots__ = ("info", "is_typed") __match_args__ = ("info",) # The class representation of this named tuple (its tuple_type attribute contains # the tuple item types) info: TypeInfo is_typed: bool # w...
NamedTupleExpr
python
pallets__werkzeug
src/werkzeug/wsgi.py
{ "start": 14740, "end": 20920 }
class ____(io.RawIOBase): """Wrap a stream so that it doesn't read more than a given limit. This is used to limit ``wsgi.input`` to the ``Content-Length`` header value or :attr:`.Request.max_content_length`. When attempting to read after the limit has been reached, :meth:`on_exhausted` is called. W...
LimitedStream
python
getsentry__sentry
src/sentry/web/frontend/base.py
{ "start": 5651, "end": 9693 }
class ____(Protocol): active_organization: RpcUserOrganizationContext | None def respond( self, template: str, context: dict[str, Any] | None = None, status: int = 200 ) -> HttpResponseBase: ... def _find_implicit_slug(request: HttpRequest) -> str | None: organization_slug = request.session.g...
_HasRespond
python
tensorflow__tensorflow
tensorflow/python/training/basic_session_run_hooks.py
{ "start": 5229, "end": 5554 }
class ____(_HookTimer): """Timer that never triggers.""" def should_trigger_for_step(self, step): _ = step return False def update_last_triggered_step(self, step): _ = step return (None, None) def last_triggered_step(self): return None @tf_export(v1=["train.LoggingTensorHook"])
NeverTriggerTimer
python
apache__airflow
providers/google/tests/unit/google/cloud/operators/vertex_ai/test_feature_store.py
{ "start": 9740, "end": 12123 }
class ____: @mock.patch(VERTEX_AI_PATH.format("feature_store.FeatureStoreHook")) def test_execute(self, mock_hook_class): ENTITY_ID = "entity-id" FEATURE_VIEW_DATA_KEY = {"key": "28098"} sample_result = { "key_values": { "features": [ {"nam...
TestFetchFeatureValuesOperator
python
chroma-core__chroma
chromadb/utils/embedding_functions/schemas/bm25_tokenizer.py
{ "start": 2441, "end": 2569 }
class ____(Protocol): def stem(self, token: str) -> str: # pragma: no cover - protocol definition ...
SnowballStemmer
python
pytorch__pytorch
test/dynamo/cpython/3_13/test_sys.py
{ "start": 2340, "end": 3631 }
class ____(__TestCase): def test_original_displayhook(self): dh = sys.__displayhook__ with support.captured_stdout() as out: dh(42) self.assertEqual(out.getvalue(), "42\n") self.assertEqual(builtins._, 42) del builtins._ with support.captured_stdout()...
DisplayHookTest
python
huggingface__transformers
tests/models/whisper/test_modeling_whisper.py
{ "start": 13653, "end": 53430 }
class ____(ModelTesterMixin, GenerationTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = (WhisperModel, WhisperForConditionalGeneration) if is_torch_available() else () pipeline_model_mapping = ( { "audio-classification": WhisperForAudioClassification, "au...
WhisperModelTest
python
jazzband__django-simple-history
simple_history/tests/tests/test_templatetags.py
{ "start": 132, "end": 391 }
class ____(TestCase): def test_get_existing_attributes_return_it(self): self.assertEqual(getattribute(Foo(), "bar"), "bar") def test_get_missing_attributes_return_None(self): self.assertIsNone(getattribute(Foo(), "baz"))
TestGetAttributes
python
jazzband__django-simple-history
simple_history/tests/models.py
{ "start": 12941, "end": 13033 }
class ____(AbstractBase): pass register(ConcreteUtil, bases=[AbstractBase])
ConcreteUtil
python
google__pytype
pytype/tests/test_errors2.py
{ "start": 14419, "end": 15879 }
class ____(test_base.BaseTest): """Tests for errors.""" def test_nis_wrong_arg_types(self): errors = self.CheckWithErrors(""" from typing import Iterable def f(x: Iterable[str]): ... f("abc") # wrong-arg-types[e] """) self.assertErrorSequences( errors, {"e": ["str does not ma...
ErrorTestPy3
python
bokeh__bokeh
tests/unit/bokeh/core/property/test_container.py
{ "start": 13643, "end": 14220 }
class ____: def test_valid(self) -> None: prop = bcpc.RestrictedDict(String, bcpc.List(Int), disallow=("disallowed_key_1", "disallowed_key_2")) assert prop.is_valid({"non_disallowed_key_1": [1,2,3]}) assert prop.is_valid({"non_disallowed_key_2": [1,2,3]}) def test_invalid(self) -> None...
Test_RestrictedDict