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python
pydantic__pydantic
pydantic/types.py
{ "start": 16161, "end": 16665 }
class ____(BaseModel): strict_float: StrictFloat try: StrictFloatModel(strict_float='1.0') except ValidationError as e: print(e) ''' 1 validation error for StrictFloatModel strict_float Input should be a valid number [type=float_type, input_value='1.0', input_type=str] ''' ``` """ Fin...
StrictFloatModel
python
dagster-io__dagster
python_modules/dagster/dagster/_config/stack.py
{ "start": 152, "end": 1467 }
class ____: parent: Optional["EvaluationStackEntry"] @property def entries(self) -> Sequence["EvaluationStackEntry"]: return list(self.iter_entries()) def iter_entries(self) -> Iterator["EvaluationStackEntry"]: if self.parent: yield from self.parent.iter_entries() ...
EvaluationStackEntry
python
numba__numba
numba/cuda/cudadecl.py
{ "start": 5501, "end": 5671 }
class ____(ConcreteTemplate): key = cuda.fp16.hfma cases = [ signature(types.float16, types.float16, types.float16, types.float16) ] @register
Cuda_hfma
python
gevent__gevent
src/greentest/3.14/test_urllib2.py
{ "start": 74306, "end": 79603 }
class ____(unittest.TestCase): def opener_has_handler(self, opener, handler_class): self.assertTrue(any(h.__class__ == handler_class for h in opener.handlers)) def test_build_opener(self): class MyHTTPHandler(urllib.request.HTTPHandler): pass cl...
MiscTests
python
Textualize__textual
tests/deadlock.py
{ "start": 134, "end": 323 }
class ____(App[None]): BINDINGS = [ Binding(key="q", action="quit", description="Quit the app"), ] def compose(self): yield Footer() app = MyApp() app.run()
MyApp
python
h5py__h5py
h5py/tests/test_h5p.py
{ "start": 4194, "end": 5262 }
class ____(TestCase): ''' Feature: setting/getting mdc config on a file access property list ''' def test_mdc_config(self): '''test get/set mdc config ''' falist = h5p.create(h5p.FILE_ACCESS) config = falist.get_mdc_config() falist.set_mdc_config(config) def test_se...
TestFA
python
dagster-io__dagster
python_modules/dagster-graphql/dagster_graphql/client/utils.py
{ "start": 1475, "end": 2018 }
class ____(NamedTuple): """This class gives information about the result of shutting down the server for a Dagster repository location using a GraphQL mutation. Args: status (ShutdownRepositoryLocationStatus) Whether the shutdown succeeded or failed. message (Optional[str], optional): the f...
ShutdownRepositoryLocationInfo
python
lazyprogrammer__machine_learning_examples
rl3/es_flappy.py
{ "start": 1805, "end": 6111 }
class ____: def __init__(self, D, M, K, f=relu): self.D = D self.M = M self.K = K self.f = f def init(self): D, M, K = self.D, self.M, self.K self.W1 = np.random.randn(D, M) / np.sqrt(D) # self.W1 = np.zeros((D, M)) self.b1 = np.zeros(M) self.W2 = np.random.randn(M, K) / np.sqrt...
ANN
python
PrefectHQ__prefect
tests/blocks/test_abstract.py
{ "start": 2020, "end": 3875 }
class ____: def test_job_block_is_abstract(self): with pytest.raises( TypeError, match="Can't instantiate abstract class JobBlock" ): JobBlock() def test_job_block_implementation(self, caplog): class AJobRun(JobRun): def __init__(self): ...
TestJobBlock
python
allegroai__clearml
clearml/backend_config/config.py
{ "start": 1080, "end": 1461 }
class ____(Entry): logger = None def __init__(self, config: "Config", *keys: Text, **kwargs: Any) -> None: super(ConfigEntry, self).__init__(*keys, **kwargs) self.config = config def _get(self, key: Text) -> Any: return self.config.get(key, NotSet) def error(self, message: Tex...
ConfigEntry
python
tornadoweb__tornado
tornado/test/routing_test.py
{ "start": 1535, "end": 1812 }
class ____(AsyncHTTPTestCase): def get_app(self): return BasicRouter() def test_basic_router(self): response = self.fetch("/any_request") self.assertEqual(response.body, b"OK") resources = {} # type: typing.Dict[str, bytes]
BasicRouterTestCase
python
allegroai__clearml
clearml/backend_api/services/v2_23/dataviews.py
{ "start": 77432, "end": 79093 }
class ____(Request): """ Delete dataviews :param ids: IDs of the dataviews to delete :type ids: Sequence[str] :param force: Allow deletion of published dataviews :type force: bool """ _service = "dataviews" _action = "delete_many" _version = "2.23" _schema = { "defi...
DeleteManyRequest
python
sanic-org__sanic
sanic/touchup/service.py
{ "start": 77, "end": 907 }
class ____: _registry: set[tuple[type, str]] = set() @classmethod def run(cls, app): for target, method_name in cls._registry: method = getattr(target, method_name) if app.test_mode: placeholder = f"_{method_name}" if hasattr(target, placehol...
TouchUp
python
apache__airflow
providers/snowflake/tests/unit/snowflake/hooks/test_snowflake_sql_api.py
{ "start": 6726, "end": 60056 }
class ____: @pytest.mark.parametrize( ("sql", "statement_count", "expected_response", "expected_query_ids"), [ (SINGLE_STMT, 1, {"statementHandle": "uuid"}, ["uuid"]), (SQL_MULTIPLE_STMTS, 4, {"statementHandles": ["uuid", "uuid1"]}, ["uuid", "uuid1"]), ], ) @m...
TestSnowflakeSqlApiHook
python
pytorch__pytorch
test/dynamo/test_subclasses.py
{ "start": 95301, "end": 96977 }
class ____(torch.nn.Module): def forward( self, primals_1: "Sym(s47)", # PlainAOTInput(idx=0) primals_2: "Sym(s16)", # PlainAOTInput(idx=1) primals_3: "f32[s47, s16]", # SubclassGetAttrAOTInput(base=PlainAOTInput(idx=2), attr='a') primals_4: "f32[s47, s16]", # SubclassGet...
GraphModule
python
getsentry__sentry
src/sentry/plugins/base/v2.py
{ "start": 10732, "end": 11045 }
class ____(IPlugin2, metaclass=PluginMount): """ A plugin should be treated as if it were a singleton. The owner does not control when or how the plugin gets instantiated, nor is it guaranteed that it will happen, or happen more than once. """ __version__ = 2 __all__ = ("Plugin2",)
Plugin2
python
getsentry__sentry
src/sentry/api/endpoints/artifact_bundles.py
{ "start": 1148, "end": 1357 }
class ____(SentryAPIException): status_code = status.HTTP_400_BAD_REQUEST code = "invalid_sort_by_parameter" message = "You can either sort via 'date_added' or 'date_modified'"
InvalidSortByParameter
python
huggingface__transformers
src/transformers/models/ovis2/modeling_ovis2.py
{ "start": 5946, "end": 8023 }
class ____(nn.Module): def __init__(self, config: Ovis2VisionConfig): super().__init__() self.config = config self.embed_dim = config.hidden_size self.image_size = config.image_size self.patch_size = config.patch_size self.patch_embedding = nn.Conv2d( in_...
Ovis2VisionEmbeddings
python
pydantic__pydantic
pydantic-core/tests/serializers/test_union.py
{ "start": 29325, "end": 39049 }
class ____: def __init__(self, type_: Literal['alien']) -> None: self.type_ = 'alien' @pytest.fixture def model_a_b_union_schema() -> core_schema.UnionSchema: return core_schema.union_schema( [ core_schema.model_schema( cls=ModelA, schema=core_schema...
ModelAlien
python
pytorch__pytorch
torch/distributed/_local_tensor/__init__.py
{ "start": 67491, "end": 71858 }
class ____: """ LocalTensor-aware version of _PhiloxState that manages per-rank RNG states. This class handles the case where the generator state is a LocalTensor, allowing different offsets and seeds for different virtual ranks. Note: This is designed to be used as a drop-in replacement for _Philo...
_LocalPhiloxState
python
scipy__scipy
scipy/linalg/tests/test_decomp_update.py
{ "start": 66420, "end": 68424 }
class ____(BaseQRupdate): dtype = np.dtype('D') def test_form_qTu(): # We want to ensure that all of the code paths through this function are # tested. Most of them should be hit with the rest of test suite, but # explicit tests make clear precisely what is being tested. # # This function expec...
TestQRupdate_D
python
protocolbuffers__protobuf
python/google/protobuf/internal/type_checkers.py
{ "start": 9374, "end": 10048 }
class ____(object): """Checker used for double fields. Performs type-check and range check. """ def CheckValue(self, proposed_value): """Check and convert proposed_value to float.""" if (not hasattr(proposed_value, '__float__') and not hasattr(proposed_value, '__index__')) or ( typ...
DoubleValueChecker
python
streamlit__streamlit
lib/tests/streamlit/config_util_test.py
{ "start": 1458, "end": 10665 }
class ____(unittest.TestCase): def test_clean(self): result = config_util._clean(" clean this text ") assert result == " clean this text " def test_clean_empty_string(self): result = config_util._clean("") assert result == "" def test_clean_paragraphs(self): ...
ConfigUtilTest
python
django__django
tests/admin_inlines/models.py
{ "start": 7141, "end": 7424 }
class ____(models.Model): my_own_pk = models.CharField(max_length=100, primary_key=True) name = models.CharField(max_length=100) parent = models.ForeignKey(ParentModelWithCustomPk, models.CASCADE) def get_absolute_url(self): return "/child_model1/"
ChildModel1
python
psf__requests
tests/test_utils.py
{ "start": 8044, "end": 8295 }
class ____: def test_valid(self): assert is_ipv4_address("8.8.8.8") @pytest.mark.parametrize("value", ("8.8.8.8.8", "localhost.localdomain")) def test_invalid(self, value): assert not is_ipv4_address(value)
TestIsIPv4Address
python
bokeh__bokeh
src/bokeh/models/css.py
{ "start": 3544, "end": 3966 }
class ____(ImportedStyleSheet): """ An imported stylesheet that's appended to the ``<head>`` element. .. note:: A stylesheet will be appended only once, regardless of how many times it's being used in other models. """ # explicit __init__ to support Init signatures def __init__(sel...
GlobalImportedStyleSheet
python
doocs__leetcode
solution/3200-3299/3205.Maximum Array Hopping Score I/Solution.py
{ "start": 0, "end": 257 }
class ____: def maxScore(self, nums: List[int]) -> int: @cache def dfs(i: int) -> int: return max( [(j - i) * nums[j] + dfs(j) for j in range(i + 1, len(nums))] or [0] ) return dfs(0)
Solution
python
ipython__ipython
IPython/core/display.py
{ "start": 17791, "end": 20455 }
class ____(DisplayObject): """JSON expects a JSON-able dict or list not an already-serialized JSON string. Scalar types (None, number, string) are not allowed, only dict or list containers. """ # wrap data in a property, which warns about passing already-serialized JSON _data = None def __...
JSON
python
ray-project__ray
python/ray/train/v2/_internal/execution/context.py
{ "start": 1616, "end": 2578 }
class ____: """Holds the metadata and context for the current training run.""" # The unique ID of the training run. run_id: str = field(init=False, default_factory=lambda: uuid.uuid4().hex) # The run configuration for the current training run. run_config: RunConfig # The configuration passed ...
TrainRunContext
python
xlwings__xlwings
xlwings/expansion.py
{ "start": 1269, "end": 1729 }
class ____(Expander): def expand(self, rng): if rng(2, 1).raw_value in _empty: return Range(rng(1, 1), rng(1, rng.shape[1])) elif rng(3, 1).raw_value in _empty: return Range(rng(1, 1), rng(2, rng.shape[1])) else: end_row = rng(2, 1).end("down").row - rng.r...
VerticalExpander
python
realpython__materials
fastapi-url-shortener/source_code_final/shortener_app/schemas.py
{ "start": 182, "end": 234 }
class ____(URL): url: str admin_url: str
URLInfo
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 1186338, "end": 1187524 }
class ____(sgqlc.types.Type, Node): """Represents a 'head_ref_force_pushed' event on a given pull request. """ __schema__ = github_schema __field_names__ = ("actor", "after_commit", "before_commit", "created_at", "pull_request", "ref") actor = sgqlc.types.Field(Actor, graphql_name="actor") ...
HeadRefForcePushedEvent
python
huggingface__transformers
tests/models/oneformer/test_modeling_oneformer.py
{ "start": 1592, "end": 8633 }
class ____: def __init__( self, parent, batch_size=2, is_training=True, vocab_size=99, use_auxiliary_loss=False, num_queries=10, num_channels=3, min_size=32 * 8, max_size=32 * 8, num_labels=4, hidden_dim=64, sequ...
OneFormerModelTester
python
numba__numba
numba/core/types/misc.py
{ "start": 8389, "end": 8663 }
class ____(Type): def __init__(self, name, members): assert members in (2, 3) self.members = members self.has_step = members >= 3 super(SliceType, self).__init__(name) @property def key(self): return self.members
SliceType
python
getsentry__sentry
src/sentry/integrations/discord/spec.py
{ "start": 778, "end": 3291 }
class ____(MessagingIntegrationSpec): @property def provider_slug(self) -> str: return IntegrationProviderSlug.DISCORD.value @property def action_service(self) -> ActionService: return ActionService.DISCORD @property def integration_provider(self) -> type[IntegrationProvider]: ...
DiscordMessagingSpec
python
kubernetes-client__python
kubernetes/e2e_test/test_utils.py
{ "start": 28221, "end": 33599 }
class ____(unittest.TestCase): def test_parse_quantity(self): # == trivial returns == self.assertEqual(quantity.parse_quantity(Decimal(1)), Decimal(1)) self.assertEqual(quantity.parse_quantity(float(1)), Decimal(1)) self.assertEqual(quantity.parse_quantity(1), Decimal(1)) #...
TestUtilsUnitTests
python
huggingface__transformers
tests/models/arcee/test_modeling_arcee.py
{ "start": 1241, "end": 2468 }
class ____(CausalLMModelTest, unittest.TestCase): model_tester_class = ArceeModelTester # Need to use `0.8` instead of `0.9` for `test_cpu_offload` # This is because we are hitting edge cases with the causal_mask buffer model_split_percents = [0.5, 0.7, 0.8] # used in `test_torch_compile_for_train...
ArceeModelTest
python
kamyu104__LeetCode-Solutions
Python/construct-the-minimum-bitwise-array-i.py
{ "start": 48, "end": 301 }
class ____(object): def minBitwiseArray(self, nums): """ :type nums: List[int] :rtype: List[int] """ return [x-(((x+1)&~x)>>1) if x&1 else -1 for x in nums] # Time: O(n * r) # Space: O(1) # brute force
Solution
python
ray-project__ray
python/ray/data/_internal/issue_detection/issue_detector_manager.py
{ "start": 711, "end": 3767 }
class ____: def __init__(self, executor: "StreamingExecutor"): ctx = executor._data_context self._issue_detectors: List[IssueDetector] = [ cls.from_executor(executor) for cls in ctx.issue_detectors_config.detectors ] self._last_detection_times: Dict[IssueDetector, float] ...
IssueDetectorManager
python
doocs__leetcode
solution/1700-1799/1707.Maximum XOR With an Element From Array/Solution.py
{ "start": 722, "end": 1162 }
class ____: def maximizeXor(self, nums: List[int], queries: List[List[int]]) -> List[int]: trie = Trie() nums.sort() j, n = 0, len(queries) ans = [-1] * n for i, (x, m) in sorted(zip(range(n), queries), key=lambda x: x[1][1]): while j < len(nums) and nums[j] <= m:...
Solution
python
tensorflow__tensorflow
tensorflow/python/ops/special_math_ops_test.py
{ "start": 14211, "end": 16184 }
class ____(test.TestCase, parameterized.TestCase): @test_util.run_in_graph_and_eager_modes def test_spence_boundary(self): self.assertAllClose(np.pi**2 / 6., special_math_ops.spence(0.)) self.assertAllClose(0., special_math_ops.spence(1.)) self.assertTrue(np.isnan(self.evaluate(special_math_ops.spence(...
SpenceTest
python
openai__openai-python
src/openai/lib/streaming/chat/_completions.py
{ "start": 8642, "end": 10139 }
class ____(Generic[ResponseFormatT]): """Context manager over a `AsyncChatCompletionStream` that is returned by `.stream()`. This context manager ensures the response cannot be leaked if you don't read the stream to completion. Usage: ```py async with client.chat.completions.stream(...) as str...
AsyncChatCompletionStreamManager
python
walkccc__LeetCode
solutions/735. Asteroid Collision/735.py
{ "start": 0, "end": 587 }
class ____: def asteroidCollision(self, asteroids: list[int]) -> list[int]: stack = [] for a in asteroids: if a > 0: stack.append(a) else: # a < 0 # Destroy the previous positive one(s). while stack and stack[-1] > 0 and stack[-1] < -a: stack.pop() if no...
Solution
python
coleifer__peewee
peewee.py
{ "start": 163458, "end": 163690 }
class ____(CharField): field_type = 'CHAR' def python_value(self, value): value = super(FixedCharField, self).python_value(value) if value: value = value.strip() return value
FixedCharField
python
allegroai__clearml
clearml/backend_api/services/v2_20/queues.py
{ "start": 23551, "end": 26238 }
class ____(Request): """ Create a new queue :param name: Queue name Unique within the company. :type name: str :param tags: User-defined tags list :type tags: Sequence[str] :param system_tags: System tags list. This field is reserved for system use, please don't use it. :type system_tag...
CreateRequest
python
realpython__materials
hashtable/01_hashtable_prototype/07_use_defensive_copying/hashtable.py
{ "start": 107, "end": 1109 }
class ____: def __init__(self, capacity): self._pairs = capacity * [None] def __len__(self): return len(self._pairs) def __delitem__(self, key): if key in self: self._pairs[self._index(key)] = None else: raise KeyError(key) def __setitem__(self,...
HashTable
python
walkccc__LeetCode
solutions/1252. Cells with Odd Values in a Matrix/1252-2.py
{ "start": 0, "end": 524 }
class ____: def oddCells(self, m: int, n: int, indices: list[list[int]]) -> int: # rows[i] and cols[i] := # 1. True (flipped even times) # 2. False (flipped odd times) rows = [False] * m cols = [False] * n for r, c in indices: rows[r] ^= True cols[c] ^= True oddRowsCount ...
Solution
python
allegroai__clearml
clearml/utilities/proxy_object.py
{ "start": 2048, "end": 3598 }
class ____(dict): """Dictionary wrapper that prevents modifications to the dictionary""" def __init__( self, update_obj: Any, update_func: Callable, *args: Any, **kwargs: Any, ) -> None: super(ProxyDictPreWrite, self).__init__(*args, **kwargs) self._u...
ProxyDictPreWrite
python
redis__redis-py
redis/maint_notifications.py
{ "start": 322, "end": 843 }
class ____(enum.Enum): """Valid endpoint types used in CLIENT MAINT_NOTIFICATIONS command.""" INTERNAL_IP = "internal-ip" INTERNAL_FQDN = "internal-fqdn" EXTERNAL_IP = "external-ip" EXTERNAL_FQDN = "external-fqdn" NONE = "none" def __str__(self): """Return the string value of the e...
EndpointType
python
cython__cython
Cython/Compiler/Code.py
{ "start": 47062, "end": 47513 }
class ____: """Global info about a Python number constant held by GlobalState. cname string value string py_type string int, long, float value_code string evaluation code if different from value """ def __init__(self, cname, value, py_type, value_code=None): ...
NumConst
python
rapidsai__cudf
python/pylibcudf/tests/test_column_from_device.py
{ "start": 704, "end": 3689 }
class ____: def __init__(self, obj, dtype): self.obj = rmm.DeviceBuffer.to_device(obj, plc.utils._get_stream()) self.dtype = dtype self.shape = (int(len(self.obj) / self.dtype.itemsize),) self.strides = (self.dtype.itemsize,) self.typestr = self.dtype.str @property d...
DataBuffer
python
kamyu104__LeetCode-Solutions
Python/find-resultant-array-after-removing-anagrams.py
{ "start": 947, "end": 1196 }
class ____(object): def removeAnagrams(self, words): """ :type words: List[str] :rtype: List[str] """ return [words[i] for i in xrange(len(words)) if i == 0 or sorted(words[i-1]) != sorted(words[i])]
Solution3
python
aio-libs__aiohttp
aiohttp/client.py
{ "start": 4755, "end": 5957 }
class ____: total: float | None = None connect: float | None = None sock_read: float | None = None sock_connect: float | None = None ceil_threshold: float = 5 # pool_queue_timeout: Optional[float] = None # dns_resolution_timeout: Optional[float] = None # socket_connect_timeout: Optional...
ClientTimeout
python
dask__dask
dask/dataframe/io/orc/arrow.py
{ "start": 159, "end": 4485 }
class ____: @classmethod def read_metadata( cls, fs, paths, columns, index, split_stripes, aggregate_files, **kwargs, ): # Convert root directory to file list. # TODO: Handle hive-partitioned data if len(paths) == 1 and ...
ArrowORCEngine
python
numpy__numpy
numpy/_core/tests/test_multiarray.py
{ "start": 312658, "end": 319237 }
class ____: # Simple, 1d test: stacking 2 constant-padded neigh iterators def test_simple_const(self): dt = np.float64 # Test zero and one padding for simple data type x = np.array([1, 2, 3], dtype=dt) r = [np.array([0], dtype=dt), np.array([0], dtype=dt), ...
TestStackedNeighborhoodIter
python
wandb__wandb
wandb/sdk/data_types/plotly.py
{ "start": 729, "end": 3357 }
class ____(Media): """W&B class for Plotly plots.""" _log_type = "plotly-file" @classmethod def make_plot_media( cls: Type["Plotly"], val: Union["plotly.Figure", "matplotlib.artist.Artist"] ) -> Union[Image, "Plotly"]: """Create a Plotly object from a Plotly figure or a matplotlib ...
Plotly
python
apache__airflow
providers/standard/tests/unit/standard/decorators/test_python_virtualenv.py
{ "start": 1959, "end": 12617 }
class ____: @CLOUDPICKLE_MARKER def test_add_cloudpickle(self, dag_maker): @task.virtualenv(serializer="cloudpickle", system_site_packages=False) def f(): """Ensure cloudpickle is correctly installed.""" import cloudpickle # noqa: F401 with dag_maker(serialized=...
TestPythonVirtualenvDecorator
python
huggingface__transformers
src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py
{ "start": 32521, "end": 34853 }
class ____(GradientCheckpointingLayer): def __init__(self, config: Qwen2_5OmniAudioEncoderConfig): super().__init__() self.embed_dim = config.d_model self.self_attn = Qwen2_5OmniAudioAttention(config) self.self_attn_layer_norm = nn.LayerNorm(self.embed_dim) self.dropout = con...
Qwen2_5OmniAudioEncoderLayer
python
scipy__scipy
scipy/integrate/tests/test_cubature.py
{ "start": 35540, "end": 36604 }
class ____: @pytest.mark.parametrize(("a", "b", "points"), [ ( [0, 1, -math.inf], [1, math.inf, math.inf], [ [1, 1, 1], [0.5, 10, 10], ] ) ]) def test_infinite_limits_maintains_points(self, a, b, points, xp): ...
TestTransformations
python
getsentry__sentry
tests/sentry/integrations/api/endpoints/test_organization_coding_agents.py
{ "start": 1403, "end": 1919 }
class ____(CodingAgentIntegration): """Mock coding agent installation for tests.""" def get_client(self): return MockCodingAgentClient() def launch(self, request: CodingAgentLaunchRequest) -> CodingAgentState: return CodingAgentState( id="mock-123", status=CodingAge...
MockCodingAgentInstallation
python
bokeh__bokeh
src/bokeh/models/widgets/tables.py
{ "start": 2638, "end": 2901 }
class ____(Model): ''' Abstract base class for data table's cell formatters. ''' # explicit __init__ to support Init signatures def __init__(self, *args: Any, **kwargs: Any) -> None: super().__init__(*args, **kwargs) @abstract
CellFormatter
python
wandb__wandb
wandb/sdk/artifacts/_generated/artifact_collection_membership_files.py
{ "start": 1212, "end": 1569 }
class ____( GQLResult ): page_info: PageInfoFragment = Field(alias="pageInfo") edges: List[ ArtifactCollectionMembershipFilesProjectArtifactCollectionArtifactMembershipFilesEdges ] total_count: Optional[int] = Field(alias="totalCount", default=None)
ArtifactCollectionMembershipFilesProjectArtifactCollectionArtifactMembershipFiles
python
huggingface__transformers
src/transformers/models/mixtral/modeling_mixtral.py
{ "start": 30835, "end": 30938 }
class ____(GenericForTokenClassification, MixtralPreTrainedModel): pass
MixtralForTokenClassification
python
psf__black
tests/data/cases/allow_empty_first_line.py
{ "start": 1524, "end": 1794 }
class ____: def method(self): pass async def async_fn(): """Docstring.""" @decorated async def async_fn(): """Docstring.""" def top_level( a: int, b: str, ) -> Whatever[Generic, Something]: def nested(x: int) -> int: pass
Cls
python
pytorch__pytorch
test/test_jit_disabled.py
{ "start": 2113, "end": 2396 }
class ____(torch.nn.Module): def forward(self, input): pass sm = torch.jit.script(AModule()) print("Didn't throw exception") """ self.compare_enabled_disabled(_program_string) if __name__ == '__main__': if sys.version_info < (3, 14): run_tests()
AModule
python
ray-project__ray
release/ray_release/tests/test_glue.py
{ "start": 1745, "end": 1833 }
class ____(Test): def get_anyscale_byod_image(self) -> str: return ""
MockTest
python
cherrypy__cherrypy
cherrypy/process/win32.py
{ "start": 4380, "end": 5348 }
class ____(dict): """Control codes used to "signal" a service via ControlService. User-defined control codes are in the range 128-255. We generally use the standard Python value for the Linux signal and add 128. Example: >>> signal.SIGUSR1 10 control_codes['graceful'] = 128 + 10 ...
_ControlCodes
python
huggingface__transformers
src/transformers/models/esm/modeling_esm.py
{ "start": 37719, "end": 39114 }
class ____(nn.Module): """Head for sentence-level classification tasks.""" def __init__(self, config): super().__init__() self.dense = nn.Linear(config.hidden_size, config.hidden_size) self.dropout = nn.Dropout(config.hidden_dropout_prob) self.out_proj = nn.Linear(config.hidden_...
EsmClassificationHead
python
spack__spack
var/spack/test_repos/spack_repo/builtin_mock/build_systems/perl.py
{ "start": 638, "end": 1253 }
class ____(BuilderWithDefaults): phases = ("configure", "build", "install") package_methods = ("check", "test_use") package_attributes = () build_time_test_callbacks = ["check"] def configure(self, pkg: PerlPackage, spec: Spec, prefix: Prefix) -> None: pass def build(self, pkg: PerlPac...
PerlBuilder
python
pytest-dev__pytest
testing/test_junitxml.py
{ "start": 946, "end": 2543 }
class ____: def __init__(self, pytester: Pytester, schema: xmlschema.XMLSchema) -> None: self.pytester = pytester self.schema = schema def __call__( self, *args: str | os.PathLike[str], family: str | None = "xunit1" ) -> tuple[RunResult, DomDocument]: if family: ...
RunAndParse
python
streamlit__streamlit
lib/tests/streamlit/data_test_cases.py
{ "start": 3617, "end": 3966 }
class ____: """A dummy dataframe-like class that supports the dataframe interchange protocol (__dataframe__ method). """ def __init__(self, data: pd.DataFrame): self._data: pd.DataFrame = data def __dataframe__(self, allow_copy: bool = True): return self._data.__dataframe__(allow_c...
CustomDataframe
python
django-guardian__django-guardian
guardian/exceptions.py
{ "start": 718, "end": 860 }
class ____(GuardianError): """Raised when an operation is attempted on both user/group and object.""" pass
MultipleIdentityAndObjectError
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/logging_ops_test.py
{ "start": 13491, "end": 14505 }
class ____(test.TestCase): @test_util.run_in_graph_and_eager_modes def testPrintShape(self): inp = constant_op.constant(2.0, shape=[100, 32]) inp_printed = logging_ops.Print(inp, [inp]) self.assertEqual(inp.get_shape(), inp_printed.get_shape()) def testPrintString(self): inp = constant_op.consta...
PrintGradientTest
python
jazzband__django-simple-history
simple_history/tests/tests/test_commands.py
{ "start": 784, "end": 6689 }
class ____(TestCase): command_name = "populate_history" command_error = (management.CommandError, SystemExit) def test_no_args(self): out = StringIO() management.call_command(self.command_name, stdout=out, stderr=StringIO()) self.assertIn(populate_history.Command.COMMAND_HINT, out.g...
TestPopulateHistory
python
tensorflow__tensorflow
tensorflow/python/training/experimental/loss_scale_optimizer_test.py
{ "start": 4336, "end": 13974 }
class ____(test.TestCase, parameterized.TestCase): def _run_if_in_graph_mode(self, val): # Running only in graph mode is useful, because optimizers sometimes return # a value that, in Graph mode, is runnable with self.evaluate. But in Eager # mode, the optimizer...
MixedPrecisionLossScaleOptimizerTest
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/dialects/postgresql/ranges.py
{ "start": 30448, "end": 30578 }
class ____(AbstractSingleRange[int]): """Represent the PostgreSQL INT8RANGE type.""" __visit_name__ = "INT8RANGE"
INT8RANGE
python
Pylons__pyramid
tests/test_events.py
{ "start": 4223, "end": 4845 }
class ____(ContextFoundEventTests): def _getTargetClass(self): from pyramid.events import AfterTraversal return AfterTraversal def test_class_conforms_to_IAfterTraversal(self): from zope.interface.verify import verifyClass from pyramid.interfaces import IAfterTraversal ...
AfterTraversalEventTests
python
scipy__scipy
benchmarks/benchmarks/go_benchmark_functions/go_benchmark.py
{ "start": 99, "end": 5855 }
class ____: """ Defines a global optimization benchmark problem. This abstract class defines the basic structure of a global optimization problem. Subclasses should implement the ``fun`` method for a particular optimization problem. Attributes ---------- N : int The dimensiona...
Benchmark
python
pytorch__pytorch
torch/ao/nn/quantized/dynamic/modules/rnn.py
{ "start": 45702, "end": 48059 }
class ____(RNNCellBase): r"""An Elman RNN cell with tanh or ReLU non-linearity. A dynamic quantized RNNCell module with floating point tensor as inputs and outputs. Weights are quantized to 8 bits. We adopt the same interface as `torch.nn.RNNCell`, please see https://pytorch.org/docs/stable/nn.html#torc...
RNNCell
python
RobertCraigie__pyright-python
src/pyright/errors.py
{ "start": 499, "end": 545 }
class ____(NodeError): pass
VersionCheckFailed
python
dagster-io__dagster
python_modules/dagster/dagster/_core/remote_representation/job_index.py
{ "start": 403, "end": 4391 }
class ____: job_snapshot: JobSnap parent_job_snapshot: Optional[JobSnap] _node_defs_snaps_index: Mapping[str, Union[OpDefSnap, GraphDefSnap]] _dagster_type_snaps_by_name_index: Mapping[str, DagsterTypeSnap] dep_structure_index: DependencyStructureIndex _comp_dep_structures: Mapping[str, Dependen...
JobIndex
python
huggingface__transformers
tests/models/vaultgemma/test_modeling_vaultgemma.py
{ "start": 1446, "end": 1585 }
class ____(CausalLMModelTester): if is_torch_available(): base_model_class = VaultGemmaModel @require_torch
VaultGemmaModelTester
python
apache__airflow
airflow-core/src/airflow/api_fastapi/common/parameters.py
{ "start": 5345, "end": 6732 }
class ____(BaseParam[str]): """Search on attribute.""" def __init__(self, attribute: ColumnElement, skip_none: bool = True) -> None: super().__init__(skip_none=skip_none) self.attribute: ColumnElement = attribute def to_orm(self, select: Select) -> Select: if self.value is None and...
_SearchParam
python
allegroai__clearml
clearml/backend_api/services/v2_13/events.py
{ "start": 72410, "end": 75778 }
class ____(Response): """ Response of events.get_task_events endpoint. :param events: Events list :type events: Sequence[dict] :param returned: Number of results returned :type returned: int :param total: Total number of results available for this query :type total: float :param scr...
GetTaskEventsResponse
python
huggingface__transformers
src/transformers/models/omdet_turbo/processing_omdet_turbo.py
{ "start": 1245, "end": 1499 }
class ____(TextKwargs, total=False): task: Optional[Union[str, list[str], TextInput, PreTokenizedInput]] if is_torch_available(): import torch if is_torchvision_available(): from torchvision.ops.boxes import batched_nms
OmDetTurboTextKwargs
python
pytorch__pytorch
torch/__init__.py
{ "start": 87574, "end": 100754 }
class ____: def __init__(self, backend, mode, options, dynamic): from torch._dynamo.backends.registry import lookup_backend if isinstance(backend, str): self.compiler_name = backend elif hasattr(backend, "__name__"): self.compiler_name = backend.__name__ else...
_TorchCompileWrapper
python
django__django
tests/queries/tests.py
{ "start": 2218, "end": 52028 }
class ____(TestCase): @classmethod def setUpTestData(cls): cls.nc1 = generic = NamedCategory.objects.create(name="Generic") cls.t1 = Tag.objects.create(name="t1", category=generic) cls.t2 = Tag.objects.create(name="t2", parent=cls.t1, category=generic) cls.t3 = Tag.objects.create...
Queries1Tests
python
coleifer__peewee
examples/anomaly_detection.py
{ "start": 68, "end": 329 }
class ____(Model): key = TextField() value = IntegerField() class Meta: database = db db.create_tables([Reg]) # Create a user-defined aggregate function suitable for computing the standard # deviation of a series. @db.aggregate('stddev')
Reg
python
kamyu104__LeetCode-Solutions
Python/flip-game-ii.py
{ "start": 1183, "end": 2293 }
class ____(object): def canWin(self, s): """ :type s: str :rtype: bool """ lookup = {} def canWinHelper(consecutives): # O(2^c) time consecutives = tuple(sorted(c for c in consecutives if c >= 2)) # O(clogc) tim...
Solution2
python
tensorflow__tensorflow
tensorflow/python/ops/ragged/ragged_tensor_shape.py
{ "start": 1399, "end": 26661 }
class ____: """A collection of tensors encoding the shape of a potentially ragged tensor. Each `RaggedTensorDynamicShape` consists of an ordered list of dimension sizes. There are two dimension types: * "Uniform dimensions" are dimensions where all slices have the same length. `RaggedTensorDynamicSh...
RaggedTensorDynamicShape
python
apache__airflow
providers/google/tests/unit/google/cloud/operators/test_vertex_ai.py
{ "start": 114637, "end": 115706 }
class ____: @mock.patch(VERTEX_AI_PATH.format("model_service.Model.to_dict")) @mock.patch(VERTEX_AI_PATH.format("model_service.ModelServiceHook")) def test_execute(self, mock_hook, to_dict_mock): op = ListModelVersionsOperator( task_id=TASK_ID, model_id=TEST_MODEL_NAME, ...
TestVertexAIListModelVersionsOperator
python
getsentry__sentry
tests/sentry/auth_v2/utils/test_session.py
{ "start": 802, "end": 2538 }
class ____(TestCase): def setUp(self) -> None: self.serializer = SessionSerializer() def test_serialize_with_full_session_data(self) -> None: request = self.make_request(method="GET") request.session = MockSession() request.session.data = { "todo_email_verification":...
SessionSerializerTest
python
has2k1__plotnine
plotnine/typing.py
{ "start": 3617, "end": 3754 }
class ____(Protocol): """ Transform function """ def __call__(self, x: TFloatArrayLike) -> TFloatArrayLike: ...
PTransform
python
marshmallow-code__marshmallow
src/marshmallow/validate.py
{ "start": 17390, "end": 18589 }
class ____(Validator): """Call the specified ``method`` of the ``value`` object. The validator succeeds if the invoked method returns an object that evaluates to True in a Boolean context. Any additional keyword argument will be passed to the method. :param method: The name of the method to invoke....
Predicate
python
sympy__sympy
sympy/functions/elementary/exponential.py
{ "start": 1556, "end": 4411 }
class ____(DefinedFunction): unbranched = True _singularities = (S.ComplexInfinity,) @property def kind(self): return self.exp.kind def inverse(self, argindex=1): """ Returns the inverse function of ``exp(x)``. """ return log def as_numer_denom(self): ...
ExpBase
python
pytorch__pytorch
torch/ao/nn/quantizable/modules/rnn.py
{ "start": 9863, "end": 14636 }
class ____(torch.nn.Module): r"""A single bi-directional LSTM layer.""" def __init__( self, input_dim: int, hidden_dim: int, bias: bool = True, batch_first: bool = False, bidirectional: bool = False, device=None, dtype=None, *, spl...
_LSTMLayer
python
huggingface__transformers
src/transformers/models/sam_hq/modeling_sam_hq.py
{ "start": 26574, "end": 29671 }
class ____(nn.Module): """ SAM_HQ's attention layer that allows for downscaling the size of the embedding after projection to queries, keys, and values. """ def __init__(self, config, downsample_rate=None): super().__init__() self.config = config self.hidden_size = config.hi...
SamHQAttention
python
huggingface__transformers
src/transformers/models/opt/modeling_opt.py
{ "start": 1805, "end": 3708 }
class ____(nn.Embedding): """ This module learns positional embeddings up to a fixed maximum size. """ def __init__(self, num_embeddings: int, embedding_dim: int): # OPT is set up so that if padding_idx is specified then offset the embedding ids by 2 # and adjust num_embeddings appropri...
OPTLearnedPositionalEmbedding
python
keras-team__keras
guides/training_with_built_in_methods.py
{ "start": 20330, "end": 23512 }
class ____(keras.utils.PyDataset): def __init__(self, x, y, batch_size, **kwargs): super().__init__(**kwargs) self.x = x self.y = y self.batch_size = batch_size def __len__(self): return int(np.ceil(len(self.x) / float(self.batch_size))) def __getitem__(self, idx): ...
ExamplePyDataset
python
pypa__warehouse
tests/unit/forklift/test_legacy.py
{ "start": 6384, "end": 14865 }
class ____: def test_defaults_to_true(self): assert legacy._is_valid_dist_file("", "") == (True, None) @pytest.mark.parametrize( ("filename", "filetype"), [ ("test.zip", "sdist"), ("test.whl", "bdist_wheel"), ], ) def test_bails_with_invalid_zipfi...
TestFileValidation