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python
RaRe-Technologies__gensim
gensim/test/test_fasttext.py
{ "start": 73000, "end": 74089 }
class ____(unittest.TestCase): def test_sanity(self): m = np.array(range(9)) m.shape = (3, 3) hash2index = {10: 0, 11: 1, 12: 2} n = _unpack(m, 25, hash2index) self.assertTrue(np.all(np.array([0, 1, 2]) == n[10])) self.assertTrue(np.all(np.array([3, 4, 5]) == n[11]))...
UnpackTest
python
apache__airflow
providers/amazon/src/airflow/providers/amazon/aws/triggers/emr.py
{ "start": 9648, "end": 10966 }
class ____(AwsBaseWaiterTrigger): """ Poll an Emr Serverless application and wait for it to be started. :param application_id: The ID of the application being polled. :waiter_delay: polling period in seconds to check for the status :param waiter_max_attempts: The maximum number of attempts to be ma...
EmrServerlessStartApplicationTrigger
python
readthedocs__readthedocs.org
readthedocs/api/v3/filters.py
{ "start": 1396, "end": 1804 }
class ____(filters.FilterSet): running = filters.BooleanFilter(method="get_running") class Meta: model = Build fields = [ "commit", "running", ] def get_running(self, queryset, name, value): if value: return queryset.exclude(state__in=BUI...
BuildFilter
python
pallets__werkzeug
tests/test_debug.py
{ "start": 6863, "end": 11346 }
class ____: def test_object_dumping(self): drg = DebugReprGenerator() out = drg.dump_object(Foo()) assert re.search("Details for test_debug.Foo object at", out) assert re.search('<th>x.*<span class="number">42</span>', out, flags=re.DOTALL) assert re.search('<th>y.*<span clas...
TestDebugHelpers
python
facebook__pyre-check
source/interprocedural_analyses/taint/test/integration/typed_dict.py
{ "start": 1595, "end": 2000 }
class ____(TypedDict): genuine: int nested: SanitizedFieldTypedDict def test_sanitize_field(): d: NestedTypedDict = _test_source() _test_sink(d["genuine"]) d: NestedTypedDict = _test_source() # TODO(T81192268): this should not trigger an issue. _test_sink(d["nested"]["sanitized"]) ba...
NestedTypedDict
python
wandb__wandb
wandb/sdk/wandb_run.py
{ "start": 14844, "end": 147235 }
class ____: """A unit of computation logged by W&B. Typically, this is an ML experiment. Call [`wandb.init()`](https://docs.wandb.ai/ref/python/init/) to create a new run. `wandb.init()` starts a new run and returns a `wandb.Run` object. Each run is associated with a unique ID (run ID). W&B recommends ...
Run
python
langchain-ai__langchain
libs/core/langchain_core/runnables/graph.py
{ "start": 3372, "end": 3775 }
class ____(Enum): """Enum for different curve styles supported by Mermaid.""" BASIS = "basis" BUMP_X = "bumpX" BUMP_Y = "bumpY" CARDINAL = "cardinal" CATMULL_ROM = "catmullRom" LINEAR = "linear" MONOTONE_X = "monotoneX" MONOTONE_Y = "monotoneY" NATURAL = "natural" STEP = "st...
CurveStyle
python
huggingface__transformers
src/transformers/cache_utils.py
{ "start": 24830, "end": 26735 }
class ____(QuantizedLayer): def __init__( self, nbits: int = 4, axis_key: int = 0, axis_value: int = 0, q_group_size: int = 64, residual_length: int = 128, ): super().__init__( nbits=nbits, axis_key=axis_key, axis_value=...
QuantoQuantizedLayer
python
django__django
tests/auth_tests/test_management.py
{ "start": 53213, "end": 59323 }
class ____(TransactionTestCase): available_apps = [ "django.contrib.contenttypes", "django.contrib.auth", "auth_tests", ] databases = {"default", "other"} def setUp(self): app_config = apps.get_app_config("auth_tests") models.signals.post_migrate.connect( ...
PermissionRenameOperationsTests
python
sqlalchemy__sqlalchemy
test/orm/test_utils.py
{ "start": 17800, "end": 20366 }
class ____(_fixtures.FixtureTest): run_inserts = None def _cases(): return testing.combinations( (orm_util,), (Session,), argnames="ormutil" ) @_cases() def test_identity_key_1(self, ormutil): User, users = self.classes.User, self.tables.users self.mapper_r...
IdentityKeyTest
python
spack__spack
lib/spack/spack/util/windows_registry.py
{ "start": 5342, "end": 6221 }
class ____(RegistryKey): """Subclass of RegistryKey to represent the prebaked, always open registry HKEY constants""" def __init__(self, hkey_constant): hkey_name = hkey_constant # This class is instantiated at module import time # on non Windows platforms, winreg would not have been ...
_HKEY_CONSTANT
python
pytorch__pytorch
torch/distributed/elastic/agent/server/api.py
{ "start": 5112, "end": 7684 }
class ____: """A worker instance. Contrast this with ``WorkerSpec`` that represents the specifications of a worker. A ``Worker`` is created from a ``WorkerSpec``. A ``Worker`` is to a ``WorkerSpec`` as an object is to a class. The ``id`` of the worker is interpreted by the specific implementat...
Worker
python
pypa__warehouse
tests/functional/manage/test_views.py
{ "start": 701, "end": 4419 }
class ____: def test_save_account(self, pyramid_services, user_service, db_request): breach_service = pretend.stub() organization_service = pretend.stub() pyramid_services.register_service(user_service, IUserService, None) pyramid_services.register_service( breach_service...
TestManageAccount
python
Delgan__loguru
tests/test_coroutine_sink.py
{ "start": 289, "end": 15759 }
class ____: async def __call__(self, msg): await asyncio.sleep(0.01) print(msg, end="") def test_coroutine_function(capsys): async def worker(): logger.debug("A message") await logger.complete() logger.add(async_writer, format="{message}") asyncio.run(worker()) o...
AsyncWriter
python
openai__openai-python
src/openai/_exceptions.py
{ "start": 3084, "end": 3216 }
class ____(APIStatusError): status_code: Literal[400] = 400 # pyright: ignore[reportIncompatibleVariableOverride]
BadRequestError
python
sympy__sympy
sympy/holonomic/recurrence.py
{ "start": 9036, "end": 10344 }
class ____: """ A Holonomic Sequence is a type of sequence satisfying a linear homogeneous recurrence relation with Polynomial coefficients. Alternatively, A sequence is Holonomic if and only if its generating function is a Holonomic Function. """ def __init__(self, recurrence, u0=[]): ...
HolonomicSequence
python
falconry__falcon
falcon/media/multipart.py
{ "start": 20808, "end": 23778 }
class ____: """Defines a set of configurable multipart form parser options. An instance of this class is exposed via the :attr:`MultipartFormHandler.parse_options <falcon.media.MultipartFormHandler.parse_options>` attribute. The handler's options are also passed down to every :class:`BodyPart` ...
MultipartParseOptions
python
doocs__leetcode
solution/2400-2499/2413.Smallest Even Multiple/Solution.py
{ "start": 0, "end": 109 }
class ____: def smallestEvenMultiple(self, n: int) -> int: return n if n % 2 == 0 else n * 2
Solution
python
ray-project__ray
python/ray/_private/thirdparty/pathspec/pathspec.py
{ "start": 207, "end": 7027 }
class ____(object): """ The :class:`PathSpec` class is a wrapper around a list of compiled :class:`.Pattern` instances. """ def __init__(self, patterns): """ Initializes the :class:`PathSpec` instance. *patterns* (:class:`~collections.abc.Collection` or :class:`~collections.abc.Iterable`) yields each com...
PathSpec
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 1053621, "end": 1054357 }
class ____(sgqlc.types.relay.Connection): """The connection type for WorkflowRun.""" __schema__ = github_schema __field_names__ = ("edges", "nodes", "page_info", "total_count") edges = sgqlc.types.Field(sgqlc.types.list_of("WorkflowRunEdge"), graphql_name="edges") """A list of edges.""" nodes ...
WorkflowRunConnection
python
getsentry__sentry
src/sentry/eventtypes/nel.py
{ "start": 33, "end": 249 }
class ____(DefaultEvent): key = "nel" def extract_metadata(self, data): metadata = super().extract_metadata(data) metadata["uri"] = data.get("request").get("url") return metadata
NelEvent
python
numpy__numpy
benchmarks/benchmarks/bench_indexing.py
{ "start": 2269, "end": 2790 }
class ____(Benchmark): params = ['C', 'F'] param_names = ['order'] def setup(self, order): shape = (64, 64, 64) # emulate gh-30156: boolean assignment into a Fortran/C array self.base = np.zeros(shape, dtype=np.uint32, order=order) mask = np.random.RandomState(0).rand(*self....
BooleanAssignmentOrder
python
django__django
django/forms/widgets.py
{ "start": 11238, "end": 11804 }
class ____(Widget): """ Base class for all <input> widgets. """ input_type = None # Subclasses must define this. template_name = "django/forms/widgets/input.html" def __init__(self, attrs=None): if attrs is not None: attrs = attrs.copy() self.input_type = attrs...
Input
python
neetcode-gh__leetcode
python/0344-reverse-string.py
{ "start": 0, "end": 280 }
class ____: def reverseString(self, s: List[str]) -> None: """ Do not return anything, modify s in-place instead. """ l = 0 r = len(s) - 1 while l < r: s[l],s[r] = s[r],s[l] l += 1 r -= 1
Solution
python
kamyu104__LeetCode-Solutions
Python/selling-pieces-of-wood.py
{ "start": 52, "end": 657 }
class ____(object): def sellingWood(self, m, n, prices): """ :type m: int :type n: int :type prices: List[List[int]] :rtype: int """ dp = [[0]*(n+1) for i in xrange(m+1)] for h, w, p in prices: dp[h][w] = p for i in xrange(1, m+1): ...
Solution
python
xlwings__xlwings
xlwings/__init__.py
{ "start": 564, "end": 4533 }
class ____(XlwingsError): pass # API from .main import ( App, Book, Chart, Engine, Name, Picture, Range, RangeColumns, RangeRows, Shape, Sheet, apps, books, engines, load, sheets, view, ) from .utils import xlserial_to_datetime as to_datetime __...
NoSuchObjectError
python
huggingface__transformers
src/transformers/models/fastspeech2_conformer/modeling_fastspeech2_conformer.py
{ "start": 1373, "end": 2718 }
class ____(ModelOutput): r""" loss (`torch.FloatTensor` of shape `(1,)`, *optional*, returned when `labels` is provided): Spectrogram generation loss. duration_outputs (`torch.LongTensor` of shape `(batch_size, max_text_length + 1)`, *optional*): Outputs of the duration predictor. pitch_...
FastSpeech2ConformerModelOutput
python
openai__openai-python
src/openai/types/realtime/realtime_mcp_list_tools_param.py
{ "start": 271, "end": 611 }
class ____(TypedDict, total=False): input_schema: Required[object] """The JSON schema describing the tool's input.""" name: Required[str] """The name of the tool.""" annotations: Optional[object] """Additional annotations about the tool.""" description: Optional[str] """The descriptio...
Tool
python
spack__spack
lib/spack/spack/llnl/util/link_tree.py
{ "start": 1295, "end": 11994 }
class ____(fs.BaseDirectoryVisitor): """ Visitor that produces actions: - An ordered list of directories to create in dst - A list of files to link in dst - A list of merge conflicts in dst/ """ def __init__( self, ignore: Optional[Callable[[str], bool]] = None, normalize_paths: boo...
SourceMergeVisitor
python
Textualize__textual
tests/snapshot_tests/snapshot_apps/command_palette_discovery.py
{ "start": 92, "end": 797 }
class ____(Provider): def goes_nowhere_does_nothing(self) -> None: pass async def discover(self) -> Hits: for n in range(10): command = f"This is a test of this code {n}" yield DiscoveryHit( command, self.goes_nowhere_does_nothing, ...
TestSource
python
allegroai__clearml
clearml/backend_api/services/v2_13/events.py
{ "start": 86762, "end": 89087 }
class ____(Request): """ For each task, get a list of metrics for which the requested event type was reported :param tasks: Task IDs :type tasks: Sequence[str] :param event_type: Event type :type event_type: EventTypeEnum """ _service = "events" _action = "get_task_metrics" _ve...
GetTaskMetricsRequest
python
huggingface__transformers
src/transformers/models/phi4_multimodal/modeling_phi4_multimodal.py
{ "start": 26898, "end": 28886 }
class ____(nn.Module): def __init__(self, config: Phi4MultimodalAudioConfig): super().__init__() self.config = config self.head_dim = getattr(config, "head_dim", config.hidden_size // config.num_attention_heads) self.scaling = self.head_dim**-0.5 self.attention_dropout = conf...
Phi4MultimodalAudioAttention
python
GoogleCloudPlatform__python-docs-samples
dialogflow-cx/streaming_detect_intent_infinite.py
{ "start": 8661, "end": 23975 }
class ____: """Manages the interaction with the Dialogflow CX Streaming API.""" def __init__( self, agent_name: str, language_code: str, single_utterance: bool, model: str | None, voice: str | None, sample_rate: int, dialogflow_timeout: float, ...
DialogflowCXStreaming
python
spyder-ide__spyder
spyder/plugins/variableexplorer/widgets/objecteditor.py
{ "start": 762, "end": 5775 }
class ____(QObject): def __init__(self): QObject.__init__(self) self.dialogs = {} self.namespace = None def set_namespace(self, namespace): self.namespace = namespace def create_dialog(self, dialog, refname, func): self.dialogs[id(dialog)] = dialog, refname, func ...
DialogKeeper
python
spyder-ide__spyder
spyder/plugins/console/utils/ansihandler.py
{ "start": 197, "end": 4173 }
class ____(object): """ANSI Escape sequences handler""" if os.name == 'nt': # Windows terminal colors: ANSI_COLORS = ( # Normal, Bright/Light ('#000000', '#808080'), # 0: black ('#800000', '#ff0000'), # 1: red ('#008000', '#00f...
ANSIEscapeCodeHandler
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/typeVarDefaultClass2.py
{ "start": 3385, "end": 3941 }
class ____(Generic[T1, T2, *Ts1]): ... ta1 = ClassTA() reveal_type(ta1, expected_text="ClassTA[str, str, str, str]") ta2 = ClassTA[int]() reveal_type(ta2, expected_text="ClassTA[int, int, int, int]") ta3 = ClassTA[int, float]() reveal_type(ta3, expected_text="ClassTA[int, float, int, float]") ta4 = ClassTA[int, fl...
ClassTA
python
optuna__optuna
optuna/_gp/acqf.py
{ "start": 6457, "end": 6881 }
class ____(BaseAcquisitionFunc): def __init__( self, gpr: GPRegressor, search_space: SearchSpace, beta: float, ) -> None: self._gpr = gpr self._beta = beta super().__init__(gpr.length_scales, search_space) def eval_acqf(self, x: torch.Tensor) -> torch...
UCB
python
jina-ai__jina
jina/excepts.py
{ "start": 1744, "end": 1879 }
class ____(Exception, BaseJinaException): """Exception when an image name can not be found either local & remote"""
BadImageNameError
python
pytorch__pytorch
test/inductor/test_static_cuda_launcher.py
{ "start": 715, "end": 15596 }
class ____(TestCase): def setUp(self): super().setUp() self.tmp_files = [] def tearDown(self): super().tearDown() for tmp_file in self.tmp_files: try: os.remove(tmp_file.name) except OSError: pass def write_cubin_to_tm...
TestStaticCudaLauncher
python
PrefectHQ__prefect
tests/test_task_worker.py
{ "start": 18884, "end": 22301 }
class ____: async def test_nested_task_run_via_task_worker( self, prefect_client, events_pipeline ): @task def inner_task(x): return x @task def outer_task(x): return inner_task(x) task_worker = TaskWorker(outer_task) task_run_fu...
TestTaskWorkerNestedTasks
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/linalg/linear_operator_adjoint_test.py
{ "start": 1370, "end": 10273 }
class ____( linear_operator_test_util.SquareLinearOperatorDerivedClassTest): """Most tests done in the base class LinearOperatorDerivedClassTest.""" def tearDown(self): config.enable_tensor_float_32_execution(self.tf32_keep_) def setUp(self): self.tf32_keep_ = config.tensor_float_32_execution_enable...
LinearOperatorAdjointTest
python
ray-project__ray
python/ray/autoscaler/_private/autoscaler.py
{ "start": 2938, "end": 3868 }
class ____: active_nodes: Dict[NodeType, int] idle_nodes: Optional[Dict[NodeType, int]] pending_nodes: List[Tuple[NodeIP, NodeType, NodeStatus]] pending_launches: Dict[NodeType, int] failed_nodes: List[Tuple[NodeIP, NodeType]] node_availability_summary: NodeAvailabilitySummary = field( d...
AutoscalerSummary
python
altair-viz__altair
altair/vegalite/v6/schema/core.py
{ "start": 138567, "end": 138828 }
class ____(VegaLiteSchema): """ BBox schema wrapper. Bounding box https://tools.ietf.org/html/rfc7946#section-5 """ _schema = {"$ref": "#/definitions/BBox"} def __init__(self, *args, **kwds): super().__init__(*args, **kwds)
BBox
python
readthedocs__readthedocs.org
readthedocs/settings/base.py
{ "start": 696, "end": 43766 }
class ____(Settings): """Community base settings, don't use this directly.""" # Django settings SITE_ID = 1 ROOT_URLCONF = "readthedocs.urls" LOGIN_REDIRECT_URL = "/dashboard/" FORCE_WWW = False SECRET_KEY = "replace-this-please" # noqa ATOMIC_REQUESTS = True DEFAULT_AUTO_FIELD = ...
CommunityBaseSettings
python
davidhalter__jedi
jedi/inference/names.py
{ "start": 21408, "end": 21689 }
class ____: def __init__(self, wrapped_name): self._wrapped_name = wrapped_name def __getattr__(self, name): return getattr(self._wrapped_name, name) def __repr__(self): return '%s(%s)' % (self.__class__.__name__, self._wrapped_name)
NameWrapper
python
pyca__cryptography
tests/x509/test_x509_ext.py
{ "start": 160552, "end": 169851 }
class ____: def test_invalid_distribution_points(self): with pytest.raises(TypeError): x509.CRLDistributionPoints( ["notadistributionpoint"], # type:ignore[list-item] ) def test_iter_len(self): cdp = x509.CRLDistributionPoints( [ ...
TestCRLDistributionPoints
python
pytorch__pytorch
torch/onnx/_internal/fx/passes/type_promotion.py
{ "start": 1630, "end": 3477 }
class ____(abc.ABC): """Base class for type promotion rule per 'torch.ops.{namespace}.{op_name}'.""" def __init__(self, namespace: str, op_name: str) -> None: self.namespace = namespace self.op_name = op_name # Make this abstract as well because subclass needs to override __eq__(). # A...
TypePromotionRule
python
coleifer__peewee
peewee.py
{ "start": 136459, "end": 144983 }
class ____(Database): field_types = { 'AUTO': 'INTEGER AUTO_INCREMENT', 'BIGAUTO': 'BIGINT AUTO_INCREMENT', 'BOOL': 'BOOL', 'DECIMAL': 'NUMERIC', 'DOUBLE': 'DOUBLE PRECISION', 'FLOAT': 'FLOAT', 'UUID': 'VARCHAR(40)', 'UUIDB': 'VARBINARY(16)'} opera...
MySQLDatabase
python
bokeh__bokeh
src/bokeh/events.py
{ "start": 23678, "end": 24157 }
class ____(PointEvent): ''' Announce the end of a rotate event on a Bokeh plot. Attributes: sx (float) : x-coordinate of the event in *screen* space sy (float) : y-coordinate of the event in *screen* space x (float) : x-coordinate of the event in *data* space y (float) : y-coord...
RotateEnd
python
huggingface__transformers
src/transformers/models/mixtral/modular_mixtral.py
{ "start": 9441, "end": 11085 }
class ____(GradientCheckpointingLayer): def __init__(self, config: MixtralConfig, layer_idx: int): super().__init__() self.hidden_size = config.hidden_size self.self_attn = MixtralAttention(config, layer_idx) self.mlp = MixtralSparseMoeBlock(config) self.input_layernorm = M...
MixtralDecoderLayer
python
coleifer__peewee
tests/pwiz_integration.py
{ "start": 1172, "end": 1522 }
class ____(object): def __enter__(self): self._stdout = sys.stdout sys.stdout = self._buffer = StringIO() return self def __exit__(self, *args): self.data = self._buffer.getvalue() sys.stdout = self._stdout EXPECTED = """ from peewee import * database = SqliteDatabase...
capture_output
python
has2k1__plotnine
plotnine/composition/_plot_layout.py
{ "start": 277, "end": 3732 }
class ____(ComposeAddable): """ Customise the layout of plots in a composition """ nrow: int | None = None """ Number of rows """ ncol: int | None = None """ Number of columns """ byrow: bool | None = None """ How to place plots into the grid. If None or Tr...
plot_layout
python
numba__numba
numba/core/typing/collections.py
{ "start": 1687, "end": 2381 }
class ____(AbstractTemplate): def generic(self, args, kws): seq, idx, value = args if isinstance(seq, types.MutableSequence): idx = normalize_1d_index(idx) if isinstance(idx, types.SliceType): return signature(types.none, seq, idx, seq) elif isinst...
SetItemSequence
python
HypothesisWorks__hypothesis
hypothesis-python/src/hypothesis/internal/conjecture/junkdrawer.py
{ "start": 1534, "end": 5671 }
class ____(Sequence[int]): """Class for storing a list of non-negative integers compactly. We store them as the smallest size integer array we can get away with. When we try to add an integer that is too large, we upgrade the array to the smallest word size needed to store the new value.""" AR...
IntList
python
numba__numba
numba/core/types/common.py
{ "start": 783, "end": 3022 }
class ____(IterableType, ArrayCompatible): """ Type class for objects providing the buffer protocol. Derived classes exist for more specific cases. """ mutable = True slice_is_copy = False aligned = True # CS and FS are not reserved for inner contig but strided LAYOUTS = frozenset([...
Buffer
python
automl__auto-sklearn
autosklearn/evaluation/__init__.py
{ "start": 5064, "end": 22256 }
class ____(AbstractTAFunc): def __init__( self, backend: Backend, autosklearn_seed: int, resampling_strategy: Union[ str, BaseCrossValidator, _RepeatedSplits, BaseShuffleSplit ], metrics: Sequence[Scorer], cost_for_crash: float, abort_on_fi...
ExecuteTaFuncWithQueue
python
tensorflow__tensorflow
tensorflow/python/ops/math_ops_test.py
{ "start": 46855, "end": 48720 }
class ____(test_util.TensorFlowTestCase): def testErrorReceivedIfDtypeMismatchFromOp(self): if context.executing_eagerly(): error = errors_impl.InvalidArgumentError error_message = ( r"cannot compute Add(V2)? as input #1\(zero-based\) was expected to " r"be a int32 tensor but is a...
BinaryOpsTest
python
pytorch__pytorch
test/dynamo/cpython/3_13/test_int.py
{ "start": 34932, "end": 35024 }
class ____(IntStrDigitLimitsTests): int_class = IntSubclass
IntSubclassStrDigitLimitsTests
python
dagster-io__dagster
python_modules/dagster/dagster_tests/declarative_automation_tests/scenario_utils/automation_condition_scenario.py
{ "start": 1558, "end": 5030 }
class ____(ScenarioState): automation_condition: Optional[dg.AutomationCondition] = None condition_cursor: Optional[AutomationConditionCursor] = None requested_asset_partitions: Optional[Sequence[AssetKeyPartitionKey]] = None ensure_empty_result: bool = True request_backfills: bool = False def ...
AutomationConditionScenarioState
python
django__django
django/template/defaulttags.py
{ "start": 18090, "end": 29381 }
class ____(Node): def __init__(self, var, name, nodelist, extra_context=None): self.nodelist = nodelist # var and name are legacy attributes, being left in case they are used # by third-party subclasses of this Node. self.extra_context = extra_context or {} if name: ...
WithNode
python
PyCQA__pylint
pylint/testutils/functional/test_file.py
{ "start": 1315, "end": 4346 }
class ____: """A single functional test case file with options.""" _CONVERTERS: dict[str, Callable[[str], tuple[int, ...] | list[str]]] = { "min_pyver": parse_python_version, "max_pyver": parse_python_version, "min_pyver_end_position": parse_python_version, "requires": lambda s:...
FunctionalTestFile
python
pytorch__pytorch
test/onnx/model_defs/mnist.py
{ "start": 56, "end": 680 }
class ____(nn.Module): def __init__(self) -> None: super().__init__() self.conv1 = nn.Conv2d(1, 10, kernel_size=5) self.conv2 = nn.Conv2d(10, 20, kernel_size=5) self.conv2_drop = nn.Dropout2d() self.fc1 = nn.Linear(320, 50) self.fc2 = nn.Linear(50, 10) def forwar...
MNIST
python
huggingface__transformers
src/transformers/models/mobilevit/modeling_mobilevit.py
{ "start": 28459, "end": 30310 }
class ____(nn.Module): """ ASPP module defined in DeepLab papers: https://huggingface.co/papers/1606.00915, https://huggingface.co/papers/1706.05587 """ def __init__(self, config: MobileViTConfig) -> None: super().__init__() in_channels = config.neck_hidden_sizes[-2] out_channe...
MobileViTASPP
python
walkccc__LeetCode
solutions/889. Construct Binary Tree from Preorder and Postorder Traversal/889.py
{ "start": 0, "end": 897 }
class ____: def constructFromPrePost( self, pre: list[int], post: list[int], ) -> TreeNode | None: postToIndex = {num: i for i, num in enumerate(post)} def build(preStart: int, preEnd: int, postStart: int, postEnd: int) -> TreeNode | None: if preStart > preEnd: return None ...
Solution
python
getsentry__sentry
src/sentry/seer/anomaly_detection/types.py
{ "start": 701, "end": 835 }
class ____(TypedDict): time_period: int sensitivity: str direction: str expected_seasonality: str
AnomalyDetectionConfig
python
coleifer__peewee
peewee.py
{ "start": 65986, "end": 66888 }
class ____(Query): union_all = __add__ = __compound_select__('UNION ALL') union = __or__ = __compound_select__('UNION') intersect = __and__ = __compound_select__('INTERSECT') except_ = __sub__ = __compound_select__('EXCEPT') __radd__ = __compound_select__('UNION ALL', inverted=True) __ror__ = __...
SelectQuery
python
getsentry__sentry
src/sentry/new_migrations/monkey/executor.py
{ "start": 674, "end": 2089 }
class ____(Exception): """ Raised when migration operation is missing information needed for selecting correct database connection. """ def _check_bitfield_flags(name: str, old: list[str], new: list[str]) -> None: deleted = set(old) - set(new) if deleted: raise ValueError( ...
MissingDatabaseRoutingInfo
python
run-llama__llama_index
llama-index-integrations/vector_stores/llama-index-vector-stores-azurepostgresql/llama_index/vector_stores/azure_postgres/common/_base.py
{ "start": 700, "end": 36761 }
class ____(BaseModel): """Base Pydantic model for an Azure PostgreSQL-backed vector store. This class encapsulates configuration (connection pool, table/column names, embedding type/dimension, index configuration and metadata column) and performs runtime verification that the target table exists wi...
BaseAzurePGVectorStore
python
sympy__sympy
sympy/plotting/pygletplot/plot_modes.py
{ "start": 915, "end": 1494 }
class ____(PlotSurface): i_vars, d_vars = 'xy', 'z' intervals = [[-1, 1, 40], [-1, 1, 40]] aliases = ['cartesian', 'monge'] is_default = True def _get_sympy_evaluator(self): fz = self.d_vars[0] x = self.u_interval.v y = self.v_interval.v @float_vec3 def e(_x...
Cartesian3D
python
huggingface__transformers
src/transformers/models/chinese_clip/modeling_chinese_clip.py
{ "start": 39309, "end": 41449 }
class ____(ChineseCLIPPreTrainedModel): config: ChineseCLIPVisionConfig main_input_name = "pixel_values" input_modalities = ("image",) _no_split_modules = ["ChineseCLIPVisionEmbeddings", "ChineseCLIPVisionAttention"] def __init__(self, config: ChineseCLIPVisionConfig): super().__init__(conf...
ChineseCLIPVisionModel
python
automl__auto-sklearn
test/test_evaluation/test_train_evaluator.py
{ "start": 2346, "end": 108172 }
class ____(BaseEvaluatorTest, unittest.TestCase): _multiprocess_can_split_ = True def setUp(self): """ Creates a backend mock """ tmp_dir_name = self.id() self.ev_path = os.path.join(this_directory, ".tmp_evaluations", tmp_dir_name) if os.path.exists(self.ev_path...
TestTrainEvaluator
python
kamyu104__LeetCode-Solutions
Python/count-mentions-per-user.py
{ "start": 75, "end": 947 }
class ____(object): def countMentions(self, numberOfUsers, events): """ :type numberOfUsers: int :type events: List[List[str]] :rtype: List[int] """ result = [0]*numberOfUsers lookup = [1]*numberOfUsers events.sort(key=lambda x: (int(x[1]), x[0] == "ME...
Solution
python
huggingface__transformers
src/transformers/models/mobilebert/modeling_mobilebert.py
{ "start": 7188, "end": 9312 }
class ____(nn.Module): def __init__(self, config): super().__init__() self.config = config self.num_attention_heads = config.num_attention_heads self.attention_head_size = int(config.true_hidden_size / config.num_attention_heads) self.all_head_size = self.num_attention_heads ...
MobileBertSelfAttention
python
PrefectHQ__prefect
src/integrations/prefect-gcp/tests/test_cloud_run_worker_v2_filtering.py
{ "start": 1543, "end": 14269 }
class ____: def test_populate_env_filters_plaintext_api_key_when_secret_configured( self, cloud_run_worker_v2_job_config ): # Add plaintext API key to env cloud_run_worker_v2_job_config.env["PREFECT_API_KEY"] = "plaintext-api-key" cloud_run_worker_v2_job_config.prefect_api_key_se...
TestCloudRunWorkerJobV2ConfigurationFiltering
python
django__django
django/core/management/color.py
{ "start": 1896, "end": 3168 }
class ____: pass def make_style(config_string=""): """ Create a Style object from the given config_string. If config_string is empty django.utils.termcolors.DEFAULT_PALETTE is used. """ style = Style() color_settings = termcolors.parse_color_setting(config_string) # The nocolor pal...
Style
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/matchClass7.py
{ "start": 136, "end": 311 }
class ____: val: str def func1(val: DC1): result = val match result: case DC1(result): reveal_type(result, expected_text="str") @dataclass
DC1
python
pytorch__pytorch
torch/_inductor/config.py
{ "start": 88498, "end": 90035 }
class ____: force_extern_kernel_in_multi_template: bool = False max_mm_configs: Optional[int] = None runtime_triton_dtype_assert = False runtime_triton_shape_assert = False static_cpp_dtype_assert = False # regex to control the set of considered autotuning # choices (aka configs) by name ...
test_configs
python
ansible__ansible
lib/ansible/utils/collection_loader/_collection_finder.py
{ "start": 14375, "end": 18327 }
class ____: def __init__(self, collection_finder, pathctx): # when called from a path_hook, find_module doesn't usually get the path arg, so this provides our context self._pathctx = _to_text(pathctx) self._collection_finder = collection_finder # cache the native FileFinder (take adv...
_AnsiblePathHookFinder
python
pytorch__pytorch
torch/_inductor/tiling_utils.py
{ "start": 21600, "end": 21836 }
class ____: """ Tiling of a var by `tiling_factor` that yields additional coalesced mem accesses by `benefit_score` """ var: sympy.Symbol tiling_factor: int score: int @dataclasses.dataclass(frozen=True)
VarTiling
python
fastai__fastai
fastai/callback/rnn.py
{ "start": 396, "end": 884 }
class ____(Callback): "`Callback` that resets the model at each validation/training step" def before_train(self): self.model.reset() def before_validate(self): self.model.reset() def after_fit(self): self.model.reset() _docs = dict(before_train="Reset the model before training", ...
ModelResetter
python
geekcomputers__Python
venv/Lib/site-packages/pip/_internal/metadata/importlib/_envs.py
{ "start": 962, "end": 6266 }
class ____: """Finder to locate distributions. The main purpose of this class is to memoize found distributions' names, so only one distribution is returned for each package name. At lot of pip code assumes this (because it is setuptools's behavior), and not doing the same can potentially cause a d...
_DistributionFinder
python
getsentry__sentry
tests/sentry/replays/endpoints/test_project_replay_clicks_index.py
{ "start": 271, "end": 11067 }
class ____(APITestCase, ReplaysSnubaTestCase): endpoint = "sentry-api-0-project-replay-clicks-index" def setUp(self) -> None: super().setUp() self.login_as(user=self.user) self.replay_id = uuid4().hex self.url = reverse( self.endpoint, args=(self.organization.slug, s...
OrganizationReplayDetailsTest
python
bokeh__bokeh
tests/unit/bokeh/test_themes.py
{ "start": 1555, "end": 1752 }
class ____(ThemedModel): another_string = String("world") FILE_CONTENTS = b""" attrs: ThemedModel: number: 57 SubOfThemedModel: another_string: "boo" """
SubOfThemedModel
python
walkccc__LeetCode
solutions/3533. Concatenated Divisibility/3533.py
{ "start": 0, "end": 1217 }
class ____: def concatenatedDivisibility(self, nums: list[int], k: int) -> list[int]: n = len(nums) nums.sort() lengths = [len(str(num)) for num in nums] pows = [pow(10, length, k) for length in lengths] @functools.lru_cache(None) def dp(mask: int, mod: int) -> bool: """ Returns T...
Solution
python
django__django
tests/force_insert_update/models.py
{ "start": 468, "end": 587 }
class ____(models.Model): name = models.IntegerField(primary_key=True) value = models.IntegerField()
WithCustomPK
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/testing/schema.py
{ "start": 2460, "end": 3495 }
class ____: """Helper to compare types inside of datastructures based on affinity. E.g.:: eq_( inspect(connection).get_columns("foo"), [ { "name": "id", "type": testing.eq_type_affinity(sqltypes.INTEGER), ...
eq_type_affinity
python
ray-project__ray
python/ray/air/tests/test_integration_comet.py
{ "start": 10673, "end": 12262 }
class ____(unittest.TestCase): def setUp(self): self.logger = CometLoggerCallback() self.trials = [ MockTrial({"p1": 1}, "trial_1", 1, "artifact"), MockTrial({"p1": 2}, "trial_2", 2, "artifact"), MockTrial({"p1": 2}, "trial_3", 3, "artifact"), ] def t...
LogTrialEndTests
python
airbytehq__airbyte
airbyte-integrations/connectors/source-stripe/unit_tests/integration/test_payment_methods.py
{ "start": 3598, "end": 9898 }
class ____(TestCase): @HttpMocker() def test_given_one_page_when_read_then_return_records(self, http_mocker: HttpMocker) -> None: http_mocker.get( StripeRequestBuilder.customers_endpoint(_ACCOUNT_ID, _CLIENT_SECRET).with_any_query_params().build(), _customers_response().with_reco...
FullRefreshTest
python
dask__dask
dask/dataframe/dask_expr/_expr.py
{ "start": 90990, "end": 91066 }
class ____(BinOpFrame): operation = M.le _operator_repr = "<="
LEFrame
python
palantir__python-language-server
versioneer.py
{ "start": 15934, "end": 18956 }
class ____(Exception): """Exception raised if a method is not valid for the current scenario.""" # these dictionaries contain VCS-specific tools LONG_VERSION_PY = {} HANDLERS = {} def register_vcs_handler(vcs, method): # decorator """Decorator to mark a method as the handler for a particular VCS.""" de...
NotThisMethod
python
getsentry__sentry
src/sentry/utils/sdk_crashes/path_replacer.py
{ "start": 48, "end": 273 }
class ____(ABC): """ Replaces SDK frame paths with a new path. Runs only for SDK frames. """ @abstractmethod def replace_path(self, path_field: str, path_value: str) -> str | None: pass
PathReplacer
python
scipy__scipy
scipy/fftpack/tests/test_basic.py
{ "start": 3626, "end": 3754 }
class ____(_TestFFTBase): def setup_method(self): self.cdt = np.complex128 self.rdt = np.float64
TestDoubleFFT
python
prabhupant__python-ds
data_structures/binary_trees/sum_of_all_nodes.py
{ "start": 46, "end": 291 }
class ____: def __init__(self, val): self.val = val self.left = None self.right = None def sum_nodes(root): if root is None: return 0 return root.val + sum_nodes(root.left) + sum_nodes(root.right)
Node
python
optuna__optuna
optuna/cli.py
{ "start": 14468, "end": 16257 }
class ____(_BaseCommand): """Show a list of studies.""" _study_list_header = [ ("name", ""), ("direction", ""), ("n_trials", ""), ("datetime_start", ""), ] def add_arguments(self, parser: ArgumentParser) -> None: parser.add_argument( "-f", ...
_Studies
python
pytorch__pytorch
torch/_dynamo/variables/functions.py
{ "start": 66208, "end": 75370 }
class ____(VariableTracker): _nonvar_fields = { "value", "reason", *VariableTracker._nonvar_fields, } def __init__(self, value: Any, reason: Optional[str] = None, **kwargs: Any) -> None: super().__init__(**kwargs) self.value = value self.reason = reason ...
SkipFunctionVariable
python
kamyu104__LeetCode-Solutions
Python/moving-stones-until-consecutive.py
{ "start": 29, "end": 421 }
class ____(object): def numMovesStones(self, a, b, c): """ :type a: int :type b: int :type c: int :rtype: List[int] """ s = [a, b, c] s.sort() if s[0]+1 == s[1] and s[1]+1 == s[2]: return [0, 0] return [1 if s[0]+2 >= s[1] o...
Solution
python
python-markdown__markdown
tests/test_apis.py
{ "start": 2593, "end": 3897 }
class ____(unittest.TestCase): """ Tests of ConvertFile. """ def setUp(self): self.saved = sys.stdin, sys.stdout sys.stdin = StringIO('foo') sys.stdout = TextIOWrapper(BytesIO()) def tearDown(self): sys.stdin, sys.stdout = self.saved def getTempFiles(self, src): ...
TestConvertFile
python
ray-project__ray
python/ray/_common/tests/test_filters.py
{ "start": 127, "end": 4186 }
class ____: def test_driver_process(self, shutdown_only): log_context = ["job_id", "worker_id", "node_id"] filter = CoreContextFilter() record = logging.makeLogRecord({}) assert filter.filter(record) # Ray is not initialized so no context except PID which should be available ...
TestCoreContextFilter
python
pytorch__pytorch
torch/fx/experimental/symbolic_shapes.py
{ "start": 143017, "end": 328557 }
class ____: # This is a wrapper over the actual __init__ function. # # Where to add a new constructor parameter to ShapeEnv? # ===================================================== # This __init__ function should be used only for parameters related to event recording. # These are parameters that...
ShapeEnv
python
coleifer__peewee
tests/models.py
{ "start": 122616, "end": 126775 }
class ____(BaseTestCase): def test_table_name(self): class Foo(Model): class Meta: def table_function(klass): return 'xxx_%s' % klass.__name__.lower() class Bar(Foo): pass class Baze(Foo): class Meta: table_name = '...
TestMetaInheritance