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python
run-llama__llama_index
llama-index-core/llama_index/core/service_context_elements/llm_predictor.py
{ "start": 562, "end": 2100 }
class ____(BaseComponent, DispatcherSpanMixin, ABC): """Base LLM Predictor.""" def model_dump(self, **kwargs: Any) -> Dict[str, Any]: print("here", flush=True) data = super().model_dump(**kwargs) data["llm"] = self.llm.to_dict() return data def dict(self, **kwargs: Any) -> ...
BaseLLMPredictor
python
dask__distributed
distributed/pytest_resourceleaks.py
{ "start": 10414, "end": 16507 }
class ____: checkers: list[ResourceChecker] grace_delay: float mark_failed: bool # {nodeid: {checkers}} skip_checkers: dict[str, set[ResourceChecker]] # {nodeid: {checker: [(before, after)]}} counters: dict[str, dict[ResourceChecker, list[tuple[Any, Any]]]] # {nodeid: [(checker, before,...
LeakChecker
python
faif__python-patterns
patterns/behavioral/observer.py
{ "start": 624, "end": 1609 }
class ____: _observers: List[Observer] def __init__(self) -> None: """ Initialize the subject with an empty observer list. """ self._observers = [] def attach(self, observer: Observer) -> None: """ Attach an observer to the subject. Args: ...
Subject
python
celery__celery
t/unit/app/test_beat.py
{ "start": 3813, "end": 4243 }
class ____(beat.Scheduler): def __init__(self, *args, **kwargs): self.sent = [] super().__init__(*args, **kwargs) def send_task(self, name=None, args=None, kwargs=None, **options): self.sent.append({'name': name, 'args': args, 'kwargs...
mScheduler
python
huggingface__transformers
src/transformers/models/udop/processing_udop.py
{ "start": 1171, "end": 1658 }
class ____(ProcessingKwargs, total=False): text_kwargs: UdopTextKwargs _defaults = { "text_kwargs": { "add_special_tokens": True, "padding": False, "truncation": False, "stride": 0, "return_overflowing_tokens": False, "return_specia...
UdopProcessorKwargs
python
dagster-io__dagster
python_modules/dagster/dagster/_core/definitions/asset_health/asset_freshness_health.py
{ "start": 809, "end": 2698 }
class ____(LoadableBy[AssetKey]): """Maintains the latest freshness state for the asset.""" freshness_state: FreshnessState updated_timestamp: Optional[float] = None @property def health_status(self) -> AssetHealthStatus: if self.freshness_state == FreshnessState.PASS: return A...
AssetFreshnessHealthState
python
getsentry__sentry
src/sentry/snuba/types.py
{ "start": 290, "end": 1514 }
class ____(Protocol): def __call__( self, selected_columns: list[str], query: str, snuba_params: SnubaParams, equations: list[str] | None = None, orderby: list[str] | None = None, offset: int | None = None, limit: int = 50, auto_fields: bool = ...
DatasetQuery
python
cherrypy__cherrypy
cherrypy/test/test_iterator.py
{ "start": 51, "end": 262 }
class ____(object): created = 0 datachunk = 'butternut squash' * 256 @classmethod def incr(cls): cls.created += 1 @classmethod def decr(cls): cls.created -= 1
IteratorBase
python
django__django
tests/dates/models.py
{ "start": 65, "end": 315 }
class ____(models.Model): title = models.CharField(max_length=100) pub_date = models.DateField() pub_datetime = models.DateTimeField(default=timezone.now) categories = models.ManyToManyField("Category", related_name="articles")
Article
python
crytic__slither
slither/vyper_parsing/ast/types.py
{ "start": 3373, "end": 3467 }
class ____(ASTNode): target: ASTNode op: ASTNode value: ASTNode @dataclass
AugAssign
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/dataclass4.py
{ "start": 1712, "end": 1803 }
class ____: a: str = field(init=False, default="s") b: bool = field() @dataclass
DC10
python
realpython__materials
directory-tree-generator-python/source_code_final/rptree/rptree.py
{ "start": 826, "end": 2561 }
class ____: def __init__(self, root_dir, dir_only=False): self._root_dir = pathlib.Path(root_dir) self._dir_only = dir_only self._tree = [] def build_tree(self): self._tree_head() self._tree_body(self._root_dir) return self._tree def _tree_head(self): ...
_TreeGenerator
python
huggingface__transformers
src/transformers/models/vitpose_backbone/modeling_vitpose_backbone.py
{ "start": 15101, "end": 17477 }
class ____(VitPoseBackbonePreTrainedModel, BackboneMixin): def __init__(self, config: VitPoseBackboneConfig): super().__init__(config) super()._init_backbone(config) self.num_features = [config.hidden_size for _ in range(config.num_hidden_layers + 1)] self.embeddings = VitPoseBackbo...
VitPoseBackbone
python
pennersr__django-allauth
allauth/mfa/webauthn/forms.py
{ "start": 2393, "end": 3561 }
class ____(forms.Form): credential = forms.JSONField(required=True, widget=forms.HiddenInput) reauthenticated = False passwordless = False def __init__(self, *args, **kwargs): self.user = kwargs.pop("user") super().__init__(*args, **kwargs) def clean_credential(self): crede...
AuthenticateWebAuthnForm
python
doocs__leetcode
solution/0800-0899/0807.Max Increase to Keep City Skyline/Solution.py
{ "start": 0, "end": 338 }
class ____: def maxIncreaseKeepingSkyline(self, grid: List[List[int]]) -> int: row_max = [max(row) for row in grid] col_max = [max(col) for col in zip(*grid)] return sum( min(row_max[i], col_max[j]) - x for i, row in enumerate(grid) for j, x in enumerate(r...
Solution
python
getsentry__sentry
src/sentry/seer/anomaly_detection/types.py
{ "start": 1099, "end": 1271 }
class ____(TypedDict): organization_id: int project_id: int config: AnomalyDetectionConfig context: AlertInSeer | list[TimeSeriesPoint]
DetectAnomaliesRequest
python
Pylons__pyramid
src/pyramid/interfaces.py
{ "start": 35193, "end": 35651 }
class ____(Interface): virtual_path = Attribute( 'The virtual url path of the resource as a string.' ) physical_path = Attribute( 'The physical url path of the resource as a string.' ) virtual_path_tuple = Attribute( 'The virtual url path of the resource as a tuple. (New in ...
IResourceURL
python
pypa__pip
src/pip/_internal/operations/install/wheel.py
{ "start": 14279, "end": 14858 }
class ____(InstallationError): def __init__(self, entry_point: str) -> None: super().__init__( f"Invalid script entry point: {entry_point} - A callable " "suffix is required. See https://packaging.python.org/" "specifications/entry-points/#use-for-scripts for more " ...
MissingCallableSuffix
python
pydantic__pydantic
pydantic-core/tests/benchmarks/test_micro_benchmarks.py
{ "start": 44910, "end": 47362 }
class ____: @pytest.fixture(scope='class') def validator(self): return SchemaValidator(core_schema.decimal_schema()) @pytest.fixture(scope='class') def pydantic_validator(self): Decimal = decimal.Decimal def to_decimal(v: str) -> decimal.Decimal: try: ...
TestBenchmarkDecimal
python
Netflix__metaflow
metaflow/_vendor/importlib_metadata/_meta.py
{ "start": 114, "end": 758 }
class ____(Protocol): def __len__(self) -> int: ... # pragma: no cover def __contains__(self, item: str) -> bool: ... # pragma: no cover def __getitem__(self, key: str) -> str: ... # pragma: no cover def __iter__(self) -> Iterator[str]: ... # pragma: no cover ...
PackageMetadata
python
matplotlib__matplotlib
lib/matplotlib/_type1font.py
{ "start": 960, "end": 2095 }
class ____: """ A token in a PostScript stream. Attributes ---------- pos : int Position, i.e. offset from the beginning of the data. raw : str Raw text of the token. kind : str Description of the token (for debugging or testing). """ __slots__ = ('pos', 'raw...
_Token
python
great-expectations__great_expectations
tests/expectations/fixtures/expect_column_values_to_equal_three.py
{ "start": 3412, "end": 6715 }
class ____( ExpectColumnValuesToEqualThree__SecondIteration ): @classmethod @renderer(renderer_type="renderer.question") def _question_renderer(cls, configuration, result=None, runtime_configuration=None): column = configuration.kwargs.get("column") mostly = configuration.kwargs.get("mos...
ExpectColumnValuesToEqualThree__ThirdIteration
python
doocs__leetcode
solution/2700-2799/2763.Sum of Imbalance Numbers of All Subarrays/Solution.py
{ "start": 0, "end": 631 }
class ____: def sumImbalanceNumbers(self, nums: List[int]) -> int: n = len(nums) ans = 0 for i in range(n): sl = SortedList() cnt = 0 for j in range(i, n): k = sl.bisect_left(nums[j]) h = k - 1 if h >= 0 and ...
Solution
python
pypa__pip
tests/unit/test_resolution_legacy_resolver.py
{ "start": 4732, "end": 8804 }
class ____: """ Test _check_dist_requires_python(). """ def test_compatible(self, caplog: pytest.LogCaptureFixture) -> None: """ Test a Python version compatible with the dist's Requires-Python. """ caplog.set_level(logging.DEBUG) dist = make_fake_dist(requires_p...
TestCheckDistRequiresPython
python
python-markdown__markdown
markdown/inlinepatterns.py
{ "start": 35744, "end": 36024 }
class ____(ReferenceInlineProcessor): """Short form of reference: `[google]`. """ def evalId(self, data: str, index: int, text: str) -> tuple[str, int, bool]: """Evaluate the id of `[ref]`. """ return text.lower(), index, True
ShortReferenceInlineProcessor
python
realpython__materials
python-unittest/test_calculations.py
{ "start": 689, "end": 2975 }
class ____(unittest.TestCase): def test_mean(self): self.assertEqual(mean([1, 2, 3, 4, 5, 6]), 3.5) def test_median_odd(self): self.assertEqual(median([1, 3, 3, 6, 7, 8, 9]), 6) def test_median_even(self): self.assertEqual(median([1, 2, 3, 4, 5, 6, 8, 9]), 4.5) def test_median...
TestStatisticalOperations
python
django__django
tests/properties/models.py
{ "start": 131, "end": 564 }
class ____(models.Model): first_name = models.CharField(max_length=30) last_name = models.CharField(max_length=30) def _get_full_name(self): return "%s %s" % (self.first_name, self.last_name) def _set_full_name(self, combined_name): self.first_name, self.last_name = combined_name.split...
Person
python
pytorch__pytorch
torchgen/model.py
{ "start": 80738, "end": 84158 }
class ____: # NB: I didn't put kwarg_only as a boolean field here, unlike # c10::Argument, so that printing works correctly name: str type: Type default: str | None # The semantics of the annotation field are a little strange. # # Alias annotations parametrize Tensors (since Tensors ar...
Argument
python
keon__algorithms
algorithms/tree/bst/bst.py
{ "start": 159, "end": 286 }
class ____(object): def __init__(self, data): self.data = data self.left = None self.right = None
Node
python
networkx__networkx
networkx/algorithms/community/tests/test_centrality.py
{ "start": 441, "end": 2932 }
class ____: """Unit tests for the :func:`networkx.algorithms.community.centrality.girvan_newman` function. """ def test_no_edges(self): G = nx.empty_graph(3) communities = list(nx.community.girvan_newman(G)) assert len(communities) == 1 validate_communities(communit...
TestGirvanNewman
python
PyCQA__pylint
tests/functional/u/unnecessary/unnecessary_dunder_call.py
{ "start": 1282, "end": 1345 }
class ____: def __new__(cls): object.__new__(cls)
Bar1
python
facelessuser__pymdown-extensions
tests/test_extensions/test_arithmatex.py
{ "start": 3762, "end": 4989 }
class ____(util.MdCase): """Test hang cases.""" def test_hang_dollar(self): """ We are just making sure this works. Previously this pattern would hang. It isn't supposed to match due to the space before the last dollar, but it definitely shouldn't hang the process. """ ...
TestArithmatexHang
python
pdm-project__pdm
src/pdm/resolver/providers.py
{ "start": 1796, "end": 16559 }
class ____(AbstractProvider[Requirement, Candidate, str]): def __init__( self, repository: BaseRepository, allow_prereleases: bool | None = None, overrides: dict[str, str] | None = None, direct_minimal_versions: bool = False, *, locked_repository: LockedReposi...
BaseProvider
python
pytorch__pytorch
torch/_inductor/fx_passes/group_batch_fusion.py
{ "start": 49465, "end": 49678 }
class ____(BatchPointwiseOpsPostGradFusion): def __init__(self, **kwargs) -> None: super().__init__(aten.relu.default, **kwargs) @register_fusion("batch_aten_add", pre_grad=False)
BatchReLuPostGradFusion
python
Pylons__pyramid
tests/test_traversal.py
{ "start": 32196, "end": 32986 }
class ____(unittest.TestCase): def _callFUT(self, s): from pyramid.traversal import quote_path_segment return quote_path_segment(s) def test_unicode(self): la = text_(b'/La Pe\xc3\xb1a', 'utf-8') result = self._callFUT(la) self.assertEqual(result, '%2FLa%20Pe%C3%B1a') ...
QuotePathSegmentTests
python
google__jax
tests/layout_test.py
{ "start": 1032, "end": 24889 }
class ____(jtu.JaxTestCase): def test_auto_layout(self): mesh = jtu.create_mesh((2, 2), ('x', 'y')) shape1 = (128, 128) shape2 = (128, 128) s1 = NamedSharding(mesh, P('x', 'y')) s2 = NamedSharding(mesh, P('x')) def apply(x, y): return x.T, y.T def init(x, y): return x * 2, y...
LayoutTest
python
huggingface__transformers
src/transformers/models/blenderbot_small/modeling_blenderbot_small.py
{ "start": 50095, "end": 50719 }
class ____(BlenderbotSmallPreTrainedModel): """ This wrapper class is a helper class to correctly load pretrained checkpoints when the causal language model is used in combination with the [`EncoderDecoderModel`] framework. """ def __init__(self, config): super().__init__(config) se...
BlenderbotSmallDecoderWrapper
python
django__django
django/db/backends/sqlite3/_functions.py
{ "start": 14299, "end": 14351 }
class ____(list): step = list.append
ListAggregate
python
explosion__spaCy
spacy/schemas.py
{ "start": 17287, "end": 18311 }
class ____(BaseModel): # fmt: off max_epochs: StrictInt = Field(..., title="Maximum number of epochs to train for") dropout: StrictFloat = Field(..., title="Dropout rate") n_save_every: Optional[StrictInt] = Field(..., title="Saving additional temporary model after n batches within an epoch") n_save...
ConfigSchemaPretrain
python
tensorflow__tensorflow
tensorflow/python/kernel_tests/array_ops/scatter_nd_ops_test.py
{ "start": 34889, "end": 35044 }
class ____(ScatterNdDeterminismTest, ScatterNdNonAliasingAddTest): pass
ScatterNdNonAliasingAddDeterminismTest
python
openai__openai-python
src/openai/types/webhooks/batch_expired_webhook_event.py
{ "start": 324, "end": 756 }
class ____(BaseModel): id: str """The unique ID of the event.""" created_at: int """The Unix timestamp (in seconds) of when the batch API request expired.""" data: Data """Event data payload.""" type: Literal["batch.expired"] """The type of the event. Always `batch.expired`.""" o...
BatchExpiredWebhookEvent
python
dagster-io__dagster
python_modules/libraries/dagster-tableau/dagster_tableau/translator.py
{ "start": 1961, "end": 2204 }
class ____: """A record representing a piece of content in Tableau. Includes the content's type and data as returned from the API. """ content_type: TableauContentType properties: Mapping[str, Any] @record
TableauContentData
python
sanic-org__sanic
sanic/constants.py
{ "start": 63, "end": 275 }
class ____(UpperStrEnum): """HTTP methods that are commonly used.""" GET = auto() POST = auto() PUT = auto() HEAD = auto() OPTIONS = auto() PATCH = auto() DELETE = auto()
HTTPMethod
python
ray-project__ray
python/ray/_private/thirdparty/pynvml/pynvml.py
{ "start": 98318, "end": 98553 }
class ____(Structure): _fields_ = [("device", c_nvmlDevice_t), ("id", c_uint), ("profileId", c_uint), ("placement", c_nvmlGpuInstancePlacement_t) ]
c_nvmlGpuInstanceInfo_t
python
allegroai__clearml
clearml/backend_api/services/v2_13/projects.py
{ "start": 91938, "end": 95760 }
class ____(Request): """ Get user and system tags used for the tasks under the specified projects :param include_system: If set to 'true' then the list of the system tags is also returned. The default value is 'false' :type include_system: bool :param projects: The list of projects under wh...
GetTaskTagsRequest
python
scikit-learn__scikit-learn
sklearn/semi_supervised/_label_propagation.py
{ "start": 17049, "end": 21709 }
class ____(BaseLabelPropagation): """LabelSpreading model for semi-supervised learning. This model is similar to the basic Label Propagation algorithm, but uses affinity matrix based on the normalized graph Laplacian and soft clamping across the labels. Read more in the :ref:`User Guide <label_pro...
LabelSpreading
python
gevent__gevent
src/gevent/tests/lock_tests.py
{ "start": 6490, "end": 8499 }
class ____(BaseTestCase): """ Tests for Event objects. """ def eventtype(self): raise NotImplementedError() def test_is_set(self): evt = self.eventtype() self.assertFalse(evt.is_set()) evt.set() self.assertTrue(evt.is_set()) evt.set() self.as...
EventTests
python
pyca__cryptography
src/cryptography/hazmat/primitives/ciphers/modes.py
{ "start": 2715, "end": 3144 }
class ____(ModeWithNonce): name = "CTR" def __init__(self, nonce: utils.Buffer): utils._check_byteslike("nonce", nonce) self._nonce = nonce @property def nonce(self) -> utils.Buffer: return self._nonce def validate_for_algorithm(self, algorithm: CipherAlgorithm) -> None: ...
CTR
python
encode__django-rest-framework
tests/schemas/test_coreapi.py
{ "start": 46241, "end": 46341 }
class ____(generics.RetrieveAPIView): queryset = BasicModel.objects.all()
BasicNamingCollisionView
python
huggingface__transformers
src/transformers/modeling_utils.py
{ "start": 41299, "end": 44908 }
class ____: """ Base utilities to regroup getters and setters for embeddings. Introduces the `input_layer_embed` attribute, which indicates where the input embeddings come from and where they should be set. """ _input_embed_layer = "embed_tokens" # default layer that holds input embeddings...
EmbeddingAccessMixin
python
sympy__sympy
sympy/core/facts.py
{ "start": 10887, "end": 17328 }
class ____: """Rules that describe how to deduce facts in logic space When defined, these rules allow implications to quickly be determined for a set of facts. For this precomputed deduction tables are used. see `deduce_all_facts` (forward-chaining) Also it is possible to gather prer...
FactRules
python
automl__auto-sklearn
autosklearn/ensemble_building/run.py
{ "start": 193, "end": 5336 }
class ____: """Class for storing information about a run used during ensemble building. Note ---- This is for internal use by the EnsembleBuilder and not for general usage. """ # For matching prediction files RE_MODEL_PREDICTION_FILE = ( r"^predictions_ensemble_([0-9]*)_([0-9]*)_([...
Run
python
great-expectations__great_expectations
great_expectations/exceptions/exceptions.py
{ "start": 4229, "end": 4396 }
class ____(GreatExpectationsError): def __init__(self, message: str): super().__init__(f"Bad input to build_batch_request: {message}")
BuildBatchRequestError
python
pypa__pip
src/pip/_vendor/urllib3/exceptions.py
{ "start": 2863, "end": 3105 }
class ____(TimeoutError, RequestError): """Raised when a socket timeout occurs while receiving data from a server""" pass # This timeout error does not have a URL attached and needs to inherit from the # base HTTPError
ReadTimeoutError
python
giampaolo__psutil
tests/test_windows.py
{ "start": 13955, "end": 21806 }
class ____(WindowsTestCase): @classmethod def setUpClass(cls): cls.pid = spawn_subproc().pid @classmethod def tearDownClass(cls): terminate(cls.pid) def test_issue_24(self): p = psutil.Process(0) with pytest.raises(psutil.AccessDenied): p.kill() def...
TestProcess
python
walkccc__LeetCode
solutions/1982. Find Array Given Subset Sums/1982.py
{ "start": 0, "end": 1164 }
class ____: def recoverArray(self, n: int, sums: list[int]) -> list[int]: def recover(sums: list[int]) -> list[int]: if len(sums) == 1: return [] count = collections.Counter(sums) # Either num or -num must be in the final array. # num + sumsExcludingNum = sumsIncludingNum #...
Solution
python
davidhalter__jedi
jedi/inference/value/instance.py
{ "start": 22210, "end": 22511 }
class ____(TreeArgumentsWrapper): def __init__(self, instance, arguments): super().__init__(arguments) self.instance = instance def unpack(self, func=None): yield None, LazyKnownValue(self.instance) yield from self._wrapped_arguments.unpack(func)
InstanceArguments
python
run-llama__llama_index
llama-index-core/llama_index/core/selectors/llm_selectors.py
{ "start": 1744, "end": 4505 }
class ____(BaseSelector): """ LLM single selector. LLM-based selector that chooses one out of many options. Args: LLM (LLM): An LLM. prompt (SingleSelectPrompt): A LLM prompt for selecting one out of many options. """ def __init__( self, llm: LLM, prom...
LLMSingleSelector
python
google__pytype
pytype/tests/test_fiddle_overlay.py
{ "start": 15941, "end": 17973 }
class ____(test_base.BaseTest): """Tests for Config wrapping a function.""" def test_basic(self): # Config values wrapping non-dataclasses are currently treated as Any with self.DepTree([("fiddle.pyi", _FIDDLE_PYI)]): self.Check(""" import fiddle def Simple(x: int, y: str): ...
TestFunctionConfig
python
getsentry__sentry
tests/sentry/issues/endpoints/test_group_notes.py
{ "start": 653, "end": 3855 }
class ____(APITestCase): def test_simple(self) -> None: group = self.group activity = Activity.objects.create( group=group, project=group.project, type=ActivityType.NOTE.value, user_id=self.user.id, data={"text": "hello world"}, ) ...
GroupNoteTest
python
pytorch__pytorch
torch/_dynamo/variables/user_defined.py
{ "start": 91882, "end": 91940 }
class ____(UserDefinedObjectVariable): pass
RandomVariable
python
walkccc__LeetCode
solutions/1964. Find the Longest Valid Obstacle Course at Each Position/1964.py
{ "start": 0, "end": 568 }
class ____: # Similar to 300. Longest Increasing Subsequence def longestObstacleCourseAtEachPosition( self, obstacles: list[int], ) -> list[int]: ans = [] # tails[i] := the minimum tail of all the increasing subsequences having # length i + 1 tails = [] for obstacle in obstacles: ...
Solution
python
getsentry__sentry
tests/sentry/middleware/integrations/parsers/test_jira.py
{ "start": 1025, "end": 8406 }
class ____(TestCase): factory = RequestFactory() path_base = f"{IntegrationClassification.integration_prefix}jira" def get_response(self, req: HttpRequest) -> HttpResponse: return HttpResponse(status=200, content="passthrough") def get_integration(self) -> Integration: self.organizatio...
JiraRequestParserTest
python
django__django
tests/foreign_object/models/person.py
{ "start": 48, "end": 197 }
class ____(models.Model): # Table Column Fields name = models.CharField(max_length=50) def __str__(self): return self.name
Country
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/flake8_pie/PIE794.py
{ "start": 278, "end": 407 }
class ____(BaseModel): bar: str = StringField() foo: bool = BooleanField() # ... bar = StringField() # PIE794
User
python
wandb__wandb
wandb/vendor/pygments/lexers/parsers.py
{ "start": 25866, "end": 26222 }
class ____(DelegatingLexer): """ A lexer for `Treetop <http://treetop.rubyforge.org/>`_ grammars. .. versionadded:: 1.6 """ name = 'Treetop' aliases = ['treetop'] filenames = ['*.treetop', '*.tt'] def __init__(self, **options): super(TreetopLexer, self).__init__(RubyLexer, Tre...
TreetopLexer
python
ansible__ansible
test/lib/ansible_test/_internal/host_configs.py
{ "start": 6579, "end": 7843 }
class ____(HostConfig, metaclass=abc.ABCMeta): """Base class for remote host configuration.""" name: t.Optional[str] = None provider: t.Optional[str] = None arch: t.Optional[str] = None @property def platform(self) -> str: """The name of the platform.""" return self.name.partit...
RemoteConfig
python
huggingface__transformers
src/transformers/models/marian/modeling_marian.py
{ "start": 56225, "end": 56810 }
class ____(MarianPreTrainedModel): """ This wrapper class is a helper class to correctly load pretrained checkpoints when the causal language model is used in combination with the [`EncoderDecoderModel`] framework. """ def __init__(self, config): super().__init__(config) self.decode...
MarianDecoderWrapper
python
pypa__hatch
tests/backend/builders/test_binary.py
{ "start": 8395, "end": 25679 }
class ____: def test_default(self, hatch, temp_dir, mocker): subprocess_run = mocker.patch("subprocess.run", side_effect=cargo_install) project_name = "My.App" with temp_dir.as_cwd(): result = hatch("new", project_name) assert result.exit_code == 0, result.output ...
TestBuildBootstrap
python
PrefectHQ__prefect
src/integrations/prefect-azure/tests/experimental/bundles/test_upload.py
{ "start": 1028, "end": 5696 }
class ____: """Tests for the upload_bundle_to_azure_blob_storage function.""" async def test_upload_bundle_with_credentials_block( self, tmp_bundle_file: Path, mock_blob_storage_credentials: MagicMock ) -> None: """Test uploading a bundle using a credentials block.""" container = "t...
TestUploadBundleToAzureBlobStorage
python
pytorch__pytorch
test/nn/test_dropout.py
{ "start": 627, "end": 3491 }
class ____(NNTestCase): _do_cuda_memory_leak_check = True _do_cuda_non_default_stream = True def _test_alpha_dropout(self, cls, input): mean = input.mean() std = input.std() for p in [0.2, 0.5, 0.8]: module = cls(p) input_var = input.detach().clone().require...
TestDropoutNN
python
huggingface__transformers
src/transformers/models/siglip2/configuration_siglip2.py
{ "start": 9776, "end": 12737 }
class ____(PreTrainedConfig): r""" [`Siglip2Config`] is the configuration class to store the configuration of a [`Siglip2Model`]. It is used to instantiate a Siglip2 model according to the specified arguments, defining the text model and vision model configs. Instantiating a configuration with the defau...
Siglip2Config
python
pypa__hatch
docs/.hooks/render_default_test_env.py
{ "start": 1435, "end": 1788 }
class ____(Preprocessor): def run(self, lines): # noqa: PLR6301 return ( "\n".join(lines) .replace(MARKER_DEPENDENCIES, get_dependencies_toml()) .replace(MARKER_MATRIX, get_matrix_toml()) .replace(MARKER_SCRIPTS, get_scripts_toml()) .splitlines() ...
TestEnvDefaultsPreprocessor
python
jazzband__django-simple-history
simple_history/template_utils.py
{ "start": 855, "end": 6325 }
class ____: """ Class containing various utilities for formatting the template context for a historical record. """ DEFAULT_MAX_DISPLAYED_DELTA_CHANGE_CHARS: Final = 100 def __init__( self, model: type[Model], historical_record: HistoricalChanges, *, max...
HistoricalRecordContextHelper
python
huggingface__transformers
tests/models/mgp_str/test_modeling_mgp_str.py
{ "start": 4108, "end": 7915 }
class ____(ModelTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = (MgpstrForSceneTextRecognition,) if is_torch_available() else () pipeline_model_mapping = ( {"feature-extraction": MgpstrForSceneTextRecognition, "image-feature-extraction": MgpstrModel} if is_torch_availab...
MgpstrModelTest
python
pytorch__pytorch
torch/distributed/_tools/mem_tracker.py
{ "start": 4639, "end": 11633 }
class ____: """ Manages memory statistics and device attributes for tensor storages. """ def __init__( self, size: int, element_size: int, device: torch.device, reftype: _RefType ) -> None: """ Initializes the ``_WeakRefInfo`` object with tensor storage properties. ...
_WeakRefInfo
python
Textualize__textual
docs/examples/guide/content/renderables.py
{ "start": 538, "end": 883 }
class ____(App): """App to demonstrate Rich renderables in Textual.""" def compose(self) -> ComposeResult: with open(__file__) as self_file: code = self_file.read() code_view = CodeView() code_view.code = code yield code_view if __name__ == "__main__": app = Co...
CodeApp
python
pytorch__pytorch
torch/masked/maskedtensor/_ops_refs.py
{ "start": 1803, "end": 2739 }
class ____(torch.autograd.Function): @staticmethod # pyrefly: ignore [bad-override] def forward(ctx, input): if not is_masked_tensor(input): raise ValueError("MaskedToDense forward: input must be a MaskedTensor.") if input.layout == torch.strided: return input ...
_MaskedToDense
python
doocs__leetcode
lcp/LCP 10. 二叉树任务调度/Solution.py
{ "start": 0, "end": 356 }
class ____: def minimalExecTime(self, root: TreeNode) -> float: def dfs(root: TreeNode) -> Tuple[int, int]: if not root: return 0, 0 s1, t1 = dfs(root.left) s2, t2 = dfs(root.right) return s1 + s2 + root.val, max(t1, t2, (s1 + s2) / 2) + root.v...
Solution
python
apache__airflow
providers/google/tests/unit/google/cloud/operators/test_vision.py
{ "start": 7911, "end": 8671 }
class ____: @mock.patch("airflow.providers.google.cloud.operators.vision.CloudVisionHook") def test_minimal_green_path(self, mock_hook): mock_hook.return_value.get_product.return_value = {} op = CloudVisionGetProductOperator(location=LOCATION_TEST, product_id=PRODUCT_ID_TEST, task_id="id") ...
TestCloudVisionProductGet
python
getsentry__sentry
src/sentry/integrations/jira_server/actions/create_ticket.py
{ "start": 371, "end": 1559 }
class ____(TicketEventAction): id = "sentry.integrations.jira_server.notify_action.JiraServerCreateTicketAction" label = "Create a Jira Server issue in {integration} with these " ticket_type = "a Jira Server issue" link = "https://docs.sentry.io/product/integrations/issue-tracking/jira/#issue-sync" ...
JiraServerCreateTicketAction
python
huggingface__transformers
src/transformers/models/patchtst/modeling_patchtst.py
{ "start": 32578, "end": 34445 }
class ____(ModelOutput): r""" last_hidden_state (`torch.FloatTensor` of shape `(batch_size, num_channels, num_patches, patch_length)`): Sequence of hidden-states at the output of the last layer of the model. hidden_states (`tuple(torch.FloatTensor)`, *optional*, returned when `output_hidden_states=T...
PatchTSTModelOutput
python
celery__celery
celery/exceptions.py
{ "start": 6540, "end": 6603 }
class ____(CeleryError): """Task related errors."""
TaskError
python
kamyu104__LeetCode-Solutions
Python/delete-nodes-and-return-forest.py
{ "start": 233, "end": 1034 }
class ____(object): def delNodes(self, root, to_delete): """ :type root: TreeNode :type to_delete: List[int] :rtype: List[TreeNode] """ def delNodesHelper(to_delete_set, root, is_root, result): if not root: return None is_delete...
Solution
python
pytorch__pytorch
test/test_optim.py
{ "start": 1880, "end": 101851 }
class ____(TestCase): """ This test class validates the core optimizers and is structured as the correctness of: - The update algorithms (forloop implementation) * Every optimizer's algorithm is most readably implemented through a big for-loop over all the parameters, which is what we refe...
TestOptimRenewed
python
pytorch__pytorch
test/quantization/core/test_quantized_functional.py
{ "start": 542, "end": 10477 }
class ____(QuantizationTestCase): def test_relu_api(self): X = torch.arange(-5, 5, dtype=torch.float) scale = 2.0 zero_point = 1 qX = torch.quantize_per_tensor(X, scale=scale, zero_point=zero_point, dtype=torch.quint8) qY = torch.relu(qX) qY_hat = F.relu(qX) s...
TestQuantizedFunctionalOps
python
gevent__gevent
src/greentest/3.14/test__interpreters.py
{ "start": 14172, "end": 16439 }
class ____(TestBase): def setUp(self): super().setUp() self.id = _interpreters.create() def test_signatures(self): # See https://github.com/python/cpython/issues/126654 msg = r'_interpreters.exec\(\) argument 3 must be dict, not int' with self.assertRaisesRegex(TypeError...
CommonTests
python
getsentry__sentry-python
sentry_sdk/client.py
{ "start": 5282, "end": 7806 }
class ____: """ .. versionadded:: 2.0.0 The basic definition of a client that is used for sending data to Sentry. """ spotlight = None # type: Optional[SpotlightClient] def __init__(self, options=None): # type: (Optional[Dict[str, Any]]) -> None self.options = options if opti...
BaseClient
python
joblib__joblib
joblib/compressor.py
{ "start": 2278, "end": 3443 }
class ____: """A wrapper around a compressor file object. Attributes ---------- obj: a file-like object The object must implement the buffer interface and will be used internally to compress/decompress the data. prefix: bytestring A bytestring corresponding to the magic numb...
CompressorWrapper
python
huggingface__transformers
src/transformers/models/aria/modeling_aria.py
{ "start": 5819, "end": 8267 }
class ____(nn.Module): """ Aria Projector module. This module projects vision features into the language model's embedding space, enabling interaction between vision and language components. Args: config (`AriaConfig`): Configuration object for the model. """ def __init__(...
AriaProjector
python
plotly__plotly.py
plotly/graph_objs/histogram2d/colorbar/_title.py
{ "start": 233, "end": 3999 }
class ____(_BaseTraceHierarchyType): _parent_path_str = "histogram2d.colorbar" _path_str = "histogram2d.colorbar.title" _valid_props = {"font", "side", "text"} @property def font(self): """ Sets this color bar's title font. The 'font' property is an instance of Font ...
Title
python
pytorch__pytorch
test/package/test_dependency_hooks.py
{ "start": 329, "end": 3970 }
class ____(PackageTestCase): """Dependency management hooks API tests. - register_mock_hook() - register_extern_hook() """ def test_single_hook(self): buffer = BytesIO() my_externs = set() def my_extern_hook(package_exporter, module_name): my_externs.add(module...
TestDependencyHooks
python
dagster-io__dagster
python_modules/dagster/dagster/_core/definitions/run_request.py
{ "start": 1927, "end": 2595 }
class ____(NamedTuple("_SkipReason", [("skip_message", PublicAttr[Optional[str]])])): """Represents a skipped evaluation, where no runs are requested. May contain a message to indicate why no runs were requested. Args: skip_message (Optional[str]): A message displayed in the Dagster UI for why this...
SkipReason
python
patrys__httmock
httmock.py
{ "start": 3991, "end": 7776 }
class ____(object): """ Acts as a context manager to allow mocking """ STATUS_CODE = 200 def __init__(self, *handlers): self.handlers = handlers def __enter__(self): self._real_session_send = requests.Session.send self._real_session_prepare_request = requests.Session.pr...
HTTMock
python
jazzband__django-oauth-toolkit
tests/test_oauth2_validators.py
{ "start": 1688, "end": 17433 }
class ____(TransactionTestCase): def setUp(self): self.user = UserModel.objects.create_user("user", "test@example.com", "123456") self.request = mock.MagicMock(wraps=Request) self.request.user = self.user self.request.grant_type = "not client" self.validator = OAuth2Validator...
TestOAuth2Validator
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 680134, "end": 680619 }
class ____(sgqlc.types.Type): """ See source code for more info. """ __schema__ = graphql_schema __field_names__ = ("client_mutation_id", "repository", "teams") client_mutation_id = sgqlc.types.Field(String, graphql_name="clientMutationId") repository = sgqlc.types.Field("Repository", graph...
UpdateTeamsRepositoryPayload
python
apache__airflow
task-sdk/tests/task_sdk/api/test_client.py
{ "start": 54722, "end": 58990 }
class ____: def test_add_response(self) -> None: ti_id = uuid7() def handle_request(request: httpx.Request) -> httpx.Response: if request.url.path in (f"/hitlDetails/{ti_id}"): return httpx.Response( status_code=201, json={ ...
TestHITLOperations
python
ApeWorX__ape
src/ape_ethereum/trace.py
{ "start": 21234, "end": 27441 }
class ____(Trace): tx: dict """ Transaction data. Is a dictionary to allow traces to easily be created near sending the request. """ arguments: list[Any] = [] """ Remaining eth-call arguments, minus the transaction. """ call_trace_approach: TraceApproach = TraceApproach.GETH_ST...
CallTrace
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 943830, "end": 944590 }
class ____(sgqlc.types.relay.Connection): """The connection type for RepositoryRuleset.""" __schema__ = github_schema __field_names__ = ("edges", "nodes", "page_info", "total_count") edges = sgqlc.types.Field(sgqlc.types.list_of("RepositoryRulesetEdge"), graphql_name="edges") """A list of edges."""...
RepositoryRulesetConnection
python
tensorflow__tensorflow
tensorflow/python/compiler/tensorrt/model_tests/model_handler.py
{ "start": 12622, "end": 14722 }
class ____(_ModelHandlerBase): """Runs a model in TF2.""" @property def graph_func(self): try: return self._graph_func except: graph_func = load_graph_func( saved_model_dir=self.model_config.saved_model_dir, saved_model_tags=self.model_config.saved_model_tags, sa...
ModelHandlerV2