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python
huggingface__transformers
src/transformers/models/modernbert/modular_modernbert.py
{ "start": 23553, "end": 28276 }
class ____(Gemma3RotaryEmbedding): def __init__(self, config: ModernBertConfig, device=None): super().__init__(config, device) @staticmethod def compute_default_rope_parameters( config: Optional[ModernBertConfig] = None, device: Optional["torch.device"] = None, seq_len: Opti...
ModernBertRotaryEmbedding
python
ansible__ansible
test/lib/ansible_test/_internal/containers.py
{ "start": 19251, "end": 23127 }
class ____: """Context object for tracking information relating to access of support containers.""" def __init__(self, containers: ContainerDatabase, process: t.Optional[SshProcess]) -> None: self.containers = containers self.process = process def close(self) -> None: """Close the ...
SupportContainerContext
python
python-excel__xlwt
xlwt/BIFFRecords.py
{ "start": 13161, "end": 13304 }
class ____(BiffRecord): """ """ _REC_ID = 0x01B7 def __init__(self): self._rec_data = pack('<H', 0x00)
RefreshAllRecord
python
doocs__leetcode
solution/0300-0399/0308.Range Sum Query 2D - Mutable/Solution.py
{ "start": 449, "end": 1310 }
class ____: def __init__(self, matrix: List[List[int]]): self.trees = [] n = len(matrix[0]) for row in matrix: tree = BinaryIndexedTree(n) for j, v in enumerate(row): tree.update(j + 1, v) self.trees.append(tree) def update(self, row: ...
NumMatrix
python
automl__auto-sklearn
autosklearn/pipeline/components/base.py
{ "start": 5466, "end": 5996 }
class ____(AutoSklearnComponent): def fit(self, X, y, sample_weight=None): self.iterative_fit(X, y, n_iter=2, refit=True) iteration = 2 while not self.configuration_fully_fitted(): n_iter = int(2**iteration / 2) self.iterative_fit(X, y, n_iter=n_iter, refit=False) ...
IterativeComponent
python
sympy__sympy
sympy/physics/biomechanics/curve.py
{ "start": 32778, "end": 46209 }
class ____(CharacteristicCurveFunction): r"""Active muscle fiber force-length curve based on De Groote et al., 2016 [1]_. Explanation =========== The function is defined by the equation: $fl_{\text{act}}^M = c_0 \exp\left(-\frac{1}{2}\left(\frac{\tilde{l}^M - c_1}{c_2 + c_3 \tilde{l}^M}\right...
FiberForceLengthActiveDeGroote2016
python
keras-team__keras
keras/src/backend/torch/optimizers/torch_sgd.py
{ "start": 121, "end": 1175 }
class ____(torch_parallel_optimizer.TorchParallelOptimizer, optimizers.SGD): def _parallel_update_step( self, grads, variables, learning_rate, ): keras_variables = variables variables = [v.value for v in variables] if self.momentum != 0: bufs =...
SGD
python
astropy__astropy
astropy/table/tests/test_table.py
{ "start": 18370, "end": 19865 }
class ____(SetupData): def test_override_name(self, table_types): self._setup(table_types) t = table_types.Table() # Check that we can override the name of the input column in the Table t.add_column(self.a, name="b") t.add_column(self.b, name="a") assert t.colnames =...
TestAddName
python
xlwings__xlwings
xlwings/constants.py
{ "start": 115157, "end": 115277 }
class ____: xlCodePage = 2 # from enum XlSortMethodOld xlSyllabary = 1 # from enum XlSortMethodOld
SortMethodOld
python
pydata__xarray
asv_bench/benchmarks/dataset_io.py
{ "start": 4781, "end": 6415 }
class ____(IOSingleNetCDF): def setup(self): # TODO: Lazily skipped in CI as it is very demanding and slow. # Improve times and remove errors. _skip_slow() requires_dask() self.make_ds() self.filepath = "test_single_file.nc4.nc" self.format = "NETCDF4" ...
IOReadSingleNetCDF4Dask
python
xlwings__xlwings
tests/common.py
{ "start": 356, "end": 1698 }
class ____(unittest.TestCase): def __init__(self, methodName): super(TestBase, self).__init__(methodName) # Patch the test method being run to skip the test if it # throws NotImplementedError. This allows us to not consider # such tests failures, though they will still show up (as ...
TestBase
python
huggingface__transformers
tests/models/llava_next_video/test_modeling_llava_next_video.py
{ "start": 6618, "end": 12612 }
class ____(ModelTesterMixin, GenerationTesterMixin, unittest.TestCase): """ Model tester for `LlavaNextVideoForConditionalGeneration`. """ all_model_classes = ( ( LlavaNextVideoModel, LlavaNextVideoForConditionalGeneration, ) if is_torch_available() ...
LlavaNextVideoForConditionalGenerationModelTest
python
tensorflow__tensorflow
tensorflow/compiler/tests/spacetobatch_op_test.py
{ "start": 7347, "end": 12316 }
class ____(xla_test.XLATestCase): """Tests input-output pairs for the SpaceToBatchND and BatchToSpaceND ops.""" def _testPad(self, inputs, block_shape, paddings, outputs): block_shape = np.array(block_shape) paddings = np.array(paddings).reshape((len(block_shape), 2)) with self.session() as sess, self....
SpaceToBatchNDTest
python
airbytehq__airbyte
airbyte-integrations/connectors/source-shopify/unit_tests/integration/test_bulk_stream.py
{ "start": 3186, "end": 9363 }
class ____(TestCase): def setUp(self) -> None: self._http_mocker = HttpMocker() self._http_mocker.__enter__() set_up_shop(self._http_mocker, _SHOP_NAME) grant_all_scopes(self._http_mocker, _SHOP_NAME) def tearDown(self) -> None: self._http_mocker.__exit__(None, None, No...
GraphQlBulkStreamTest
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 67747, "end": 68224 }
class ____(sgqlc.types.Enum): """The review status of a pull request. Enumeration Choices: * `APPROVED`: The pull request has received an approving review. * `CHANGES_REQUESTED`: Changes have been requested on the pull request. * `REVIEW_REQUIRED`: A review is required before the pull reques...
PullRequestReviewDecision
python
PyCQA__pylint
tests/functional/n/no/no_member_augassign.py
{ "start": 231, "end": 302 }
class ____: value: int obj_a = A() obj_a.value += 1 # [no-member]
A
python
dask__dask
dask/_expr.py
{ "start": 26020, "end": 28706 }
class ____(Expr): """A singleton Expr class This is used to treat the subclassed expression as a singleton. Singletons are deduplicated by expr._name which is typically based on the dask.tokenize output. This is a crucial performance optimization for expressions that walk through an optimizer ...
SingletonExpr
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/testing/assertsql.py
{ "start": 1843, "end": 8252 }
class ____(SQLMatchRule): def __init__( self, statement, params=None, dialect="default", enable_returning=True ): self.statement = statement self.params = params self.dialect = dialect self.enable_returning = enable_returning def _compare_sql(self, execute_observed, ...
CompiledSQL
python
django__django
tests/file_storage/models.py
{ "start": 774, "end": 894 }
class ____(FileSystemStorage): def __call__(self): # no-op implementation. return self
CallableStorage
python
mkdocstrings__mkdocstrings
src/mkdocstrings/_internal/plugin.py
{ "start": 1642, "end": 2970 }
class ____(Config): """The configuration options of `mkdocstrings`, written in `mkdocs.yml`.""" handlers = opt.Type(dict, default={}) """ Global configuration of handlers. You can set global configuration per handler, applied everywhere, but overridable in each "autodoc" instruction. Example: ...
PluginConfig
python
getsentry__sentry
fixtures/safe_migrations_apps/bad_flow_add_column_with_notnull_app/migrations/0002_add_field_notnull.py
{ "start": 153, "end": 451 }
class ____(CheckedMigration): dependencies = [ ("bad_flow_add_column_with_notnull_app", "0001_initial"), ] operations = [ migrations.AddField( model_name="testtable", name="field", field=models.IntegerField(), ), ]
Migration
python
python-openxml__python-docx
tests/oxml/test_xmlchemy.py
{ "start": 25866, "end": 26092 }
class ____(BaseOxmlElement): """ Oom standing for 'OneOrMore', ``<w:oomChild>`` element, representing a child element that can appear multiple times in sequence, but must appear at least once. """
CT_OomChild
python
getsentry__sentry
src/sentry/auth_v2/utils/session.py
{ "start": 2089, "end": 3495 }
class ____: """ Manages authentication session state and flags. This class sets session flags that control the authentication flow on the frontend, based on the current user's state. """ def __init__(self, request: Request): self.request = request def initialize_auth_flags(self) -...
SessionBuilder
python
getsentry__sentry
src/sentry/identity/vercel/provider.py
{ "start": 205, "end": 1081 }
class ____(OAuth2Provider): key = "vercel" name = "Vercel" # https://vercel.com/docs/integrations/reference#using-the-vercel-api/exchange-code-for-access-token oauth_access_token_url = "https://api.vercel.com/v2/oauth/access_token" def get_oauth_client_id(self) -> str | int: return options...
VercelIdentityProvider
python
huggingface__transformers
src/transformers/models/deberta_v2/modeling_deberta_v2.py
{ "start": 34979, "end": 36008 }
class ____(nn.Module): """https://github.com/microsoft/DeBERTa/blob/master/DeBERTa/deberta/bert.py#L270""" def __init__(self, config): super().__init__() self.dense = nn.Linear(config.hidden_size, config.hidden_size) if isinstance(config.hidden_act, str): self.transform_act...
DebertaV2LMPredictionHead
python
getsentry__sentry
src/sentry/workflow_engine/migrations/0071_migrate_remaining_metric_alerts.py
{ "start": 31501, "end": 32827 }
class ____(CheckedMigration): # This flag is used to mark that a migration shouldn't be automatically run in production. # This should only be used for operations where it's safe to run the migration after your # code has deployed. So this should not be used for most operations that alter the schema # o...
Migration
python
openai__openai-python
src/openai/types/images_response.py
{ "start": 926, "end": 1905 }
class ____(BaseModel): created: int """The Unix timestamp (in seconds) of when the image was created.""" background: Optional[Literal["transparent", "opaque"]] = None """The background parameter used for the image generation. Either `transparent` or `opaque`. """ data: Optional[List[Image...
ImagesResponse
python
readthedocs__readthedocs.org
readthedocs/core/views/__init__.py
{ "start": 2641, "end": 3070 }
class ____(PrivateViewMixin, TemplateView): form_class = SupportForm template_name = "support/index.html" def get_context_data(self, **kwargs): """Pass along endpoint for support form.""" context = super().get_context_data(**kwargs) context["SUPPORT_FORM_ENDPOINT"] = settings.SUPPOR...
SupportView
python
scipy__scipy
scipy/optimize/tests/test_minimize_constrained.py
{ "start": 25187, "end": 28130 }
class ____: @pytest.mark.parametrize('bounds, x_opt', [(Bounds(-np.inf, np.inf), Rosenbrock().x_opt), (Bounds(-np.inf, -0.8), [-0.8, -0.8]), (Bounds(3.0, np.inf), [3.0, 9.0]), (Bounds([3.0, 1.0], ...
TestBoundedNelderMead
python
celery__celery
t/unit/tasks/test_stamping.py
{ "start": 6728, "end": 7924 }
class ____(StampingVisitor): def on_signature(self, actual_sig: Signature, **headers) -> dict: return {"on_signature": "StringStampingVisitor: on_signature-item1"} def on_group_start(self, actual_sig: Signature, **headers) -> dict: return {"on_group_start": "StringStampingVisitor: on_group_star...
StringStampingVisitor
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/protocol24.py
{ "start": 598, "end": 752 }
class ____: var1: ClassVar[int] var2: ClassVar[int] d: ProtoD = E # This should generate an error because var2 is the wrong type. e: ProtoD = F
F
python
bokeh__bokeh
src/bokeh/core/property/struct.py
{ "start": 3768, "end": 4538 }
class ____(SimpleNamespace): """ Allow access unnamed struct with attributes and keys. .. note:: This feature is experimental and may change in the short term. """ def __getitem__(self, key: str) -> Any: return getattr(self, key) def __setitem__(self, key: str, val: Any) -> No...
struct
python
kamyu104__LeetCode-Solutions
Python/categorize-box-according-to-criteria.py
{ "start": 52, "end": 626 }
class ____(object): def categorizeBox(self, length, width, height, mass): """ :type length: int :type width: int :type height: int :type mass: int :rtype: str """ bulky = any(x >= 10**4 for x in (length, width, height)) or length*width*height >= 10**9 ...
Solution
python
kamyu104__LeetCode-Solutions
Python/bag-of-tokens.py
{ "start": 33, "end": 665 }
class ____(object): def bagOfTokensScore(self, tokens, P): """ :type tokens: List[int] :type P: int :rtype: int """ tokens.sort() result, points = 0, 0 left, right = 0, len(tokens)-1 while left <= right: if P >= tokens[left]: ...
Solution
python
PyCQA__pylint
pylint/reporters/ureports/nodes.py
{ "start": 4589, "end": 5315 }
class ____(BaseLayout): """Some tabular data. attributes : * BaseLayout attributes * cols : the number of columns of the table (REQUIRED) * rheaders : the first row's elements are table's header * cheaders : the first col's elements are table's header * title : the table's optional title ...
Table
python
keon__algorithms
tests/test_queues.py
{ "start": 151, "end": 1781 }
class ____(unittest.TestCase): """ Test suite for the Queue data structures. """ def test_ArrayQueue(self): queue = ArrayQueue() queue.enqueue(1) queue.enqueue(2) queue.enqueue(3) # test __iter__() it = iter(queue) self.assertEqual(1, next(it...
TestQueue
python
getsentry__sentry
src/sentry/releases/endpoints/project_release_details.py
{ "start": 1030, "end": 7532 }
class ____(ProjectEndpoint, ReleaseAnalyticsMixin): publish_status = { "DELETE": ApiPublishStatus.UNKNOWN, "GET": ApiPublishStatus.UNKNOWN, "PUT": ApiPublishStatus.UNKNOWN, } permission_classes = (ProjectReleasePermission,) def get(self, request: Request, project, version) -> Re...
ProjectReleaseDetailsEndpoint
python
jina-ai__jina
tests/integration/network_failures/test_network_failures.py
{ "start": 612, "end": 29531 }
class ____(Executor): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) self._id = str(uuid.uuid4()) @requests(on='/foo') def foo(self, docs, *args, **kwargs): docs[0].text = self._id def _create_worker_runtime(port, name='', executor=None): args = _genera...
DummyExec
python
pytorch__pytorch
torch/_inductor/tiling_utils.py
{ "start": 6788, "end": 8768 }
class ____: """ Normalized reads and writes for nodes in the same FusedSchedulerNode. """ index_vars: OrderedSet[sympy.Symbol] reduce_vars: OrderedSet[sympy.Symbol] reads: dict[sympy.Expr, OrderedSet[str]] writes: dict[sympy.Expr, OrderedSet[str]] var_ranges: dict[sympy.Symbol, int] @...
FusedNormalizedReadsWrites
python
davidhalter__jedi
test/completion/descriptors.py
{ "start": 492, "end": 915 }
class ____(object): x = RevealAccess(10, 'var "x"') #? RevealAccess() x #? ['just_a_method'] x.just_a_method y = 5.0 def __init__(self): #? int() self.x #? [] self.just_a_method #? [] C.just_a_method m = C() #? int() m.x #? float() m.y #? int...
C
python
Textualize__textual
docs/examples/how-to/layout02.py
{ "start": 354, "end": 491 }
class ____(Screen): def compose(self) -> ComposeResult: yield Header(id="Header") yield Footer(id="Footer")
TweetScreen
python
nedbat__coveragepy
coverage/regions.py
{ "start": 488, "end": 4500 }
class ____: """An ast visitor that will find and track regions of code. Functions and classes are tracked by name. Results are in the .regions attribute. """ def __init__(self) -> None: self.regions: list[CodeRegion] = [] self.context: list[Context] = [] def parse_source(self...
RegionFinder
python
arrow-py__arrow
arrow/locales.py
{ "start": 112079, "end": 113539 }
class ____(Locale): names = ["ms", "ms-my", "ms-bn"] past = "{0} yang lalu" future = "dalam {0}" and_word = "dan" timeframes: ClassVar[Mapping[TimeFrameLiteral, Union[str, Mapping[str, str]]]] = { "now": "sekarang", "second": "saat", "seconds": "{0} saat", "minute":...
MalayLocale
python
getsentry__sentry
src/social_auth/backends/__init__.py
{ "start": 14703, "end": 19136 }
class ____(OAuthAuth): """Consumer based mechanism OAuth authentication, fill the needed parameters to communicate properly with authentication service. AUTHORIZATION_URL Authorization service url REQUEST_TOKEN_URL Request token URL ACCESS_TOKEN_URL Access token URL ...
BaseOAuth1
python
ApeWorX__ape
src/ape/exceptions.py
{ "start": 2118, "end": 2360 }
class ____(ApeException): """ Raised when issues occur with local contract. **NOTE**: This error has nothing to do with on-chain contract logic errors; it is more about ABI-related issues and alike. """
ContractDataError
python
huggingface__transformers
src/transformers/models/glm46v/modular_glm46v.py
{ "start": 1179, "end": 4839 }
class ____(PreTrainedConfig): r""" This is the configuration class to store the configuration of a [`Glm4vModel`]. It is used to instantiate a GLM-4.6V model according to the specified arguments, defining the model architecture. Instantiating a configuration with the defaults will yield a similar config...
Glm46VConfig
python
getsentry__sentry
src/sentry/api/serializers/models/rule.py
{ "start": 1731, "end": 1806 }
class ____(TypedDict): id: int name: str email: str
RuleCreatedBy
python
catalyst-team__catalyst
catalyst/contrib/data/sampler_inbatch.py
{ "start": 7999, "end": 14153 }
class ____(IInbatchTripletSampler): """ This sampler selects hardest triplets based on distance to mean vectors: anchor is a mean vector of features of i-th class in the batch, the hardest positive sample is the most distant from anchor sample of anchor's class, the hardest negative sample is the cl...
HardClusterSampler
python
huggingface__transformers
src/transformers/models/perceiver/modeling_perceiver.py
{ "start": 15308, "end": 19778 }
class ____(nn.Module): """The Perceiver Encoder: a scalable, fully attentional encoder.""" def __init__(self, config, kv_dim=None): super().__init__() self.config = config # Check that we can use multihead-attention with these shapes. if config.d_latents % config.num_self_atten...
PerceiverEncoder
python
spack__spack
lib/spack/spack/vendor/jinja2/bccache.py
{ "start": 9802, "end": 12748 }
class ____(BytecodeCache): """This class implements a bytecode cache that uses a memcache cache for storing the information. It does not enforce a specific memcache library (tummy's memcache or cmemcache) but will accept any class that provides the minimal interface required. Libraries compatible ...
MemcachedBytecodeCache
python
vyperlang__vyper
vyper/venom/basicblock.py
{ "start": 3617, "end": 3979 }
class ____(IROperand): """ IRLiteral represents a literal in IR """ value: int def __init__(self, value: int) -> None: assert isinstance(value, int), value super().__init__(value) def __repr__(self) -> str: if abs(self.value) < 1024: return str(self.value) ...
IRLiteral
python
aio-libs__aiohttp
aiohttp/client_exceptions.py
{ "start": 1356, "end": 1439 }
class ____(Exception): """Base class for client connection errors."""
ClientError
python
coleifer__peewee
tests/base.py
{ "start": 6574, "end": 7008 }
class ____(BaseTestCase): database = db def setUp(self): if not self.database.is_closed(): self.database.close() self.database.connect() super(DatabaseTestCase, self).setUp() def tearDown(self): super(DatabaseTestCase, self).tearDown() self.database.clos...
DatabaseTestCase
python
PrefectHQ__prefect
src/integrations/prefect-dbt/prefect_dbt/cloud/exceptions.py
{ "start": 188, "end": 308 }
class ____(DbtCloudException): """Raised when unable to list dbt Cloud run artifacts"""
DbtCloudListRunArtifactsFailed
python
pola-rs__polars
py-polars/src/polars/string_cache.py
{ "start": 558, "end": 5483 }
class ____(contextlib.ContextDecorator): """ Context manager for enabling and disabling the global string cache. :class:`Categorical` columns created under the same global string cache have the same underlying physical value when string values are equal. This allows the columns to be concatenated o...
StringCache
python
pydata__xarray
xarray/core/_typed_ops.py
{ "start": 49534, "end": 54365 }
class ____: __slots__ = () def _binary_op( self, other: T_Xarray, f: Callable, reflexive: bool = False ) -> T_Xarray: raise NotImplementedError def __add__(self, other: T_Xarray) -> T_Xarray: return self._binary_op(other, operator.add) def __sub__(self, other: T_Xarray) ->...
DataArrayGroupByOpsMixin
python
django__django
tests/force_insert_update/models.py
{ "start": 241, "end": 318 }
class ____(Counter): tag = models.CharField(max_length=10)
InheritedCounter
python
ray-project__ray
rllib/offline/tests/test_feature_importance.py
{ "start": 210, "end": 1325 }
class ____(unittest.TestCase): def setUp(self): ray.init() def tearDown(self): ray.shutdown() def test_feat_importance_cartpole(self): config = ( MARWILConfig() .api_stack( enable_rl_module_and_learner=False, enable_env_runner...
TestFeatureImportance
python
huggingface__transformers
src/transformers/pipelines/object_detection.py
{ "start": 645, "end": 8346 }
class ____(Pipeline): """ Object detection pipeline using any `AutoModelForObjectDetection`. This pipeline predicts bounding boxes of objects and their classes. Example: ```python >>> from transformers import pipeline >>> detector = pipeline(model="facebook/detr-resnet-50") >>> detect...
ObjectDetectionPipeline
python
wandb__wandb
wandb/vendor/graphql-core-1.1/wandb_graphql/validation/rules/lone_anonymous_operation.py
{ "start": 97, "end": 897 }
class ____(ValidationRule): __slots__ = 'operation_count', def __init__(self, context): self.operation_count = 0 super(LoneAnonymousOperation, self).__init__(context) def enter_Document(self, node, key, parent, path, ancestors): self.operation_count = \ sum(1 for defini...
LoneAnonymousOperation
python
huggingface__transformers
tests/models/mpt/test_modeling_mpt.py
{ "start": 13651, "end": 17326 }
class ____(ModelTesterMixin, GenerationTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = ( ( MptModel, MptForCausalLM, MptForSequenceClassification, MptForTokenClassification, MptForQuestionAnswering, ) if is...
MptModelTest
python
jamielennox__requests-mock
tests/test_matcher.py
{ "start": 684, "end": 13704 }
class ____(base.TestCase): def match(self, target, url, matcher_method='GET', request_method='GET', complete_qs=False, headers=None, request_data=None, request_headers={}, additional_matche...
TestMatcher
python
PrefectHQ__prefect
src/prefect/server/utilities/leasing.py
{ "start": 513, "end": 2468 }
class ____(Protocol[T]): async def create_lease( self, resource_ids: list[UUID], ttl: timedelta, metadata: T | None = None ) -> ResourceLease[T]: """ Create a new resource lease. Args: resource_ids: The IDs of the resources that the lease is associated with. ...
LeaseStorage
python
apache__airflow
airflow-core/src/airflow/ti_deps/deps/trigger_rule_dep.py
{ "start": 1817, "end": 3550 }
class ____(NamedTuple): """ States of the upstream tis for a specific ti. This is used to determine whether the specific ti can run in this iteration. """ success: int skipped: int failed: int upstream_failed: int removed: int done: int success_setup: int skipped_setup:...
_UpstreamTIStates
python
wandb__wandb
wandb/automations/actions.py
{ "start": 2514, "end": 2793 }
class ____(NotificationActionFields, frozen=False): action_type: Literal[ActionType.NOTIFICATION] = ActionType.NOTIFICATION integration: _SlackIntegrationStub title: Optional[str] message: Optional[str] severity: Optional[AlertSeverity]
SavedNotificationAction
python
pandas-dev__pandas
pandas/tests/io/parser/conftest.py
{ "start": 2372, "end": 9144 }
class ____(BaseParser): engine = "pyarrow" float_precision_choices = [None] @pytest.fixture def csv_dir_path(datapath): """ The directory path to the data files needed for parser tests. """ return datapath("io", "parser", "data") @pytest.fixture def csv1(datapath): """ The path to th...
PyArrowParser
python
huggingface__transformers
tests/models/decision_transformer/test_modeling_decision_transformer.py
{ "start": 6362, "end": 9272 }
class ____(unittest.TestCase): @slow def test_autoregressive_prediction(self): """ An integration test that performs autoregressive prediction of state, action and return from a sequence of state, actions and returns. Test is performed over two timesteps. """ NUM_STEPS ...
DecisionTransformerModelIntegrationTest
python
run-llama__llama_index
llama-index-core/llama_index/core/utils.py
{ "start": 3677, "end": 5977 }
class ____(Protocol): def encode(self, text: str, *args: Any, **kwargs: Any) -> List[Any]: ... def set_global_tokenizer(tokenizer: Union[Tokenizer, Callable[[str], list]]) -> None: import llama_index.core if isinstance(tokenizer, Tokenizer): llama_index.core.global_tokenizer = tokenizer.encode ...
Tokenizer
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/sql/roles.py
{ "start": 6258, "end": 6314 }
class ____(ReturnsRowsRole): __slots__ = ()
HasCTERole
python
sympy__sympy
sympy/physics/optics/gaussopt.py
{ "start": 1322, "end": 4657 }
class ____(MutableDenseMatrix): """ Base class for a Ray Transfer Matrix. It should be used if there is not already a more specific subclass mentioned in See Also. Parameters ========== parameters : A, B, C and D or 2x2 matrix (Matrix(2, 2, [A, B, C, D])) Examples =======...
RayTransferMatrix
python
Unity-Technologies__ml-agents
ml-agents/mlagents/trainers/torch_entities/attention.py
{ "start": 925, "end": 4023 }
class ____(torch.nn.Module): NEG_INF = -1e6 def __init__(self, embedding_size: int, num_heads: int): """ Multi Head Attention module. We do not use the regular Torch implementation since Sentis does not support some operators it uses. Takes as input to the forward method 3 tenso...
MultiHeadAttention
python
openai__openai-python
src/openai/types/beta/chatkit/chat_session_automatic_thread_titling.py
{ "start": 172, "end": 297 }
class ____(BaseModel): enabled: bool """Whether automatic thread titling is enabled."""
ChatSessionAutomaticThreadTitling
python
ray-project__ray
python/ray/dashboard/modules/job/job_head.py
{ "start": 6548, "end": 28729 }
class ____(SubprocessModule): """Runs on the head node of a Ray cluster and handles Ray Jobs APIs. NOTE(architkulkarni): Please keep this class in sync with the OpenAPI spec at `doc/source/cluster/running-applications/job-submission/openapi.yml`. We currently do not automatically check that the OpenAPI...
JobHead
python
django__django
tests/model_fields/models.py
{ "start": 14996, "end": 15060 }
class ____(models.Model): field = models.UUIDField()
UUIDModel
python
PrefectHQ__prefect
src/prefect/client/schemas/actions.py
{ "start": 2616, "end": 5274 }
class ____(ActionBaseModel): schedule: SCHEDULE_TYPES = Field( default=..., description="The schedule for the deployment." ) active: bool = Field( default=True, description="Whether or not the schedule is active." ) max_scheduled_runs: Optional[PositiveInteger] = Field( defau...
DeploymentScheduleCreate
python
ray-project__ray
rllib/algorithms/dreamerv3/tests/test_dreamerv3.py
{ "start": 1000, "end": 12144 }
class ____(unittest.TestCase): @classmethod def setUpClass(cls): ray.init() @classmethod def tearDownClass(cls): ray.shutdown() def test_dreamerv3_compilation(self): """Test whether DreamerV3 can be built with all frameworks.""" # Build a DreamerV3Config object. ...
TestDreamerV3
python
huggingface__transformers
tests/models/nougat/test_image_processing_nougat.py
{ "start": 3972, "end": 15188 }
class ____(ImageProcessingTestMixin, unittest.TestCase): image_processing_class = NougatImageProcessor if is_vision_available() else None fast_image_processing_class = NougatImageProcessorFast if is_torchvision_available() else None def setUp(self): super().setUp() self.image_processor_test...
NougatImageProcessingTest
python
apache__airflow
task-sdk/src/airflow/sdk/api/datamodels/_generated.py
{ "start": 7456, "end": 7872 }
class ____(BaseModel): """ Schema for updating TaskInstance to up_for_retry. """ model_config = ConfigDict( extra="forbid", ) state: Annotated[Literal["up_for_retry"] | None, Field(title="State")] = "up_for_retry" end_date: Annotated[AwareDatetime, Field(title="End Date")] rende...
TIRetryStatePayload
python
pytorch__pytorch
torch/_inductor/autoheuristic/autoheuristic_utils.py
{ "start": 607, "end": 1308 }
class ____: """ AHOperation can be used to augment the data collected by AutoHeuristic. One might for example store features like m, k, n, but also want to use features like m*n, or k*n, to learn a heuristic. Instead of storing features that can be created from the collected data, one can use AHOper...
AHOperation
python
numpy__numpy
numpy/_core/tests/test_unicode.py
{ "start": 12371, "end": 12521 }
class ____(ByteorderValues): """Check the byteorder in unicode (size 2, UCS2 values)""" ulen = 2 ucs_value = ucs2_value
TestByteorder_2_UCS2
python
pyinstaller__pyinstaller
tests/unit/test_hookutils.py
{ "start": 1819, "end": 2642 }
class ____(object): # Verify that removing a suffix from an empty string is OK. def test_empty_string(self): assert '' == hookutils.remove_suffix('', 'suffix') # An empty suffix should pass the string through unmodified. def test_emptystr_unmodif(self): assert 'test' == hookutils.remove...
TestRemoveSuffix
python
pandas-dev__pandas
pandas/errors/__init__.py
{ "start": 24254, "end": 25417 }
class ____(Exception): """ Exception is raised when trying to index and there is a mismatch in dimensions. Raised by properties like :attr:`.pandas.DataFrame.iloc` when an indexer is out of bounds or :attr:`.pandas.DataFrame.loc` when its index is unalignable to the frame index. See Also -...
IndexingError
python
apache__airflow
task-sdk/src/airflow/sdk/definitions/asset/decorators.py
{ "start": 5036, "end": 5389 }
class ____(Asset): """ Asset representation from decorating a function with ``@asset``. :meta private: """ _function: Callable _source: asset def __attrs_post_init__(self) -> None: with self._source.create_dag(default_dag_id=self.name): _instantiate_task(self) @attrs...
AssetDefinition
python
getsentry__sentry
src/sentry/replays/usecases/query/conditions/error_ids.py
{ "start": 1153, "end": 2416 }
class ____(ComputedBase): """Sum of error ids array condition visitor.""" @staticmethod def visit_eq(value: UUID) -> Condition: return contains(ErrorIdsArray.visit_eq(value)) @staticmethod def visit_neq(value: UUID) -> Condition: return does_not_contain(ErrorIdsArray.visit_eq(value...
SumOfErrorIdsArray
python
getsentry__sentry
src/sentry/workflow_engine/migrations/0078_workflow_fire_history_date_index.py
{ "start": 155, "end": 1580 }
class ____(CheckedMigration): # This flag is used to mark that a migration shouldn't be automatically run in production. # This should only be used for operations where it's safe to run the migration after your # code has deployed. So this should not be used for most operations that alter the schema # o...
Migration
python
miyuchina__mistletoe
mistletoe/contrib/jira_renderer.py
{ "start": 1265, "end": 8435 }
class ____(BaseRenderer): """ JIRA renderer class. See mistletoe.base_renderer module for more info. """ def __init__(self, *extras): """ Args: extras (list): allows subclasses to add even more custom tokens. """ self.listTokens = [] self.lastChil...
JiraRenderer
python
scrapy__scrapy
scrapy/downloadermiddlewares/httpcompression.py
{ "start": 1529, "end": 8344 }
class ____: """This middleware allows compressed (gzip, deflate) traffic to be sent/received from websites""" def __init__( self, stats: StatsCollector | None = None, *, crawler: Crawler | None = None, ): if not crawler: self.stats = stats ...
HttpCompressionMiddleware
python
airbytehq__airbyte
airbyte-integrations/connectors/destination-deepset/destination_deepset/models.py
{ "start": 641, "end": 1319 }
class ____(BaseModel): """Configuration for the deepset cloud destination.""" model_config = ConfigDict(extra="allow") api_key: str = Field(title="API Key", description="Your deepset cloud API key", min_length=8) base_url: str = Field( default="https://api.cloud.deepset.ai", title="Bas...
DeepsetCloudConfig
python
readthedocs__readthedocs.org
readthedocs/rtd_tests/tests/test_privacy_urls.py
{ "start": 8353, "end": 9237 }
class ____(ProjectMixin): request_data = { "/projects/": {}, "/projects/search/autocomplete/": {"data": {"term": "pip"}}, "/projects/autocomplete/version/pip/": {"data": {"term": "pip"}}, "/projects/pip/autocomplete/file/": {"data": {"term": "pip"}}, } response_data = { ...
PublicProjectMixin
python
walkccc__LeetCode
solutions/1700. Number of Students Unable to Eat Lunch/1700.py
{ "start": 0, "end": 290 }
class ____: def countStudents(self, students: list[int], sandwiches: list[int]) -> int: count = collections.Counter(students) for i, sandwich in enumerate(sandwiches): if count[sandwich] == 0: return len(sandwiches) - i count[sandwich] -= 1 return 0
Solution
python
sympy__sympy
sympy/physics/quantum/sho1d.py
{ "start": 1169, "end": 5382 }
class ____(SHOOp): """The Raising Operator or a^dagger. When a^dagger acts on a state it raises the state up by one. Taking the adjoint of a^dagger returns 'a', the Lowering Operator. a^dagger can be rewritten in terms of position and momentum. We can represent a^dagger as a matrix, which will be i...
RaisingOp
python
Lightning-AI__lightning
tests/tests_pytorch/checkpointing/test_model_checkpoint.py
{ "start": 34780, "end": 34943 }
class ____(BoringModel): def on_after_backward(self): if self.current_epoch == 1: raise RuntimeError("Trouble!")
TroubledModelOnAfterBackward
python
astropy__astropy
astropy/table/ndarray_mixin.py
{ "start": 139, "end": 599 }
class ____(ParentDtypeInfo): _represent_as_dict_primary_data = "data" def _represent_as_dict(self): """Represent Column as a dict that can be serialized.""" col = self._parent out = {"data": col.view(np.ndarray)} return out def _construct_from_dict(self, map): """Co...
NdarrayMixinInfo
python
huggingface__transformers
tests/models/timm_backbone/test_modeling_timm_backbone.py
{ "start": 2816, "end": 10408 }
class ____(ModelTesterMixin, BackboneTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = (TimmBackbone,) if is_torch_available() else () pipeline_model_mapping = {"feature-extraction": TimmBackbone} if is_torch_available() else {} test_resize_embeddings = False has_attentions = Fa...
TimmBackboneModelTest
python
dagster-io__dagster
python_modules/dagster/dagster/_core/storage/base_storage.py
{ "start": 349, "end": 1337 }
class ____(ABC, MayHaveInstanceWeakref[T_DagsterInstance]): """Abstract base class for Dagster persistent storage, for reading and writing data for runs, events, and schedule/sensor state. Users should not directly instantiate concrete subclasses of this class; they are instantiated by internal machine...
DagsterStorage
python
viewflow__viewflow
tests/contrib/test_contrib_auth.py
{ "start": 263, "end": 3218 }
class ____(TestCase): def setUp(self): self.admin = User.objects.create_superuser("admin", "admin@admin.com", "admin") self.user = User.objects.create_user("user", "user@user.com", "user") self.validator = html5lib.HTMLParser(strict=True) @tag("integration") def test_change_user_ava...
Test
python
doocs__leetcode
solution/2100-2199/2131.Longest Palindrome by Concatenating Two Letter Words/Solution.py
{ "start": 0, "end": 364 }
class ____: def longestPalindrome(self, words: List[str]) -> int: cnt = Counter(words) ans = x = 0 for k, v in cnt.items(): if k[0] == k[1]: x += v & 1 ans += v // 2 * 2 * 2 else: ans += min(v, cnt[k[::-1]]) * 2 ...
Solution
python
huggingface__transformers
examples/modular-transformers/modeling_dummy_bert.py
{ "start": 1597, "end": 5644 }
class ____(nn.Module): """Construct the embeddings from word, position and token_type embeddings.""" def __init__(self, config): super().__init__() self.word_embeddings = nn.Embedding(config.vocab_size, config.hidden_size, padding_idx=config.pad_token_id) self.position_embeddings = nn.E...
DummyBertEmbeddings
python
networkx__networkx
networkx/algorithms/centrality/tests/test_closeness_centrality.py
{ "start": 6058, "end": 8728 }
class ____: @staticmethod def pick_add_edge(G): u = nx.utils.arbitrary_element(G) possible_nodes = set(G) - (set(G.neighbors(u)) | {u}) v = nx.utils.arbitrary_element(possible_nodes) return (u, v) @staticmethod def pick_remove_edge(G): u = nx.utils.arbitrary_elem...
TestIncrementalClosenessCentrality
python
cython__cython
Cython/Compiler/StringEncoding.py
{ "start": 66, "end": 677 }
class ____: """Assemble a unicode string. """ def __init__(self): self.chars = [] def append(self, characters): assert isinstance(characters, str), f"Expected str, got {type(characters)}" self.chars.append(characters) def append_charval(self, char_number): self.char...
UnicodeLiteralBuilder