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python
scipy__scipy
scipy/stats/_continuous_distns.py
{ "start": 366279, "end": 367597 }
class ____(invgauss_gen): r"""A Wald continuous random variable. %(before_notes)s Notes ----- The probability density function for `wald` is: .. math:: f(x) = \frac{1}{\sqrt{2\pi x^3}} \exp(- \frac{ (x-1)^2 }{ 2x }) for :math:`x >= 0`. `wald` is a special case of `invgauss`...
wald_gen
python
aimacode__aima-python
probability4e.py
{ "start": 24957, "end": 26117 }
class ____: """compiled version of burglary network""" def Burglary(self, sample): if sample['Alarm']: if sample['Earthquake']: return probability(0.00327) else: return probability(0.485) else: if sample['Earthquake']: ...
complied_burglary
python
ray-project__ray
python/ray/dag/class_node.py
{ "start": 4961, "end": 11265 }
class ____(DAGNode): """Represents an actor method invocation in a Ray function DAG.""" def __init__( self, method_name: str, method_args: Tuple[Any], method_kwargs: Dict[str, Any], method_options: Dict[str, Any], other_args_to_resolve: Dict[str, Any], ): ...
ClassMethodNode
python
numpy__numpy
numpy/lib/tests/test_type_check.py
{ "start": 4815, "end": 5095 }
class ____: def test_fail(self): z = np.array([-1, 0, 1]) res = iscomplex(z) assert_(not np.any(res, axis=0)) def test_pass(self): z = np.array([-1j, 1, 0]) res = iscomplex(z) assert_array_equal(res, [1, 0, 0])
TestIscomplex
python
django__django
django/contrib/staticfiles/storage.py
{ "start": 17993, "end": 20966 }
class ____(HashedFilesMixin): manifest_version = "1.1" # the manifest format standard manifest_name = "staticfiles.json" manifest_strict = True keep_intermediate_files = False def __init__(self, *args, manifest_storage=None, **kwargs): super().__init__(*args, **kwargs) if manifest_...
ManifestFilesMixin
python
readthedocs__readthedocs.org
readthedocs/api/v2/utils.py
{ "start": 9330, "end": 9404 }
class ____(PageNumberPagination): page_size = 15
RemoteProjectPagination
python
django__django
tests/template_tests/filter_tests/test_center.py
{ "start": 868, "end": 1439 }
class ____(SimpleTestCase): def test_center(self): self.assertEqual(center("test", 6), " test ") def test_non_string_input(self): self.assertEqual(center(123, 5), " 123 ") def test_odd_input(self): self.assertEqual(center("odd", 6), " odd ") def test_even_input(self): ...
FunctionTests
python
getsentry__sentry
src/sentry/constants.py
{ "start": 16029, "end": 18193 }
class ____: UNPUBLISHED = 0 PUBLISHED = 1 INTERNAL = 2 PUBLISH_REQUEST_INPROGRESS = 3 DELETION_IN_PROGRESS = 4 UNPUBLISHED_STR = "unpublished" PUBLISHED_STR = "published" INTERNAL_STR = "internal" PUBLISH_REQUEST_INPROGRESS_STR = "publish_request_inprogress" DELETION_IN_PROGRESS_...
SentryAppStatus
python
walkccc__LeetCode
solutions/1582. Special Positions in a Binary Matrix/1582.py
{ "start": 0, "end": 441 }
class ____: def numSpecial(self, mat: list[list[int]]) -> int: m = len(mat) n = len(mat[0]) ans = 0 rowOnes = [0] * m colOnes = [0] * n for i in range(m): for j in range(n): if mat[i][j] == 1: rowOnes[i] += 1 colOnes[j] += 1 for i in range(m): for ...
Solution
python
numpy__numpy
numpy/lib/tests/test_recfunctions.py
{ "start": 39991, "end": 43278 }
class ____: @classmethod def setup_method(cls): cls.a = np.array(list(zip(np.arange(10), np.arange(50, 60), np.arange(100, 110))), dtype=[('a', int), ('b', int), ('c', int)]) cls.b = np.array(list(zip(np.arange(10), np.arange(65, 75), ...
TestJoinBy2
python
huggingface__transformers
src/transformers/models/roc_bert/modeling_roc_bert.py
{ "start": 34662, "end": 45377 }
class ____(RoCBertPreTrainedModel): _tied_weights_keys = { "cls.predictions.decoder.bias": "cls.predictions.bias", "cls.predictions.decoder.weight": "roc_bert.embeddings.word_embeddings.weight", } def __init__(self, config): super().__init__(config) self.roc_bert = RoCBertM...
RoCBertForPreTraining
python
getsentry__sentry
src/sentry/relay/projectconfig_cache/redis.py
{ "start": 415, "end": 3870 }
class ____(ProjectConfigCache): def __init__(self, **options): cluster_key = options.get("cluster", "default") self.cluster = redis.redis_clusters.get_binary(cluster_key) read_cluster_key = options.get("read_cluster", cluster_key) self.cluster_read = redis.redis_clusters.get_binary(...
RedisProjectConfigCache
python
getsentry__sentry
src/sentry/api/endpoints/oauth_userinfo.py
{ "start": 764, "end": 2196 }
class ____(Endpoint): publish_status = { "GET": ApiPublishStatus.PRIVATE, } owner = ApiOwner.ENTERPRISE authentication_classes = () permission_classes = () def get(self, request: Request) -> Response: try: access_token = get_authorization_header(request).split()[1].d...
OAuthUserInfoEndpoint
python
neetcode-gh__leetcode
python/0146-lru-cache.py
{ "start": 123, "end": 1300 }
class ____: def __init__(self, capacity: int): self.cap = capacity self.cache = {} # map key to node self.left, self.right = Node(0, 0), Node(0, 0) self.left.next, self.right.prev = self.right, self.left # remove node from list def remove(self, node): prev, nxt = n...
LRUCache
python
Farama-Foundation__Gymnasium
gymnasium/wrappers/vector/vectorize_reward.py
{ "start": 1676, "end": 3094 }
class ____(VectorRewardWrapper): """Vectorizes a single-agent transform reward wrapper for vector environments. An example such that applies a ReLU to the reward: >>> import gymnasium as gym >>> from gymnasium.wrappers import TransformReward >>> envs = gym.make_vec("MountainCarContinuou...
VectorizeTransformReward
python
huggingface__transformers
src/transformers/models/dbrx/configuration_dbrx.py
{ "start": 896, "end": 2083 }
class ____(PreTrainedConfig): """Configuration class for Dbrx Attention. [`DbrxAttention`] class. It is used to instantiate attention layers according to the specified arguments, defining the layers architecture. Configuration objects inherit from [`PreTrainedConfig`] and can be used to control the mo...
DbrxAttentionConfig
python
django__django
tests/custom_lookups/tests.py
{ "start": 26647, "end": 27442 }
class ____(SimpleTestCase): def test_overridden_get_lookup(self): q = CustomModel.objects.filter(field__lookupfunc_monkeys=3) self.assertIn("monkeys()", str(q.query)) def test_overridden_get_transform(self): q = CustomModel.objects.filter(field__transformfunc_banana=3) self.asse...
CustomizedMethodsTests
python
spyder-ide__spyder
spyder/plugins/completion/providers/snippets/widgets/snippetsconfig.py
{ "start": 26074, "end": 31320 }
class ____(QTableView): def __init__(self, parent, proxy, language=None): super().__init__() self._parent = parent self.language = language self.proxy = proxy self.source_model = proxy.get_model(self, language.lower()) self.setModel(self.source_model) self.set...
SnippetTable
python
huggingface__transformers
src/transformers/models/bit/modeling_bit.py
{ "start": 18610, "end": 21012 }
class ____(nn.Module): def __init__(self, config: BitConfig): super().__init__() self.stages = nn.ModuleList([]) prev_chs = config.embedding_size # These needs to stay hardcoded current_stride = 4 dilation = 1 layer_dropouts = [ x.tolist() ...
BitEncoder
python
ray-project__ray
python/ray/tune/schedulers/async_hyperband.py
{ "start": 6964, "end": 10201 }
class ____: """Bookkeeping system to track the cutoffs. Rungs are created in reversed order so that we can more easily find the correct rung corresponding to the current iteration of the result. Example: >>> trial1, trial2, trial3 = ... # doctest: +SKIP >>> b = _Bracket(1, 10, 2, 0) # ...
_Bracket
python
scipy__scipy
scipy/stats/tests/test_multivariate.py
{ "start": 155040, "end": 167354 }
class ____: def get_rng(self): return np.random.default_rng(628174795866951638) def test_process_parameters(self): message = "`row` must be one-dimensional" with pytest.raises(ValueError, match=message): random_table([[1, 2]], [1, 2]) message = "`col` must be one-di...
TestRandomTable
python
getsentry__sentry
src/sentry/issues/endpoints/project_user_issue.py
{ "start": 1472, "end": 2477 }
class ____(BaseUserIssueFormatter): def get_issue_type(self) -> type[GroupType]: return ErrorGroupType def get_issue_title(self) -> str: return f"{self.data.get('transaction')}" def get_issue_subtitle(self) -> str: return f"User flagged issue on {self.data.get('transaction')}" ...
DefaultUserIssueFormatter
python
great-expectations__great_expectations
contrib/great_expectations_semantic_types_expectations/great_expectations_semantic_types_expectations/expectations/expect_column_values_to_be_valid_ipv6.py
{ "start": 1652, "end": 4451 }
class ____(ColumnMapExpectation): """Expect column values to be valid IPv6 addresses.""" # These examples will be shown in the public gallery. # They will also be executed as unit tests for your Expectation. examples = [ { "data": { "well_formed_ipv6": [ ...
ExpectColumnValuesToBeValidIpv6
python
dagster-io__dagster
python_modules/libraries/dagster-dbt/dagster_dbt/cloud_v2/sensor_builder.py
{ "start": 1307, "end": 1467 }
class ____: idx: int asset_events: Sequence[AssetMaterialization] all_asset_keys_materialized: set[AssetKey] @whitelist_for_serdes @record
BatchResult
python
sqlalchemy__sqlalchemy
test/ext/test_associationproxy.py
{ "start": 29543, "end": 31461 }
class ____(ListTest): @classmethod def define_tables(cls, metadata): Table( "Parent", metadata, Column( "id", Integer, primary_key=True, test_needs_autoincrement=True ), Column("name", String(128)), ) Table( ...
ProxyFactoryTest
python
walkccc__LeetCode
solutions/2602. Minimum Operations to Make All Array Elements Equal/2602.py
{ "start": 0, "end": 391 }
class ____: def minOperations(self, nums: list[int], queries: list[int]) -> list[int]: n = len(nums) nums.sort() prefix = list(itertools.accumulate(nums, initial=0)) splits = [(query, bisect.bisect_right(nums, query)) for query in queries] return [(query * i - prefix[i]) + (prefix[-1] ...
Solution
python
spack__spack
lib/spack/spack/vendor/ruamel/yaml/events.py
{ "start": 3344, "end": 3631 }
class ____(Event): __slots__ = ('encoding',) def __init__(self, start_mark=None, end_mark=None, encoding=None, comment=None): # type: (Any, Any, Any, Any) -> None Event.__init__(self, start_mark, end_mark, comment) self.encoding = encoding
StreamStartEvent
python
getsentry__sentry
src/sentry/preprod/analytics.py
{ "start": 3478, "end": 3686 }
class ____(analytics.Event): organization_id: int user_id: int | None = None artifact_id: str @analytics.eventclass("preprod_artifact.api.pr_page.comments")
PreprodApiPrPageSizeAnalysisDownloadEvent
python
coleifer__peewee
tests/psycopg3_ext.py
{ "start": 10679, "end": 11414 }
class ____(ModelTestCase): database = db requires = [UUIDList] def test_array_of_uuids(self): u1, u2, u3, u4 = [uuid.uuid4() for _ in range(4)] a = UUIDList.create(key='a', id_list=[u1, u2, u3], id_list_native=[u1, u2, u3]) b = UUIDList.create(key='b', id...
TestPsycopg3ArrayUUIDField
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/namedTuple7.py
{ "start": 191, "end": 446 }
class ____(NamedTuple, Generic[_T1]): a: _T1 b: int c: list[_T1] reveal_type(NT1(3, 4, []), expected_text="NT1[int]") reveal_type(NT1(3.4, 4, [1, 2]), expected_text="NT1[float]") reveal_type(NT1(3.4, 4, [2j]), expected_text="NT1[complex]")
NT1
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/orm/writeonly.py
{ "start": 4827, "end": 14913 }
class ____( attributes._HasCollectionAdapter, attributes._AttributeImpl ): uses_objects: bool = True default_accepts_scalar_loader: bool = False supports_population: bool = False _supports_dynamic_iteration: bool = False collection: bool = False dynamic: bool = True order_by: _Relationsh...
_WriteOnlyAttributeImpl
python
huggingface__transformers
tests/models/deepseek_vl_hybrid/test_modeling_deepseek_vl_hybrid.py
{ "start": 1311, "end": 5299 }
class ____: def __init__( self, parent, batch_size=2, seq_length=25, num_channels=3, initializer_range=0.02, is_training=True, use_cache=False, text_config={ "num_hidden_layers": 2, "vocab_size": 99, "hidden_...
DeepseekVLHybridModelTester
python
getsentry__sentry
src/sentry/issues/grouptype.py
{ "start": 18078, "end": 18552 }
class ____(GroupType): type_id = 1020 slug = "db_query_injection_vulnerability" description = "Potential Database Query Injection Vulnerability" category = GroupCategory.PERFORMANCE.value category_v2 = GroupCategory.DB_QUERY.value enable_auto_resolve = False enable_escalation_detection = Fal...
DBQueryInjectionVulnerabilityGroupType
python
palantir__python-language-server
pyls/lsp.py
{ "start": 173, "end": 621 }
class ____(object): Text = 1 Method = 2 Function = 3 Constructor = 4 Field = 5 Variable = 6 Class = 7 Interface = 8 Module = 9 Property = 10 Unit = 11 Value = 12 Enum = 13 Keyword = 14 Snippet = 15 Color = 16 File = 17 Reference = 18 Folder = 1...
CompletionItemKind
python
jazzband__django-simple-history
simple_history/tests/models.py
{ "start": 8284, "end": 8505 }
class ____(models.Model): poll = CustomAttrNameOneToOneField(Poll, models.CASCADE, attr_name="custom_poll") history = HistoricalRecords(excluded_field_kwargs={"poll": {"attr_name"}})
ModelWithCustomAttrOneToOneField
python
getsentry__sentry
src/sentry/api/endpoints/relay/details.py
{ "start": 422, "end": 1020 }
class ____(Endpoint): publish_status = { "DELETE": ApiPublishStatus.PRIVATE, } permission_classes = (SuperuserPermission,) owner = ApiOwner.OWNERS_INGEST def delete(self, request: Request, relay_id) -> Response: """ Delete one Relay ```````````````` :auth: re...
RelayDetailsEndpoint
python
has2k1__plotnine
plotnine/themes/themeable.py
{ "start": 19052, "end": 19919 }
class ____(MixinSequenceOfValues): """ Colorbar text Parameters ---------- theme_element : element_text Notes ----- Horizontal alignment `ha` has no effect when the text is to the left or to the right. Likewise vertical alignment `va` has no effect when the text at the top or t...
legend_text_colorbar
python
run-llama__llama_index
llama-index-utils/llama-index-utils-azure/llama_index/utils/azure/table.py
{ "start": 920, "end": 8536 }
class ____(str, Enum): """ Whether the AzureKVStore operates on an Azure Table Storage or Cosmos DB. """ COSMOS = "cosmos" STORAGE = "storage" def sanitize_table_name(table_name: str) -> str: """ Sanitize the table name to ensure it is valid for use in Azure Table Storage or Cosmos DB...
ServiceMode
python
ray-project__ray
python/ray/data/namespace_expressions/list_namespace.py
{ "start": 394, "end": 4049 }
class ____: """Namespace for list operations on expression columns. This namespace provides methods for operating on list-typed columns using PyArrow compute functions. Example: >>> from ray.data.expressions import col >>> # Get length of list column >>> expr = col("items").lis...
_ListNamespace
python
airbytehq__airbyte
airbyte-integrations/connectors/source-iterable/source_iterable/streams.py
{ "start": 18656, "end": 18745 }
class ____(IterableExportEventsStreamAdjustableRange): data_field = "purchase"
Purchase
python
tensorflow__tensorflow
tensorflow/python/distribute/distribute_lib.py
{ "start": 176286, "end": 178729 }
class ____(ReplicaContext): """ReplicaContext for _DefaultDistributionStrategy.""" @property def replica_id_in_sync_group(self): # Return 0 instead of a constant tensor to avoid creating a new node for # users who don't use distribution strategy. return 0 # -----------------------------------------...
_DefaultReplicaContext
python
django__django
tests/max_lengths/tests.py
{ "start": 987, "end": 1604 }
class ____(TestCase): def test_custom_max_lengths(self): args = { "email": "someone@example.com", "vcard": "vcard", "homepage": "http://example.com/", "avatar": "me.jpg", } for field in ("email", "vcard", "homepage", "avatar"): new...
MaxLengthORMTests
python
langchain-ai__langchain
libs/langchain/langchain_classic/evaluation/parsing/base.py
{ "start": 2678, "end": 5601 }
class ____(StringEvaluator): """Json Equality Evaluator. Evaluate whether the prediction is equal to the reference after parsing both as JSON. This evaluator checks if the prediction, after parsing as JSON, is equal to the reference, which is also parsed as JSON. It does not require an inp...
JsonEqualityEvaluator
python
Lightning-AI__lightning
tests/tests_pytorch/models/test_hparams.py
{ "start": 23498, "end": 24817 }
class ____(CustomBoringModel): def __init__(self): super().__init__() @pytest.mark.parametrize("cls", [BoringModel, NoArgsSubClassBoringModel]) def test_model_nohparams_train_test(tmp_path, cls): """Test models that do not take any argument in init.""" model = cls() trainer = Trainer(max_epoch...
NoArgsSubClassBoringModel
python
airbytehq__airbyte
airbyte-integrations/connectors/destination-pgvector/destination_pgvector/common/destinations/record_processor.py
{ "start": 1145, "end": 10460 }
class ____(abc.ABC): """Abstract base class for classes which can process Airbyte messages from a source. This class is responsible for all aspects of handling Airbyte protocol. The class should be passed a catalog manager and stream manager class to handle the catalog and state aspects of the protoco...
RecordProcessorBase
python
modin-project__modin
modin/pandas/window.py
{ "start": 11442, "end": 17537 }
class ____(ClassLogger): def __init__(self, dataframe, min_periods=1, axis=0, method="single"): self._dataframe = dataframe self._query_compiler = dataframe._query_compiler self.expanding_args = [min_periods, axis, method] self.axis = axis def aggregate(self, func, *args, **kwar...
Expanding
python
bokeh__bokeh
examples/advanced/extensions/font-awesome/fontawesome_icon.py
{ "start": 131, "end": 758 }
class ____(Icon): """ A "stock" icon based on FontAwesome. """ __implementation__ = "fontawesome_icon.ts" __dependencies__ = {"font-awesome": "^4.6.3"} icon_name = Required(Enum(NamedIcon), help=""" What icon to use. See http://fortawesome.github.io/Font-Awesome/icons/ for the list of availabl...
FontAwesomeIcon
python
PrefectHQ__prefect
tests/test_background_tasks.py
{ "start": 9255, "end": 13182 }
class ____: async def test_map(self, async_foo_task: Task[Any, int]): task_runs = async_foo_task.map([1, 2, 3], deferred=True) assert len(task_runs) == 3 result_store = await result_store_from_task(async_foo_task) for i, task_run in enumerate(task_runs): assert task_ru...
TestMap
python
astropy__astropy
astropy/table/tests/test_init_table.py
{ "start": 17406, "end": 18345 }
class ____: # Note table_table.TestEmptyData tests initializing a completely empty # table and adding data. def test_data_none_with_cols(self, table_type): """ Test different ways of initing an empty table """ np_t = np.empty(0, dtype=[("a", "f4", (2,)), ("b", "i4")]) ...
TestInitFromNone
python
jmcnamara__XlsxWriter
xlsxwriter/test/comparison/test_chart_scatter03.py
{ "start": 315, "end": 1476 }
class ____(ExcelComparisonTest): """ Test file created by XlsxWriter against a file created by Excel. """ def setUp(self): self.set_filename("chart_scatter03.xlsx") def test_create_file(self): """Test the creation of a simple XlsxWriter file.""" workbook = Workbook(self.g...
TestCompareXLSXFiles
python
tensorflow__tensorflow
tensorflow/python/framework/test_util_test.py
{ "start": 43110, "end": 44935 }
class ____(test_util.TensorFlowTestCase): def tearDown(self): super().tearDown() config.set_synchronous_execution(True) def test_sync_device_cpu(self): with context.eager_mode(), ops.device("/CPU:0"): config.set_synchronous_execution(False) start = time.time() test_ops.sleep_op(sleep...
SyncDevicesTest
python
boto__boto3
boto3/docs/base.py
{ "start": 1496, "end": 2103 }
class ____(BaseDocumenter): def __init__(self, resource, root_docs_path): super().__init__(resource) self._root_docs_path = root_docs_path self._resource_sub_path = self._resource_name.lower() if self._resource_name == self._service_name: self._resource_sub_path = 'servic...
NestedDocumenter
python
google__pytype
build_scripts/test_module.py
{ "start": 2188, "end": 8764 }
class ____: """A class which reports results of test runs.""" def __init__(self, options, stats_collector): self._options = options self._stats_collector = stats_collector def _method_info(self, prefix, fq_method_name, group): common_msg = f"{prefix}: {fq_method_name}" log_message = f"{common_ms...
ResultReporter
python
tensorflow__tensorflow
tensorflow/python/ops/nccl_ops_test.py
{ "start": 6381, "end": 6931 }
class ____(NcclTestCase): """Test all-reduce vs. single-reduce plus broadcast in one session.run.""" def _Combined(self, tensors, devices): all_reduce_tensors = _NcclAllReduce(nccl_ops.all_sum, tensors, devices) single_reduce_tensors = _NcclReduce(nccl_ops.reduce_sum, tensors, devices) broadcast_tensor...
CombinedTest
python
kubernetes-client__python
kubernetes/client/models/v1_exempt_priority_level_configuration.py
{ "start": 383, "end": 7084 }
class ____(object): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. """ """ Attributes: openapi_types (dict): The key is attribute name and the value is attribute type. attri...
V1ExemptPriorityLevelConfiguration
python
scikit-learn__scikit-learn
sklearn/model_selection/_classification_threshold.py
{ "start": 17363, "end": 32666 }
class ____(BaseThresholdClassifier): """Classifier that post-tunes the decision threshold using cross-validation. This estimator post-tunes the decision threshold (cut-off point) that is used for converting posterior probability estimates (i.e. output of `predict_proba`) or decision scores (i.e. output...
TunedThresholdClassifierCV
python
dagster-io__dagster
python_modules/dagster/dagster/_core/storage/event_log/base.py
{ "start": 2317, "end": 5025 }
class ____: asset_key: AssetKey last_materialization_record: Optional[EventLogRecord] = None last_run_id: Optional[str] = None asset_details: Optional[AssetDetails] = None cached_status: Optional[ Annotated[ "AssetStatusCacheValue", ImportFrom("dagster._core.storage.partition_sta...
AssetEntry
python
PrefectHQ__prefect
tests/_internal/pydantic/test_validated_func.py
{ "start": 11657, "end": 12356 }
class ____: """Test handling of forward references and `from __future__ import annotations`.""" def test_pydantic_model_with_future_annotations(self): """Test that Pydantic models work with forward reference annotations. This is a regression test for issue #19288. When using `from __fu...
TestForwardReferences
python
huggingface__transformers
src/transformers/models/layoutlm/modeling_layoutlm.py
{ "start": 22630, "end": 27782 }
class ____(LayoutLMPreTrainedModel): _tied_weights_keys = { "cls.predictions.decoder.bias": "cls.predictions.bias", "cls.predictions.decoder.weight": "layoutlm.embeddings.word_embeddings.weight", } def __init__(self, config): super().__init__(config) self.layoutlm = LayoutL...
LayoutLMForMaskedLM
python
scrapy__scrapy
tests/test_spidermiddleware.py
{ "start": 845, "end": 1765 }
class ____: def setup_method(self): self.request = Request("http://example.com/index.html") self.response = Response(self.request.url, request=self.request) self.crawler = get_crawler(Spider, {"SPIDER_MIDDLEWARES_BASE": {}}) self.crawler.spider = self.crawler._create_spider("foo") ...
TestSpiderMiddleware
python
tensorflow__tensorflow
tensorflow/python/checkpoint/benchmarks_test.py
{ "start": 1876, "end": 3463 }
class ____(test.Benchmark): def _run(self, func, num_iters, execution_mode=None): func() start = time.time() for _ in range(num_iters): func() end = time.time() mean_us = (end - start) * 1e6 / num_iters self.report_benchmark( iters=num_iters, wall_time=mean_us, e...
SavingBenchmarks
python
kamyu104__LeetCode-Solutions
Python/stream-of-characters2.py
{ "start": 657, "end": 816 }
class ____(object): def __init__(self): self.children = collections.defaultdict(AhoNode) self.suffix = None self.outputs = []
AhoNode
python
cython__cython
Cython/Debugger/libpython.py
{ "start": 28411, "end": 34144 }
class ____(PyObjectPtr): _typename = 'PyFrameObject' def __init__(self, gdbval, cast_to=None): PyObjectPtr.__init__(self, gdbval, cast_to) if not self.is_optimized_out(): self.co = PyCodeObjectPtr.from_pyobject_ptr(self.field('f_code')) self.co_name = self.co.pyop_field...
PyFrameObjectPtr
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/protocol41.py
{ "start": 348, "end": 472 }
class ____: def __buffer__(self, __flags: int) -> memoryview: ... MyAnyStr = TypeVar("MyAnyStr", MyStr, MyBytes)
MyBytes
python
gevent__gevent
src/greentest/3.9/test_ftplib.py
{ "start": 42238, "end": 42747 }
class ____(TestCase): def test__all__(self): blacklist = {'MSG_OOB', 'FTP_PORT', 'MAXLINE', 'CRLF', 'B_CRLF', 'Error', 'parse150', 'parse227', 'parse229', 'parse257', 'print_line', 'ftpcp', 'test'} support.check__all__(self, ftplib, blacklist=blacklist) de...
MiscTestCase
python
scipy__scipy
benchmarks/benchmarks/go_benchmark_functions/go_funcs_S.py
{ "start": 31120, "end": 32511 }
class ____(Benchmark): r""" Six Hump Camel objective function. This class defines the Six Hump Camel [1]_ global optimization problem. This is a multimodal minimization problem defined as follows: .. math:: f_{\text{SixHumpCamel}}(x) = 4x_1^2+x_1x_2-4x_2^2-2.1x_1^4+ ...
SixHumpCamel
python
ansible__ansible
test/units/module_utils/basic/test_exit_json.py
{ "start": 501, "end": 3933 }
class ____: """ Test that various means of calling exitJson and FailJson return the messages they've been given """ DATA: tuple[tuple[dict[str, t.Any]], ...] = ( ({}, {'invocation': EMPTY_INVOCATION}), ({'msg': 'message'}, {'msg': 'message', 'invocation': EMPTY_INVOCATION}), ({'m...
TestAnsibleModuleExitJson
python
tensorflow__tensorflow
tensorflow/python/debug/cli/readline_ui.py
{ "start": 892, "end": 4020 }
class ____(base_ui.BaseUI): """Readline-based Command-line UI.""" def __init__(self, on_ui_exit=None, config=None): base_ui.BaseUI.__init__(self, on_ui_exit=on_ui_exit, config=config) self._init_input() def _init_input(self): readline.parse_and_bind("set editing-mode emacs") # Disable default r...
ReadlineUI
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 120435, "end": 120824 }
class ____(sgqlc.types.Input): """ See source code for more info. """ __schema__ = graphql_schema __field_names__ = ("field", "direction") field = sgqlc.types.Field( sgqlc.types.non_null(ProjectOrderField), graphql_name="field" ) direction = sgqlc.types.Field( sgqlc.type...
ProjectOrder
python
sphinx-doc__sphinx
sphinx/util/cfamily.py
{ "start": 8401, "end": 8536 }
class ____(ASTBaseBase): pass ################################################################################
ASTBaseParenExprList
python
PrefectHQ__prefect
src/prefect/server/database/configurations.py
{ "start": 13054, "end": 21550 }
class ____(BaseDatabaseConfiguration): MIN_SQLITE_VERSION = (3, 24, 0) async def engine(self) -> AsyncEngine: """Retrieves an async SQLAlchemy engine. Args: connection_url (str, optional): The database connection string. Defaults to self.connection_url e...
AioSqliteConfiguration
python
streamlit__streamlit
lib/streamlit/errors.py
{ "start": 4786, "end": 5197 }
class ____(StreamlitAPIWarning): """Print a pretty message when a Streamlit command requires a dependency that is not one of our core dependencies. """ def __init__(self, module_name: str, *args: Any) -> None: message = ( f'This Streamlit command requires module "{module_name}" to b...
StreamlitModuleNotFoundError
python
huggingface__transformers
tests/models/sew/test_modeling_sew.py
{ "start": 10378, "end": 15121 }
class ____(ModelTesterMixin, PipelineTesterMixin, unittest.TestCase): all_model_classes = (SEWForCTC, SEWModel, SEWForSequenceClassification) if is_torch_available() else () pipeline_model_mapping = ( { "audio-classification": SEWForSequenceClassification, "automatic-speech-recog...
SEWModelTest
python
PyCQA__pylint
doc/data/messages/n/no-staticmethod-decorator/good.py
{ "start": 0, "end": 63 }
class ____: @staticmethod def bore(self): pass
Worm
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/classes5.py
{ "start": 5997, "end": 6060 }
class ____(PeerClass1, PeerClass2): pass
MultipleInheritance1
python
django__django
django/views/generic/dates.py
{ "start": 16537, "end": 18384 }
class ____(YearMixin, WeekMixin, BaseDateListView): """ Base view for a list of objects published in a given week. This requires subclassing to provide a response mixin. """ def get_dated_items(self): """Return (date_list, items, extra_context) for this request.""" year = self.get_...
BaseWeekArchiveView
python
PrefectHQ__prefect
tests/test_settings.py
{ "start": 48191, "end": 59000 }
class ____: def test_database_connection_url_templates_password(self): with temporary_settings( { PREFECT_SERVER_DATABASE_CONNECTION_URL: ( "${PREFECT_API_DATABASE_PASSWORD}/test" ), PREFECT_API_DATABASE_PASSWORD: "password", ...
TestDatabaseSettings
python
scipy__scipy
scipy/stats/_continuous_distns.py
{ "start": 115407, "end": 118246 }
class ____(rv_continuous): r"""A generalized gamma continuous random variable. %(before_notes)s See Also -------- gamma, invgamma, weibull_min Notes ----- The probability density function for `gengamma` is ([1]_): .. math:: f(x, a, c) = \frac{|c| x^{c a-1} \exp(-x^c)}{\G...
gengamma_gen
python
ansible__ansible
lib/ansible/playbook/base.py
{ "start": 3394, "end": 3578 }
class ____: def __set_name__(self, owner, name): self.name = name def __get__(self, obj, objtype=None): return getattr(objtype, f'_{self.name}')()
_ClassProperty
python
huggingface__transformers
src/transformers/models/voxtral/modular_voxtral.py
{ "start": 1876, "end": 4531 }
class ____(Qwen2AudioEncoder): _can_record_outputs = { "attentions": VoxtralAttention, "hidden_states": VoxtralEncoderLayer, } @check_model_inputs() def forward( self, input_features, attention_mask=None, **kwargs: Unpack[TransformersKwargs], ): ...
VoxtralEncoder
python
graphql-python__graphene
graphene/relay/tests/test_mutation.py
{ "start": 647, "end": 764 }
class ____: __slots__ = ("phrase",) def __init__(self, phrase): self.phrase = phrase
FixedSaySomething
python
scipy__scipy
scipy/linalg/tests/test_basic.py
{ "start": 86145, "end": 86944 }
class ____: def test_solve(self): assert_no_overwrite(solve, [(3, 3), (3,)]) def test_solve_triangular(self): assert_no_overwrite(solve_triangular, [(3, 3), (3,)]) def test_solve_banded(self): assert_no_overwrite(lambda ab, b: solve_banded((2, 1), ab, b), ...
TestOverwrite
python
pytorch__pytorch
torchgen/api/python.py
{ "start": 9063, "end": 12566 }
class ____: name: str type: Type default: str | None # Used to generate the default init expr for some PythonArgParser outputs, e.g.: # # _r.layoutWithDefault(3, layout_from_backend(self.options().backend()))) # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ ...
PythonArgument
python
getsentry__sentry
src/sentry/api/endpoints/event_apple_crash_report.py
{ "start": 580, "end": 2522 }
class ____(ProjectEndpoint): owner = ApiOwner.OWNERS_INGEST publish_status = { "GET": ApiPublishStatus.PRIVATE, } def get(self, request: Request, project, event_id) -> HttpResponseBase: """ Retrieve an Apple Crash Report from an event ````````````````````````````````````...
EventAppleCrashReportEndpoint
python
django__django
tests/admin_views/tests.py
{ "start": 342610, "end": 344058 }
class ____(TestCase): @classmethod def setUpTestData(cls): cls.superuser = User.objects.create_superuser( username="super", password="secret", email="super@example.com" ) def test_logout(self): self.client.force_login(self.superuser) response = self.client.post(r...
AdminViewLogoutTests
python
dagster-io__dagster
python_modules/dagster/dagster/_core/storage/daemon_cursor.py
{ "start": 69, "end": 421 }
class ____: @abstractmethod def get_cursor_values(self, keys: set[str]) -> Mapping[str, str]: """Retrieve the value for a given key in the current deployment.""" @abstractmethod def set_cursor_values(self, pairs: Mapping[str, str]) -> None: """Set the value for a given key in the curren...
DaemonCursorStorage
python
bokeh__bokeh
tests/unit/bokeh/application/handlers/test_notebook__handlers.py
{ "start": 1821, "end": 3917 }
class ____: # Public methods ---------------------------------------------------------- def test_runner_strips_line_magics(self, ipython) -> None: doc = Document() source = nbformat.v4.new_notebook() source.cells.append(nbformat.v4.new_code_cell('%time')) def load(filename): ...
Test_NotebookHandler
python
pytorch__pytorch
test/distributed/fsdp/test_fsdp_mixed_precision.py
{ "start": 43631, "end": 50038 }
class ____(FSDPTest): @property def world_size(self): return 2 @skip_if_lt_x_gpu(2) def test_float16_on_one_submodule(self): forward_inputs: dict[str, nn.Module] = {} float16 = MixedPrecision(param_dtype=torch.float16, cast_forward_inputs=True) model = SaveForwardInputs...
TestFSDPDifferentSubmodulePrecision
python
huggingface__transformers
src/transformers/models/cohere2/modular_cohere2.py
{ "start": 1622, "end": 10126 }
class ____(PreTrainedConfig): r""" This is the configuration class to store the configuration of a [`CohereModel`]. It is used to instantiate an Cohere model according to the specified arguments, defining the model architecture. Configuration objects inherit from [`PreTrainedConfig`] and can be used to...
Cohere2Config
python
PrefectHQ__prefect
src/prefect/server/events/filters.py
{ "start": 5700, "end": 6947 }
class ____(EventDataFilter): since: DateTime = Field( default_factory=lambda: prefect.types._datetime.start_of_day( prefect.types._datetime.now("UTC") ) - timedelta(days=180), description="Only include events after this time (inclusive)", ) until: DateTime = Field...
EventOccurredFilter
python
django__django
tests/modeladmin/test_checks.py
{ "start": 46673, "end": 48275 }
class ____(CheckTestCase): def test_invalid_type(self): class FakeFormSet: pass class ValidationTestInline(TabularInline): model = ValidationTestInlineModel formset = FakeFormSet class TestModelAdmin(ModelAdmin): inlines = [ValidationTestInli...
FormsetCheckTests
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/operators/dataproc.py
{ "start": 68974, "end": 76071 }
class ____(GoogleCloudBaseOperator): """ Instantiate a WorkflowTemplate on Google Cloud Dataproc. The operator will wait until the WorkflowTemplate is finished executing. .. seealso:: Please refer to: https://cloud.google.com/dataproc/docs/reference/rest/v1/projects.regions.workflowTem...
DataprocInstantiateWorkflowTemplateOperator
python
django__django
tests/forms_tests/tests/tests.py
{ "start": 599, "end": 732 }
class ____(ModelForm): class Meta: model = OptionalMultiChoiceModel fields = "__all__"
OptionalMultiChoiceModelForm
python
scipy__scipy
benchmarks/benchmarks/go_benchmark_functions/go_funcs_Z.py
{ "start": 5643, "end": 6758 }
class ____(Benchmark): r""" Zettl objective function. This class defines the Zirilli [1]_ global optimization problem. This is a unimodal minimization problem defined as follows: .. math:: f_{\text{Zirilli}}(x) = 0.25x_1^4 - 0.5x_1^2 + 0.1x_1 + 0.5x_2^2 Here, :math:`n` represents th...
Zirilli
python
allegroai__clearml
clearml/backend_api/services/v2_9/events.py
{ "start": 59344, "end": 60270 }
class ____(Request): """ get task scalar metrics and variants :param task: task ID :type task: str """ _service = "events" _action = "get_scalar_metrics_and_variants" _version = "2.9" _schema = { "definitions": {}, "properties": {"task": {"description": "task ID", "...
GetScalarMetricsAndVariantsRequest
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/flake8_annotations/simple_magic_methods.py
{ "start": 0, "end": 562 }
class ____: def __str__(self): ... def __repr__(self): ... def __len__(self): ... def __length_hint__(self): ... def __init__(self): ... def __del__(self): ... def __bool__(self): ... def __bytes__(self): ... def...
Foo
python
MongoEngine__mongoengine
tests/fields/test_datetime_field.py
{ "start": 223, "end": 6498 }
class ____(MongoDBTestCase): def test_datetime_from_empty_string(self): """ Ensure an exception is raised when trying to cast an empty string to datetime. """ class MyDoc(Document): dt = DateTimeField() md = MyDoc(dt="") with pytest.raises(Valida...
TestDateTimeField
python
huggingface__transformers
src/transformers/models/gpt_oss/modular_gpt_oss.py
{ "start": 1812, "end": 2219 }
class ____(LlamaRMSNorm): def forward(self, hidden_states): input_dtype = hidden_states.dtype hidden_states = hidden_states.to(torch.float32) variance = hidden_states.pow(2).mean(-1, keepdim=True) hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon) r...
GptOssRMSNorm
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/github_schema.py
{ "start": 1118171, "end": 1118840 }
class ____(sgqlc.types.Type, Node, UniformResourceLocatable): """Represents a 'convert_to_draft' event on a given pull request.""" __schema__ = github_schema __field_names__ = ("actor", "created_at", "pull_request") actor = sgqlc.types.Field(Actor, graphql_name="actor") """Identifies the actor who ...
ConvertToDraftEvent
python
pydata__xarray
xarray/core/treenode.py
{ "start": 27028, "end": 29383 }
class ____(ValueError): """Error raised if two tree objects do not share the same node structure.""" def group_subtrees( *trees: AnyNamedNode, ) -> Iterator[tuple[str, tuple[AnyNamedNode, ...]]]: """Iterate over subtrees grouped by relative paths in breadth-first order. `group_subtrees` allows for ap...
TreeIsomorphismError