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python
ray-project__ray
rllib/algorithms/impala/impala_learner.py
{ "start": 12425, "end": 16346 }
class ____(threading.Thread): def __init__( self, *, in_queue: queue.Queue, out_queue: deque, device: torch.device, metrics_logger: MetricsLogger, ): super().__init__(name="_GPULoaderThread") self.daemon = True self._in_queue = in_queue ...
_GPULoaderThread
python
sphinx-doc__sphinx
sphinx/domains/cpp/_ast.py
{ "start": 152341, "end": 153316 }
class ____(ASTBase): def __init__(self, expr: ASTExpression) -> None: self.expr = expr def __eq__(self, other: object) -> bool: if not isinstance(other, ASTRequiresClause): return NotImplemented return self.expr == other.expr def __hash__(self) -> int: return ha...
ASTRequiresClause
python
run-llama__llama_index
llama-index-experimental/llama_index/experimental/param_tuner/base.py
{ "start": 289, "end": 470 }
class ____(BaseModel): """Run result.""" score: float params: Dict[str, Any] metadata: Dict[str, Any] = Field(default_factory=dict, description="Metadata.")
RunResult
python
wandb__wandb
wandb/integration/tensorflow/estimator_hook.py
{ "start": 727, "end": 1756 }
class ____(SessionRunHook): def __init__(self, summary_op=None, steps_per_log=1000, history=None): self._summary_op = summary_op self._steps_per_log = steps_per_log self._history = history with telemetry.context() as tel: tel.feature.estimator_hook = True def begin(...
WandbHook
python
getsentry__sentry
tests/sentry/workflow_engine/endpoints/validators/actions/test_msteams.py
{ "start": 254, "end": 2155 }
class ____(TestCase): def setUp(self) -> None: super().setUp() self.integration, self.org_integration = self.create_provider_integration_for( provider="msteams", organization=self.organization, user=self.user, name="msteams" ) self.valid_data = { "type": Acti...
TestMSTeamsActionValidator
python
mlflow__mlflow
tests/gateway/tools.py
{ "start": 4068, "end": 4514 }
class ____(mock.Mock): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) async def __aenter__(self): return self async def __aexit__(self, *args): return def mock_http_client(mock_response: MockAsyncResponse | MockAsyncStreamingResponse): mock_http_client...
MockHttpClient
python
mlflow__mlflow
mlflow/pyfunc/scoring_server/client.py
{ "start": 485, "end": 1124 }
class ____(ABC): @abstractmethod def wait_server_ready(self, timeout=30, scoring_server_proc=None): """ Wait until the scoring server is ready to accept requests. """ @abstractmethod def invoke(self, data, params: dict[str, Any] | None = None): """ Invoke inferen...
BaseScoringServerClient
python
kubernetes-client__python
kubernetes/client/models/v1_ingress_service_backend.py
{ "start": 383, "end": 4426 }
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...
V1IngressServiceBackend
python
pypa__pip
src/pip/_vendor/distlib/util.py
{ "start": 33749, "end": 36067 }
class ____(object): """ A very simple publish/subscribe system. """ def __init__(self): self._subscribers = {} def add(self, event, subscriber, append=True): """ Add a subscriber for an event. :param event: The name of an event. :param subscriber: The subsc...
EventMixin
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/memberAccess1.py
{ "start": 2448, "end": 2823 }
class ____: @Decorator async def method1(self, a: int, *, b: str) -> str: ... def method2(self): reveal_type(self.method1, expected_text="(a: int, *, b: str) -> Awaitable[str]") @classmethod def method3(cls): reveal_type( cls.method1, expected_text="Decorato...
ClassF
python
pyca__cryptography
src/cryptography/x509/ocsp.py
{ "start": 3587, "end": 6568 }
class ____: def __init__( self, request: tuple[ x509.Certificate, x509.Certificate, hashes.HashAlgorithm ] | None = None, request_hash: tuple[bytes, bytes, int, hashes.HashAlgorithm] | None = None, extensions: list[x509.Extension[x509.ExtensionType...
OCSPRequestBuilder
python
apache__airflow
providers/google/src/airflow/providers/google/cloud/hooks/vertex_ai/experiment_service.py
{ "start": 3870, "end": 9012 }
class ____(GoogleBaseHook): """Use the Vertex AI SDK for Python to create and manage your experiment runs.""" @GoogleBaseHook.fallback_to_default_project_id def create_experiment_run( self, experiment_run_name: str, experiment_name: str, location: str, project_id: st...
ExperimentRunHook
python
oauthlib__oauthlib
oauthlib/oauth2/rfc8628/endpoints/device_authorization.py
{ "start": 448, "end": 9721 }
class ____(BaseEndpoint): """DeviceAuthorization endpoint - used by the client to initiate the authorization flow by requesting a set of verification codes from the authorization server by making an HTTP "POST" request to the device authorization endpoint. The client authentication requirements of ...
DeviceAuthorizationEndpoint
python
pytest-dev__pytest-cov
src/pytest_cov/__init__.py
{ "start": 436, "end": 547 }
class ____(PytestCovWarning): """ Indicates that we failed to generate a report. """
CovReportWarning
python
scipy__scipy
scipy/stats/tests/test_distributions.py
{ "start": 409098, "end": 409978 }
class ____: @pytest.mark.parametrize("case", [ # a, b, loc, scale, m1, m2, g1, g2 (-0.01, 1.1, 0.02, 0.0001, 0.02000137427557091, 2.1112742956578063e-08, 0.05989781342460999, 20.36324408592951-3), (2.554395574161155, 2.2482281679651965, 0, 1, -1.54215386737391, 0.7...
TestJohnsonSU
python
getsentry__sentry
src/sentry/snuba/entity_subscription.py
{ "start": 13194, "end": 16696 }
class ____(BaseEntitySubscription, ABC): def __init__( self, aggregate: str, time_window: int, extra_fields: _EntitySpecificParams | None = None, ): super().__init__(aggregate, time_window, extra_fields) self.aggregate = aggregate if not extra_fields or "o...
BaseMetricsEntitySubscription
python
matplotlib__matplotlib
lib/matplotlib/backends/_backend_pdf_ps.py
{ "start": 3476, "end": 5968 }
class ____(RendererBase): # The following attributes must be defined by the subclasses: # - _afm_font_dir # - _use_afm_rc_name def __init__(self, width, height): super().__init__() self.width = width self.height = height def flipy(self): # docstring inherited ...
RendererPDFPSBase
python
getsentry__sentry
src/sentry/seer/models.py
{ "start": 2490, "end": 2703 }
class ____(Exception): def __init__(self, message: str): self.message = message def __str__(self): return f"Seer API response validation error: {self.message}"
SeerApiResponseValidationError
python
conda__conda
conda/exceptions.py
{ "start": 12687, "end": 13050 }
class ____(CondaError): def __init__(self, environment_name: str): message = dals( """ Could not find conda environment: %(environment_name)s You can list all discoverable environments with `conda info --envs`. """ ) super().__init__(message, environment_n...
EnvironmentNameNotFound
python
apache__airflow
providers/cncf/kubernetes/tests/unit/cncf/kubernetes/operators/test_job.py
{ "start": 3803, "end": 36307 }
class ____: @pytest.fixture(autouse=True) def setup_tests(self): self._default_client_patch = patch(f"{HOOK_CLASS}._get_default_client") self._default_client_mock = self._default_client_patch.start() yield patch.stopall() def test_templates(self, create_task_instance_of_op...
TestKubernetesJobOperator
python
matplotlib__matplotlib
lib/matplotlib/sankey.py
{ "start": 514, "end": 36150 }
class ____: """ Sankey diagram. Sankey diagrams are a specific type of flow diagram, in which the width of the arrows is shown proportionally to the flow quantity. They are typically used to visualize energy or material or cost transfers between processes. `Wikipedia (6/1/2011) <...
Sankey
python
realpython__materials
flask-google-login/user.py
{ "start": 58, "end": 855 }
class ____(UserMixin): def __init__(self, id_, name, email, profile_pic): self.id = id_ self.name = name self.email = email self.profile_pic = profile_pic @staticmethod def get(user_id): db = get_db() user = db.execute( "SELECT * FROM user WHERE i...
User
python
doocs__leetcode
solution/1600-1699/1688.Count of Matches in Tournament/Solution.py
{ "start": 0, "end": 83 }
class ____: def numberOfMatches(self, n: int) -> int: return n - 1
Solution
python
pandas-dev__pandas
pandas/io/json/_json.py
{ "start": 43337, "end": 45985 }
class ____(Parser): _default_orient = "columns" _split_keys = ("columns", "index", "data") def _parse(self) -> DataFrame: json = self.json orient = self.orient if orient == "split": decoded = { str(k): v for k, v in ujson_loads(json, prec...
FrameParser
python
kamyu104__LeetCode-Solutions
Python/shortest-path-in-a-weighted-tree.py
{ "start": 33, "end": 535 }
class ____(object): # 0-indexed. def __init__(self, n): self.__bit = [0]*(n+1) # Extra one for dummy node. def add(self, i, val): i += 1 # Extra one for dummy node. while i < len(self.__bit): self.__bit[i] += val i += (i & -i) def query(self, i): ...
BIT
python
fluentpython__example-code
14-it-generator/sentence_iter.py
{ "start": 244, "end": 525 }
class ____: def __init__(self, text): self.text = text self.words = RE_WORD.findall(text) def __repr__(self): return 'Sentence(%s)' % reprlib.repr(self.text) def __iter__(self): # <1> return SentenceIterator(self.words) # <2>
Sentence
python
HypothesisWorks__hypothesis
hypothesis-python/tests/cover/test_cache_implementation.py
{ "start": 1206, "end": 1857 }
class ____(GenericCache): def new_entry(self, key, value): return 1 def on_access(self, key, value, score): return score + 1 @st.composite def write_pattern(draw, min_distinct_keys=0): keys = draw( st.lists(st.integers(0, 1000), unique=True, min_size=max(min_distinct_keys, 1)) ...
LFUCache
python
Textualize__textual
tests/test_on.py
{ "start": 9002, "end": 10866 }
class ____(Widget): class Parent(Message): pass class JustSomeRandomMixin: pass class Child(JustSomeRandomMixin, Parent): pass def post_parent(self) -> None: self.post_message(self.Parent()) def post_child(self) -> None: self.post_message(self.Child()) a...
MixinMessageSender
python
pytorch__pytorch
test/distributed/_composable/fsdp/test_fully_shard_training.py
{ "start": 32732, "end": 34621 }
class ____(FSDPTest): @property def world_size(self) -> int: return min(8, torch.get_device_module(device_type).device_count()) @skip_if_lt_x_gpu(2) def test_train_parity_shard_placement_fn_shard_largest_dim(self): torch.manual_seed(42) model_args = ModelArgs(n_layers=3, dropout...
TestFullyShardShardPlacementFnMultiProcess
python
PyCQA__pycodestyle
testing/data/python313.py
{ "start": 146, "end": 271 }
class ____[T, U: str = str]: pass def f[T: (int, str) = str](t: T) -> T: pass def f2[T = str](t: T) -> T: pass
C3
python
PyCQA__pylint
pylint/testutils/lint_module_test.py
{ "start": 1235, "end": 13268 }
class ____: maxDiff = None def __init__( self, test_file: FunctionalTestFile, config: Config | None = None ) -> None: _test_reporter = FunctionalTestReporter() self._linter = PyLinter() self._linter.config.persistent = 0 checkers.initialize(self._linter) # S...
LintModuleTest
python
django__django
tests/sitemaps_tests/urls/http.py
{ "start": 2094, "end": 2162 }
class ____(SimpleSitemap): lastmod = date(2013, 3, 13)
DateSiteMap
python
crytic__slither
slither/slithir/variables/temporary.py
{ "start": 161, "end": 873 }
class ____(Variable): def __init__(self, node: "Node", index: Optional[int] = None) -> None: super().__init__() if index is None: self._index = node.compilation_unit.counter_slithir_temporary node.compilation_unit.counter_slithir_temporary += 1 else: self....
TemporaryVariable
python
sympy__sympy
sympy/matrices/sparse.py
{ "start": 570, "end": 14432 }
class ____(RepMatrix): """ A sparse matrix (a matrix with a large number of zero elements). Examples ======== >>> from sympy import SparseMatrix, ones >>> SparseMatrix(2, 2, range(4)) Matrix([ [0, 1], [2, 3]]) >>> SparseMatrix(2, 2, {(1, 1): 2}) Matrix([ [0, 0], [0,...
SparseRepMatrix
python
django-guardian__django-guardian
guardian/testapp/tests/test_utils.py
{ "start": 4604, "end": 5345 }
class ____(TestCase): def test_for_instance(self): project = Project(name="Foobar") self.assertEqual(get_user_obj_perms_model(project), ProjectUserObjectPermission) def test_for_class(self): self.assertEqual(get_user_obj_perms_model(Project), ProjectUserObjectPermission) def test_d...
GetUserObjPermsModelTest
python
huggingface__transformers
tests/models/groupvit/test_modeling_groupvit.py
{ "start": 12463, "end": 15733 }
class ____: def __init__( self, parent, batch_size=12, seq_length=7, is_training=True, use_input_mask=True, use_labels=True, vocab_size=99, hidden_size=32, num_hidden_layers=2, num_attention_heads=4, intermediate_size=37...
GroupViTTextModelTester
python
apache__airflow
airflow-ctl/src/airflowctl/api/datamodels/generated.py
{ "start": 39749, "end": 40512 }
class ____(BaseModel): model_config = ConfigDict( extra="forbid", ) action: Annotated[ Literal["update"], Field(description="The action to be performed on the entities.", title="Action") ] entities: Annotated[ list[PoolBody], Field(description="A list of entities to be update...
BulkUpdateActionPoolBody
python
dagster-io__dagster
python_modules/libraries/dagster-airlift/dagster_airlift/in_airflow/dag_proxy_operator.py
{ "start": 2407, "end": 3771 }
class ____(BaseProxyDAGToDagsterOperator): """The default task proxying operator - which opens a blank session and expects the dagster URL to be set in the environment. The dagster url is expected to be set in the environment as DAGSTER_URL. This operator should not be instantiated directly - it is instant...
DefaultProxyDAGToDagsterOperator
python
facelessuser__soupsieve
tests/test_level2/test_next_sibling.py
{ "start": 59, "end": 1207 }
class ____(util.TestCase): """Test next sibling combinators.""" MARKUP = """ <div> <p id="0">Some text <span id="1"> in a paragraph</span>.</p> <a id="2" href="http://google.com">Link</a> <span id="3">Direct child</span> <pre> <span id="4">Child 1</span> <span id="5">Child 2</span> ...
TestNextSibling
python
numba__numba
numba/cuda/cudadrv/driver.py
{ "start": 2761, "end": 6008 }
class ____(CudaDriverError): def __init__(self, code, msg): self.code = code self.msg = msg super(CudaAPIError, self).__init__(code, msg) def __str__(self): return "[%s] %s" % (self.code, self.msg) def locate_driver_and_loader(): envpath = config.CUDA_DRIVER if envpa...
CudaAPIError
python
spack__spack
lib/spack/spack/vendor/jinja2/nodes.py
{ "start": 18469, "end": 18857 }
class ____(Literal): """A constant template string.""" fields = ("data",) data: str def as_const(self, eval_ctx: t.Optional[EvalContext] = None) -> str: eval_ctx = get_eval_context(self, eval_ctx) if eval_ctx.volatile: raise Impossible() if eval_ctx.autoescape: ...
TemplateData
python
ray-project__ray
python/ray/llm/_internal/serve/core/configs/openai_api_models.py
{ "start": 3947, "end": 4077 }
class ____(vLLMTranscriptionStreamResponse): model_config = ConfigDict(arbitrary_types_allowed=True)
TranscriptionStreamResponse
python
ansible__ansible
test/integration/targets/collections/collection_root_user/ansible_collections/testns/testcoll/plugins/action/bypass_host_loop.py
{ "start": 217, "end": 487 }
class ____(ActionBase): BYPASS_HOST_LOOP = True def run(self, tmp=None, task_vars=None): result = super(ActionModule, self).run(tmp, task_vars) result['bypass_inventory_hostname'] = task_vars['inventory_hostname'] return result
ActionModule
python
huggingface__transformers
src/transformers/models/mixtral/modeling_mixtral.py
{ "start": 6511, "end": 7238 }
class ____(nn.Module): def __init__(self, hidden_size, eps=1e-6): """ MixtralRMSNorm is equivalent to T5LayerNorm """ super().__init__() self.weight = nn.Parameter(torch.ones(hidden_size)) self.variance_epsilon = eps def forward(self, hidden_states): inpu...
MixtralRMSNorm
python
getsentry__sentry
src/sentry/workflow_engine/typings/notification_action.py
{ "start": 523, "end": 733 }
class ____(Enum): ALL_MEMBERS = "AllMembers" ACTIVE_MEMBERS = "ActiveMembers" NO_ONE = "NoOne" # Keep existing excluded keys constant EXCLUDED_ACTION_DATA_KEYS = ["uuid", "id"]
FallthroughChoiceType
python
django__django
django/contrib/postgres/indexes.py
{ "start": 4030, "end": 5001 }
class ____(PostgresIndex): suffix = "btree" def __init__(self, *expressions, fillfactor=None, deduplicate_items=None, **kwargs): self.fillfactor = fillfactor self.deduplicate_items = deduplicate_items super().__init__(*expressions, **kwargs) def deconstruct(self): path, arg...
BTreeIndex
python
django__django
tests/filtered_relation/models.py
{ "start": 2679, "end": 3053 }
class ____(models.Model): rate_date = models.DateField() from_currency = models.ForeignKey( Currency, models.CASCADE, related_name="rates_from", ) to_currency = models.ForeignKey( Currency, models.CASCADE, related_name="rates_to", ) rate = models.D...
ExchangeRate
python
openai__openai-python
src/openai/types/shared_params/compound_filter.py
{ "start": 372, "end": 646 }
class ____(TypedDict, total=False): filters: Required[Iterable[Filter]] """Array of filters to combine. Items can be `ComparisonFilter` or `CompoundFilter`. """ type: Required[Literal["and", "or"]] """Type of operation: `and` or `or`."""
CompoundFilter
python
pytorch__pytorch
test/test_python_dispatch.py
{ "start": 99178, "end": 104319 }
class ____(TestCase): def _test_wrapper_subclass_aliasing(self, op, args, kwargs): def to_subclass(t: torch.Tensor): return TwoTensor(t, t.clone()) result_ref = op(*args, **kwargs) args_subclass = pytree.tree_map_only(torch.Tensor, to_subclass, args) kwargs_subclass = p...
TestWrapperSubclassAliasing
python
cython__cython
tests/run/genexpr_arg_order.py
{ "start": 2340, "end": 4534 }
class ____: @property def indexer(self): print("Getting indexer") return IndexableClass() @property def function(self): print("Getting function") def func(a, b, c): print("In func") return [a, b, c] return func def genexp_index_order(): ...
NoisyAttributeLookup
python
ray-project__ray
python/ray/serve/_private/deployment_state.py
{ "start": 2517, "end": 2644 }
class ____(Enum): PENDING_ALLOCATION = 1 PENDING_INITIALIZATION = 2 SUCCEEDED = 3 FAILED = 4
ReplicaStartupStatus
python
django__django
tests/servers/tests.py
{ "start": 878, "end": 1188 }
class ____(LiveServerTestCase): available_apps = [ "servers", "django.contrib.auth", "django.contrib.contenttypes", "django.contrib.sessions", ] fixtures = ["testdata.json"] def urlopen(self, url): return urlopen(self.live_server_url + url)
LiveServerBase
python
astropy__astropy
astropy/cosmology/_src/core.py
{ "start": 2658, "end": 2944 }
class ____(Exception): pass # TODO: replace with `field(converter=lambda x: None if x is None else str(x))` when # the `converter` argument is available in `field` (py3.13, maybe?). # See https://peps.python.org/pep-0712/ @dataclass(frozen=True, slots=True)
CosmologyError
python
pola-rs__polars
py-polars/src/polars/interchange/protocol.py
{ "start": 6679, "end": 7076 }
class ____(Protocol): """Dataframe that supports conversion into an interchange dataframe object.""" def __dataframe__( self, nan_as_null: bool = False, # noqa: FBT001 allow_copy: bool = True, # noqa: FBT001 ) -> SupportsInterchange: """Convert to a dataframe object implem...
SupportsInterchange
python
getsentry__sentry
tests/sentry/receivers/test_onboarding.py
{ "start": 2655, "end": 55177 }
class ____(TestCase): @assume_test_silo_mode(SiloMode.CONTROL) def _create_integration(self, provider: str, external_id: int = 9999): return self.create_provider_integration( provider=provider, name="test", external_id=external_id, ) def test_existing_com...
OrganizationOnboardingTaskTest
python
pytorch__pytorch
torch/_inductor/pattern_matcher.py
{ "start": 36500, "end": 37588 }
class ____: pattern: PatternExpr extra_check: Callable[[Match], bool] def apply(self, match: Match, graph: torch.fx.Graph, node: torch.fx.Node) -> None: raise NotImplementedError def register( self, pass_dicts: Union[_PassDictsType, Sequence[_PassDictsType]], target: Un...
PatternEntry
python
prompt-toolkit__python-prompt-toolkit
src/prompt_toolkit/validation.py
{ "start": 4661, "end": 5162 }
class ____(Validator): """ Validator that can be switched on/off according to a filter. (This wraps around another validator.) """ def __init__(self, validator: Validator, filter: FilterOrBool) -> None: self.validator = validator self.filter = to_filter(filter) def validate(sel...
ConditionalValidator
python
pydantic__pydantic
pydantic/_internal/_mock_val_ser.py
{ "start": 626, "end": 2284 }
class ____(Mapping[str, Any]): """Mocker for `pydantic_core.CoreSchema` which optionally attempts to rebuild the thing it's mocking when one of its methods is accessed and raises an error if that fails. """ __slots__ = '_error_message', '_code', '_attempt_rebuild', '_built_memo' def __init__( ...
MockCoreSchema
python
walkccc__LeetCode
solutions/3535. Unit Conversion II/3535.py
{ "start": 0, "end": 1016 }
class ____: def queryConversions( self, conversions: list[list[int]], queries: list[list[int]] ) -> list[int]: self.MOD = 1_000_000_007 units = self._baseUnitConversions(conversions) # By Fermat's little theorem. return [units[v] * self._modPow(units[u], self.MOD - 2) % self.MOD ...
Solution
python
python-openxml__python-docx
src/docx/opc/part.py
{ "start": 550, "end": 5711 }
class ____: """Base class for package parts. Provides common properties and methods, but intended to be subclassed in client code to implement specific part behaviors. """ def __init__( self, partname: PackURI, content_type: str, blob: bytes | None = None, p...
Part
python
bokeh__bokeh
src/bokeh/core/property/wrappers.py
{ "start": 7856, "end": 8946 }
class ____(PropertyValueContainer, set[T]): """ A list property value container that supports change notifications on mutating operations. """ def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) def _saved_copy(self) -> set[T]: return set(self) @not...
PropertyValueSet
python
PyCQA__pylint
doc/data/messages/i/invalid-repr-returned/good.py
{ "start": 0, "end": 107 }
class ____: """__repr__ returns <type 'str'>""" def __repr__(self): return "apples"
CustomRepr
python
django__django
django/contrib/contenttypes/models.py
{ "start": 183, "end": 5011 }
class ____(models.Manager): use_in_migrations = True def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) # Cache shared by all the get_for_* methods to speed up # ContentType retrieval. self._cache = {} def get_by_natural_key(self, app_label, model): ...
ContentTypeManager
python
geekcomputers__Python
Calculator with simple ui.py
{ "start": 37, "end": 1950 }
class ____: def __init__(self): pass def add(self, num1, num2): """ This function adds two numbers. Examples: >>> add(2, 3) 5 >>> add(5, 9) 14 >>> add(-1, 2) 1 """ return num1 + num2 def subtract(self, num1, n...
Calculator
python
lepture__authlib
authlib/oidc/core/errors.py
{ "start": 1586, "end": 2015 }
class ____(OAuth2Error): """The Authorization Server requires End-User consent. This error MAY be returned when the prompt parameter value in the Authentication Request is none, but the Authentication Request cannot be completed without displaying a user interface for End-User consent. http://openi...
ConsentRequiredError
python
walkccc__LeetCode
solutions/424. Longest Repeating Character Replacement/424-2.py
{ "start": 0, "end": 394 }
class ____: def characterReplacement(self, s: str, k: int) -> int: maxCount = 0 count = collections.Counter() # l and r track the maximum window instead of the valid window. l = 0 for r, c in enumerate(s): count[c] += 1 maxCount = max(maxCount, count[c]) while maxCount + k < r -...
Solution
python
huggingface__transformers
src/transformers/models/eomt/modeling_eomt.py
{ "start": 41094, "end": 41584 }
class ____(nn.LayerNorm): def __init__(self, num_channels, eps=1e-6, affine=True): super().__init__(num_channels, eps=eps, elementwise_affine=affine) def forward(self, hidden_state: torch.Tensor) -> torch.Tensor: hidden_state = hidden_state.permute(0, 2, 3, 1) hidden_state = F.layer_nor...
EomtLayerNorm2d
python
huggingface__transformers
src/transformers/models/paligemma/modeling_paligemma.py
{ "start": 3579, "end": 9756 }
class ____(nn.Module): def __init__(self, config: PaliGemmaConfig): super().__init__() self.linear = nn.Linear(config.vision_config.hidden_size, config.vision_config.projection_dim, bias=True) def forward(self, image_features): hidden_states = self.linear(image_features) return...
PaliGemmaMultiModalProjector
python
getsentry__sentry
src/sentry/backup/comparators.py
{ "start": 8319, "end": 9522 }
class ____(JSONScrubbingComparator): """Comparator that ensures that the specified fields' value on the right input is an ISO-8601 date that is greater than (ie, occurs after) or equal to the specified field's left input.""" def compare(self, on: InstanceID, left: Any, right: Any) -> list[ComparatorFinding...
DateUpdatedComparator
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/typeVarDefaultClass2.py
{ "start": 577, "end": 805 }
class ____(dict[T1, T2]): ... a1 = ClassA[int]() reveal_type(a1, expected_text="ClassA[int, int]") a2 = ClassA() reveal_type(a2, expected_text="ClassA[str, str]") # This should generate an error because T2 depends on T1.
ClassA
python
doocs__leetcode
solution/3000-3099/3081.Replace Question Marks in String to Minimize Its Value/Solution.py
{ "start": 0, "end": 495 }
class ____: def minimizeStringValue(self, s: str) -> str: cnt = Counter(s) pq = [(cnt[c], c) for c in ascii_lowercase] heapify(pq) t = [] for _ in range(s.count("?")): v, c = pq[0] t.append(c) heapreplace(pq, (v + 1, c)) t.sort() ...
Solution
python
airbytehq__airbyte
airbyte-integrations/connectors/source-github/source_github/backoff_strategies.py
{ "start": 230, "end": 1894 }
class ____(BackoffStrategy): def __init__(self, stream: HttpStream, **kwargs): # type: ignore # noqa self.stream = stream super().__init__(**kwargs) def backoff_time( self, response_or_exception: Optional[Union[requests.Response, requests.RequestException]], **kwargs: Any ) -> Opti...
GithubStreamABCBackoffStrategy
python
getsentry__sentry
src/sentry/deletions/defaults/monitor_environment.py
{ "start": 181, "end": 826 }
class ____(ModelDeletionTask[MonitorEnvironment]): def get_child_relations(self, instance: MonitorEnvironment) -> list[BaseRelation]: from sentry.monitors import models return [ ModelRelation( models.MonitorIncident, {"monitor_environment_id": instance.id...
MonitorEnvironmentDeletionTask
python
matplotlib__matplotlib
lib/mpl_toolkits/axes_grid1/axes_rgb.py
{ "start": 1707, "end": 5085 }
class ____: """ 4-panel `~.Axes.imshow` (RGB, R, G, B). Layout:: ┌───────────────┬─────┐ │ │ R │ │ ├─────┤ │ RGB │ G │ │ ├─────┤ │ │ B │ └───────────────┴─────┘ Subclasses c...
RGBAxes
python
prompt-toolkit__python-prompt-toolkit
src/prompt_toolkit/filters/base.py
{ "start": 193, "end": 2699 }
class ____(metaclass=ABCMeta): """ Base class for any filter to activate/deactivate a feature, depending on a condition. The return value of ``__call__`` will tell if the feature should be active. """ def __init__(self) -> None: self._and_cache: dict[Filter, Filter] = {} self._...
Filter
python
django__django
tests/managers_regress/models.py
{ "start": 809, "end": 1049 }
class ____(models.Model): value = models.IntegerField() class Meta: abstract = True # Custom manager restricted = Value42() # No custom manager on this class to make sure the default case doesn't break.
AbstractBase2
python
fluentpython__example-code-2e
05-data-classes/cards_enum.py
{ "start": 203, "end": 381 }
class ____: rank: Suit suit: Rank def __str__(self): glyphs = [chr(x) for x in range(0x2660, 0x2664)] return f'{self.rank} of {glyphs[self.suit-1]}'
Card
python
ray-project__ray
rllib/algorithms/dreamerv3/torch/models/actor_network.py
{ "start": 358, "end": 7435 }
class ____(nn.Module): """The `actor` (policy net) of DreamerV3. Consists of a simple MLP for Discrete actions and two MLPs for cont. actions (mean and stddev). Also contains two scalar variables to keep track of the percentile-5 and percentile-95 values of the computed value targets within a batch...
ActorNetwork
python
vyperlang__vyper
tests/unit/ast/test_source_annotation.py
{ "start": 1060, "end": 6342 }
class ____(Exception): def __init__(self, message='Error Message not found.', item=None): self.message = message self.lineno = None self.col_offset = None if isinstance(item, tuple): # is a position. self.lineno, self.col_offset = item elif item and hasattr(item...
ParserException
python
pdm-project__pdm
src/pdm/cli/commands/venv/backends.py
{ "start": 469, "end": 4885 }
class ____(abc.ABC): """The base class for virtualenv backends""" def __init__(self, project: Project, python: str | None) -> None: self.project = project self.python = python @abc.abstractmethod def pip_args(self, with_pip: bool) -> Iterable[str]: pass @cached_property ...
Backend
python
Pylons__pyramid
tests/test_integration.py
{ "start": 20490, "end": 21202 }
class ____(IntegrationBase, unittest.TestCase): package = 'tests.pkgs.securityapp' def test_public(self): res = self.testapp.get('/public', status=200) self.assertEqual(res.body, b'Hello') def test_private_denied(self): self.testapp.get('/private', status=403) def test_private...
TestSecurityApp
python
getsentry__sentry
tests/sentry/deletions/test_data_source.py
{ "start": 305, "end": 1081 }
class ____(BaseWorkflowTest, HybridCloudTestMixin): def setUp(self) -> None: self.alert_rule = self.create_alert_rule() self.snuba_query = self.alert_rule.snuba_query self.subscription = QuerySubscription.objects.get(snuba_query_id=self.snuba_query.id) self.data_source = self.create_...
DeleteDataSourceTest
python
tensorflow__tensorflow
tensorflow/python/ops/lookup_ops.py
{ "start": 34148, "end": 34730 }
class ____(collections.namedtuple("HasherSpec", ["hasher", "key"])): """A structure for the spec of the hashing function to use for hash buckets. `hasher` is the name of the hashing function to use (eg. "fasthash", "stronghash"). `key` is optional and specify the key to use for the hash function if supported...
HasherSpec
python
pytorch__pytorch
torch/_dynamo/source.py
{ "start": 19723, "end": 20551 }
class ____(ChainedSource): is_int: bool def __post_init__(self) -> None: assert self.base is not None def reconstruct(self, codegen: "PyCodegen") -> None: # Integer casting at reconstruction helps reduce the amount of DynamicInts returned # to the user, in favor of plain ints. ...
DynamicScalarSource
python
Netflix__metaflow
metaflow/packaging_sys/tar_backend.py
{ "start": 130, "end": 3010 }
class ____(PackagingBackend): type = "tgz" @classmethod def get_extract_commands(cls, archive_name: str, dest_dir: str) -> List[str]: return [ f"TAR_OPTIONS='--warning=no-timestamp' tar -xzf {archive_name} -C {dest_dir}" ] def __init__(self): super().__init__() ...
TarPackagingBackend
python
catalyst-team__catalyst
catalyst/contrib/datasets/cifar.py
{ "start": 10181, "end": 12825 }
class ____(QueryGalleryDataset): """ CIFAR10 for metric learning with query and gallery split. CIFAR10QGDataset should be used for test stage. For this dataset we used only test part of the CIFAR10 and only those images that are labeled as 'dog', 'frog', 'horse', 'ship', 'truck'. """ _split...
CifarQGDataset
python
spack__spack
lib/spack/spack/test/installer_tui.py
{ "start": 2807, "end": 6215 }
class ____: """Test basic state management operations""" def test_add_build(self): """Test that add_build adds builds correctly""" status, _, _ = create_build_status(total=2) spec1 = MockSpec("pkg1", "1.0") spec2 = MockSpec("pkg2", "2.0") status.add_build(spec1, explici...
TestBasicStateManagement
python
getsentry__sentry
src/sentry/notifications/notifications/activity/escalating.py
{ "start": 236, "end": 1550 }
class ____(GroupActivityNotification): message_builder = "SlackNotificationsMessageBuilder" metrics_key = "escalating_activity" title = "Issue marked as escalating" def get_notification_title( self, provider: ExternalProviders, context: Mapping[str, Any] | None = None ) -> str: ret...
EscalatingActivityNotification
python
scipy__scipy
scipy/stats/_multivariate.py
{ "start": 181438, "end": 185168 }
class ____(multi_rv_frozen): __class_getitem__ = None def __init__(self, loc=None, shape=1, df=1, allow_singular=False, seed=None): """Create a frozen multivariate t distribution. Parameters ---------- %(_mvt_doc_default_callparams)s Examples -...
multivariate_t_frozen
python
google__jax
jax/_src/interpreters/mlir.py
{ "start": 22567, "end": 24066 }
class ____: # The names of the dimension variables, sorted by name. This is the order in # which they are passed to the IR functions that need them. This is only # used for native serialization with polymorphic shapes when # --jax_dynamic_shapes is off. # TODO: for multi-platform lowering we prepend to the re...
ShapePolyLoweringState
python
chroma-core__chroma
chromadb/test/test_api.py
{ "start": 85948, "end": 89709 }
class ____: """Test Search class dict input support.""" def test_search_with_dict_where(self): """Test Search accepts dict for where parameter.""" from chromadb.execution.expression.plan import Search from chromadb.execution.expression.operator import Where # Simple equality ...
TestSearchDictSupport
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/typeNarrowingTypeEquals1.py
{ "start": 1034, "end": 1178 }
class ____: pass E = C[T] | D def func5(x: E[T]) -> None: if type(x) == C: reveal_type(x, expected_text="C[T@func5]") @final
D
python
sqlalchemy__sqlalchemy
test/sql/test_type_expressions.py
{ "start": 16424, "end": 17036 }
class ____(fixtures.TablesTest, RoundTripTestBase): @classmethod def define_tables(cls, metadata): class MyString(UserDefinedType): cache_ok = True def get_col_spec(self, **kw): return "VARCHAR(50)" def bind_expression(self, bindvalue): ...
UserDefinedTypeRoundTripTest
python
python-openxml__python-docx
src/docx/opc/phys_pkg.py
{ "start": 1075, "end": 2318 }
class ____(PhysPkgReader): """Implements |PhysPkgReader| interface for an OPC package extracted into a directory.""" def __init__(self, path): """`path` is the path to a directory containing an expanded package.""" super(_DirPkgReader, self).__init__() self._path = os.path.abspath(p...
_DirPkgReader
python
dagster-io__dagster
python_modules/libraries/dagster-omni/dagster_omni/translation.py
{ "start": 2108, "end": 4344 }
class ____: """Container class for data required to translate an object in an Omni workspace into a Dagster definition. Properties: obj (Union[OmniDocument, OmniQuery]): The object to translate. workspace_data (OmniWorkspaceData): Global workspace data. """ obj: Union[OmniDocument,...
OmniTranslatorData
python
python-attrs__attrs
typing-examples/mypy.py
{ "start": 687, "end": 736 }
class ____: z: Any = attr.ib() @attrs.define
FF
python
getsentry__sentry
tests/sentry/users/api/endpoints/test_userroles_index.py
{ "start": 1168, "end": 1494 }
class ____(UserRolesTest): def test_simple(self) -> None: UserRole.objects.create(name="test-role") resp = self.get_response() assert resp.status_code == 200 assert len(resp.data) >= 1, resp.data assert "test-role" in [r["name"] for r in resp.data] @control_silo_test
UserRolesGetTest
python
apache__airflow
providers/common/compat/tests/unit/common/compat/lineage/test_hook.py
{ "start": 22637, "end": 39563 }
class ____: """Test edge cases and error conditions to ensure collector never fails.""" @pytest.mark.parametrize("uri", ["", None]) def test_invalid_uri_none(self, collector, uri): """Test handling of None URI - should not raise.""" mock_context = mock.MagicMock() # Should not rais...
TestEdgeCases
python
scipy__scipy
scipy/stats/tests/test_distributions.py
{ "start": 362029, "end": 366743 }
class ____: # Construct a distribution w/ explicit shapes parameter and test it. def test_correct_shapes(self): dummy_distr = _distr_gen(name='dummy', shapes='a') assert_equal(dummy_distr.pdf(1, a=1), 42) def test_wrong_shapes_1(self): dummy_distr = _distr_gen(name='dummy', shapes=...
TestSubclassingExplicitShapes
python
nedbat__coveragepy
coverage/config.py
{ "start": 803, "end": 5568 }
class ____(configparser.ConfigParser): """Our specialization of ConfigParser.""" def __init__(self, our_file: bool) -> None: """Create the HandyConfigParser. `our_file` is True if this config file is specifically for coverage, False if we are examining another config file (tox.ini, set...
HandyConfigParser