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python
numpy__numpy
numpy/_core/tests/test_half.py
{ "start": 515, "end": 25260 }
class ____: def _create_arrays_all(self): # An array of all possible float16 values all_f16 = np.arange(0x10000, dtype=uint16) all_f16 = all_f16.view(float16) # NaN value can cause an invalid FP exception if HW is being used with np.errstate(invalid='ignore'): al...
TestHalf
python
weaviate__weaviate-python-client
weaviate/collections/queries/near_object/generate/async_.py
{ "start": 318, "end": 473 }
class ____( Generic[Properties, References], _NearObjectGenerateExecutor[ConnectionAsync, Properties, References], ): pass
_NearObjectGenerateAsync
python
networkx__networkx
networkx/utils/tests/test_mapped_queue.py
{ "start": 1064, "end": 5344 }
class ____: def setup_method(self): pass def _check_map(self, q): assert q.position == {elt: pos for pos, elt in enumerate(q.heap)} def _make_mapped_queue(self, h): q = MappedQueue() q.heap = h q.position = {elt: pos for pos, elt in enumerate(h)} return q ...
TestMappedQueue
python
sqlalchemy__sqlalchemy
test/orm/test_relationships.py
{ "start": 96128, "end": 98701 }
class ____(fixtures.MappedTest): """'viewonly' mappings with overlapping PK column names.""" @classmethod def define_tables(cls, metadata): Table( "t1", metadata, Column( "id", Integer, primary_key=True, test_needs_autoincrement=True )...
ViewOnlyOverlappingNames
python
django__django
tests/m2o_recursive/tests.py
{ "start": 73, "end": 676 }
class ____(TestCase): @classmethod def setUpTestData(cls): cls.r = Category.objects.create(id=None, name="Root category", parent=None) cls.c = Category.objects.create(id=None, name="Child category", parent=cls.r) def test_m2o_recursive(self): self.assertSequenceEqual(self.r.child_se...
ManyToOneRecursiveTests
python
getsentry__sentry
src/sentry/sentry_metrics/querying/visitors/base.py
{ "start": 292, "end": 1932 }
class ____(ABC, Generic[TVisited]): """ Abstract visitor that defines a visiting behavior of a `QueryExpression`. """ def visit(self, query_expression: QueryExpression) -> TVisited: if isinstance(query_expression, Formula): return self._visit_formula(query_expression) elif i...
QueryExpressionVisitor
python
huggingface__transformers
tests/models/video_llava/test_modeling_video_llava.py
{ "start": 16492, "end": 22969 }
class ____(unittest.TestCase): def setUp(self): self.processor = VideoLlavaProcessor.from_pretrained("LanguageBind/Video-LLaVA-7B-hf") def tearDown(self): cleanup(torch_device, gc_collect=True) @slow @require_bitsandbytes def test_small_model_integration_test(self): # Let' ...
VideoLlavaForConditionalGenerationIntegrationTest
python
huggingface__transformers
src/transformers/testing_utils.py
{ "start": 111421, "end": 149173 }
class ____(UserDict[PackedDeviceProperties, Any]): def get_expectation(self) -> Any: """ Find best matching expectation based on environment device properties. We look at device_type, major and minor versions of the drivers. Expectations are stored as a dictionary with keys of the form ...
Expectations
python
getsentry__sentry-python
sentry_sdk/tracing_utils.py
{ "start": 18103, "end": 40697 }
class ____: """ The W3C Baggage header information (see https://www.w3.org/TR/baggage/). Before mutating a `Baggage` object, calling code must check that `mutable` is `True`. Mutating a `Baggage` object that has `mutable` set to `False` is not allowed, but it is the caller's responsibility to enfor...
Baggage
python
dagster-io__dagster
python_modules/dagster-graphql/dagster_graphql/schema/pipelines/config.py
{ "start": 9383, "end": 9569 }
class ____(graphene.ObjectType): pipeline_name = graphene.NonNull(graphene.String) class Meta: name = "PipelineConfigValidationValid"
GraphenePipelineConfigValidationValid
python
arrow-py__arrow
arrow/locales.py
{ "start": 38481, "end": 40237 }
class ____(SlavicBaseLocale): names = ["ua", "uk", "uk-ua"] past = "{0} тому" future = "за {0}" timeframes: ClassVar[Mapping[TimeFrameLiteral, Union[str, Mapping[str, str]]]] = { "now": "зараз", "second": "секунда", "seconds": "{0} кілька секунд", "minute": "хвилину", ...
UkrainianLocale
python
sqlalchemy__sqlalchemy
examples/space_invaders/space_invaders.py
{ "start": 6740, "end": 7030 }
class ____(EnemyGlyph): """Describe an enemy that's part of the "army".""" __mapper_args__ = {"polymorphic_identity": "army"} def glyph_for_state(self, coord, state): if state["flip"]: return self.alt_data else: return self.data
ArmyGlyph
python
ray-project__ray
python/ray/data/_internal/execution/operators/hash_aggregate.py
{ "start": 3769, "end": 8579 }
class ____(HashShufflingOperatorBase): def __init__( self, data_context: DataContext, input_op: PhysicalOperator, key_columns: Tuple[str], aggregation_fns: Tuple[AggregateFn], *, num_partitions: Optional[int] = None, aggregator_ray_remote_args_override...
HashAggregateOperator
python
huggingface__transformers
src/transformers/models/sam2/modular_sam2.py
{ "start": 2527, "end": 11625 }
class ____(SamImageProcessorFast): resample = PILImageResampling.BILINEAR image_mean = IMAGENET_DEFAULT_MEAN image_std = IMAGENET_DEFAULT_STD size = {"height": 1024, "width": 1024} mask_size = {"height": 256, "width": 256} do_resize = True do_rescale = True do_normalize = True do_con...
Sam2ImageProcessorFast
python
run-llama__llama_index
llama-index-integrations/node_parser/llama-index-node-parser-topic/llama_index/node_parser/topic/base.py
{ "start": 4010, "end": 12422 }
class ____(NodeParser): """Topic Based node parser.""" max_chunk_size: int = Field( default=1000, description="The maximum number of tokens in a chunk.", ) window_size: int = Field( default=5, description="Paragraph sliding window size", ) llm: LLM = Field( ...
TopicNodeParser
python
doocs__leetcode
solution/1100-1199/1157.Online Majority Element In Subarray/Solution.py
{ "start": 136, "end": 1716 }
class ____: def __init__(self, nums): self.nums = nums n = len(nums) self.tr = [Node() for _ in range(n << 2)] self.build(1, 1, n) def build(self, u, l, r): self.tr[u].l, self.tr[u].r = l, r if l == r: self.tr[u].x = self.nums[l - 1] self....
SegmentTree
python
kamyu104__LeetCode-Solutions
Python/hash-divided-string.py
{ "start": 38, "end": 357 }
class ____(object): def stringHash(self, s, k): """ :type s: str :type k: int :rtype: str """ result = (chr(ord('a')+reduce(lambda accu, x: (accu+x)%26, (ord(s[i+j])-ord('a') for j in xrange(k)), 0)) for i in xrange(0, len(s), k)) return "".join(result)
Solution
python
pandas-dev__pandas
pandas/tests/indexes/interval/test_astype.py
{ "start": 336, "end": 2457 }
class ____: """Tests common to IntervalIndex with any subtype""" def test_astype_idempotent(self, index): result = index.astype("interval") tm.assert_index_equal(result, index) result = index.astype(index.dtype) tm.assert_index_equal(result, index) def test_astype_object(s...
AstypeTests
python
doocs__leetcode
solution/0500-0599/0506.Relative Ranks/Solution.py
{ "start": 0, "end": 370 }
class ____: def findRelativeRanks(self, score: List[int]) -> List[str]: n = len(score) idx = list(range(n)) idx.sort(key=lambda x: -score[x]) top3 = ["Gold Medal", "Silver Medal", "Bronze Medal"] ans = [None] * n for i, j in enumerate(idx): ans[j] = top3[i...
Solution
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/flake8_bugbear/B024.py
{ "start": 2341, "end": 2508 }
class ____(ABC): # error (not an abstract attribute) foo: int = 2 # this doesn't actually declare a class variable, it's just an expression
abc_set_class_variable_3
python
Farama-Foundation__Gymnasium
gymnasium/envs/mujoco/half_cheetah_v5.py
{ "start": 233, "end": 16005 }
class ____(MujocoEnv, utils.EzPickle): r""" ## Description This environment is based on the work of P. Wawrzyński in ["A Cat-Like Robot Real-Time Learning to Run"](http://staff.elka.pw.edu.pl/~pwawrzyn/pub-s/0812_LSCLRR.pdf). The HalfCheetah is a 2-dimensional robot consisting of 9 body parts and 8 join...
HalfCheetahEnv
python
django__django
tests/admin_views/models.py
{ "start": 10611, "end": 10711 }
class ____(Title): the_recommender = models.ForeignKey(Recommender, models.CASCADE)
Recommendation
python
pytorch__pytorch
test/distributed/_composable/test_composability/test_2d_composability.py
{ "start": 18279, "end": 21246 }
class ____(DTensorTestBase): def init_model(self, device_type, model_parallel_size=2): torch.manual_seed(0) model = MLPModule(device_type) torch.manual_seed(0) twod_model = MLPModule(device_type) model = DDP(model) # 2-D mesh is [dp, tp] world_size = dist.get...
Test2dFSDP1ParallelIntegration
python
pypa__warehouse
tests/common/db/classifiers.py
{ "start": 129, "end": 215 }
class ____(WarehouseFactory): class Meta: model = Classifier
ClassifierFactory
python
dagster-io__dagster
python_modules/dagster-graphql/dagster_graphql/schema/partition_sets.py
{ "start": 4437, "end": 4648 }
class ____(graphene.ObjectType): runStatus = graphene.NonNull(GrapheneRunStatus) count = graphene.NonNull(graphene.Int) class Meta: name = "PartitionStatusCounts"
GraphenePartitionStatusCounts
python
huggingface__transformers
src/transformers/models/glm46v/video_processing_glm46v.py
{ "start": 2491, "end": 11541 }
class ____(BaseVideoProcessor): resample = PILImageResampling.BICUBIC size = {"shortest_edge": 112 * 112, "longest_edge": 28 * 28 * 2 * 30000} max_image_size = {"longest_edge": 28 * 28 * 2 * 30000} image_mean = OPENAI_CLIP_MEAN image_std = OPENAI_CLIP_STD do_resize = True do_rescale = True ...
Glm46VVideoProcessor
python
doocs__leetcode
lcof2/剑指 Offer II 065. 最短的单词编码/Solution2.py
{ "start": 0, "end": 391 }
class ____: def __init__(self): self.children = [None] * 26 def insert(self, w): node = self pref = True for c in w: idx = ord(c) - ord("a") if node.children[idx] is None: node.children[idx] = Trie() pref = False ...
Trie
python
pytorch__pytorch
torch/testing/_internal/common_device_type.py
{ "start": 51283, "end": 54875 }
class ____(skipIf): def __init__(self, dep, reason): device_type = torch._C._get_privateuse1_backend_name() super().__init__(dep, reason, device_type=device_type) def _has_sufficient_memory(device, size): device_ = torch.device(device) device_type = device_.type if device_type in ["cud...
skipPRIVATEUSE1If
python
Farama-Foundation__Gymnasium
gymnasium/envs/box2d/bipedal_walker.py
{ "start": 27828, "end": 28274 }
class ____: def __init__(self): raise error.Error( "Error initializing BipedalWalkerHardcore Environment.\n" "Currently, we do not support initializing this mode of environment by calling the class directly.\n" "To use this environment, instead create it by specifying the...
BipedalWalkerHardcore
python
PrefectHQ__prefect
src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py
{ "start": 96764, "end": 97109 }
class ____(sgqlc.types.Input): """ See source code for more info. """ __schema__ = graphql_schema __field_names__ = ("ref_id", "client_mutation_id") ref_id = sgqlc.types.Field(sgqlc.types.non_null(ID), graphql_name="refId") client_mutation_id = sgqlc.types.Field(String, graphql_name="client...
DeleteRefInput
python
pytorch__pytorch
torch/_dynamo/testing.py
{ "start": 8018, "end": 8982 }
class ____: def __init__(self, backend: str) -> None: self.frame_count: Union[int, CompileCounterInt] = 0 self.backend = backend self.graphs: list[torch.fx.GraphModule] = [] self.clear() def __call__( self, gm: torch.fx.GraphModule, example_inputs: list[torch.Tensor] ...
CompileCounterWithBackend
python
charliermarsh__ruff
crates/ruff_linter/resources/test/fixtures/ruff/RUF033.py
{ "start": 1203, "end": 1298 }
class ____: def __post_init__(self, bar: int = (x := 1)) -> None: pass @dataclass
Foo
python
django__django
tests/staticfiles_tests/test_finders.py
{ "start": 288, "end": 967 }
class ____: """ Base finder test mixin. On Windows, sometimes the case of the path we ask the finders for and the path(s) they find can differ. Compare them using os.path.normcase() to avoid false negatives. """ def test_find_first(self): src, dst = self.find_first found = ...
TestFinders
python
ansible__ansible
lib/ansible/utils/unsafe_proxy.py
{ "start": 937, "end": 2166 }
class ____(str): def __new__(cls, value): return TrustedAsTemplate.untag(value) def _wrap_dict(v): return dict((wrap_var(k), wrap_var(item)) for k, item in v.items()) def _wrap_sequence(v): """Wraps a sequence with unsafe, not meant for strings, primarily ``tuple`` and ``list`` """ v...
NativeJinjaUnsafeText
python
apache__airflow
airflow-e2e-tests/tests/airflow_e2e_tests/remote_log_tests/test_remote_logging.py
{ "start": 971, "end": 3955 }
class ____: airflow_client = AirflowClient() dag_id = "example_xcom_test" task_count = 6 retry_interval_in_seconds = 1 max_retries = 5 def test_dag_unpause(self): self.airflow_client.un_pause_dag( TestRemoteLogging.dag_id, ) def test_remote_logging_s3(self): ...
TestRemoteLogging
python
django__django
tests/sitemaps_tests/urls/http.py
{ "start": 2612, "end": 2980 }
class ____(Sitemap): """All items have `lastmod`.""" location = "/location/" def items(self): o1 = TestModel() o1.lastmod = datetime(2013, 3, 13, 10, 0, 0) o2 = TestModel() o2.lastmod = datetime(2014, 3, 13, 10, 0, 0) return [o1, o2] def lastmod(self, obj): ...
CallableLastmodFullSitemap
python
huggingface__transformers
src/transformers/models/gemma/modular_gemma.py
{ "start": 10253, "end": 10592 }
class ____(LlamaPreTrainedModel): @torch.no_grad() def _init_weights(self, module): PreTrainedModel._init_weights(self, module) # We initialize with 0s to be 1 centered as the RMSNorm here does (1 + weight) if "RMSNorm" in module.__class__.__name__: init.zeros_(module.weight)...
GemmaPreTrainedModel
python
automl__auto-sklearn
test/test_pipeline/test_create_searchspace_util_classification.py
{ "start": 821, "end": 6534 }
class ____(unittest.TestCase): _multiprocess_can_split_ = True def test_get_match_array_sparse_and_dense(self): # preproc is empty preprocessors = OrderedDict() preprocessors["pca"] = PCA classifiers = OrderedDict() classifiers["lda"] = LDA # Sparse + dense ...
TestCreateClassificationSearchspace
python
google__pytype
pytype/tests/test_recovery1.py
{ "start": 79, "end": 3777 }
class ____(test_base.BaseTest): """Tests for recovering after errors. The type inferencer can warn about bad code, but it should never blow up. These tests check that we don't faceplant when we encounter difficult code. """ def test_bad_subtract(self): ty = self.Infer( """ def f(): ...
RecoveryTests
python
celery__celery
t/integration/test_loader.py
{ "start": 104, "end": 1352 }
class ____: def test_autodiscovery__when_packages_exist(self, manager): # Arrange expected_package_name, _, module_name = __name__.rpartition('.') unexpected_package_name = 'datetime.datetime' # Act manager.app.autodiscover_tasks([expected_package_name, unexpected_package_na...
test_loader
python
sympy__sympy
sympy/functions/special/error_functions.py
{ "start": 42483, "end": 47256 }
class ____(DefinedFunction): r""" The classical logarithmic integral. Explanation =========== For use in SymPy, this function is defined as .. math:: \operatorname{li}(x) = \int_0^x \frac{1}{\log(t)} \mathrm{d}t \,. Examples ======== >>> from sympy import I, oo, li >>> from ...
li
python
microsoft__pyright
packages/pyright-internal/src/tests/samples/super1.py
{ "start": 1482, "end": 1555 }
class ____(Generic[T]): def __init__(self, val: T): pass
ClassF
python
facebookresearch__faiss
tests/test_index_composite.py
{ "start": 2010, "end": 7214 }
class ____(unittest.TestCase): def do_merge_then_remove(self, ondisk): d = 10 nb = 1000 nq = 200 nt = 200 xt, xb, xq = get_dataset_2(d, nt, nb, nq) quantizer = faiss.IndexFlatL2(d) index1 = faiss.IndexIVFFlat(quantizer, d, 20) index1.train(xt) ...
TestRemove
python
pennersr__django-allauth
allauth/mfa/base/forms.py
{ "start": 1273, "end": 1428 }
class ____(BaseAuthenticateForm): def save(self): post_authentication(context.request, self.authenticator, reauthenticated=True)
ReauthenticateForm
python
tensorflow__tensorflow
tensorflow/python/distribute/tpu_values.py
{ "start": 14386, "end": 16682 }
class ____(TPUVariableMixin, values.SyncOnReadVariable): """Holds a map from replica to variables whose values are reduced on save.""" def assign_sub(self, *args, **kwargs): if tpu_util.enclosing_tpu_context() is None: return values.SyncOnReadVariable.assign_sub(self, *args, **kwargs) else: ret...
TPUSyncOnReadVariable
python
docker__docker-py
tests/integration/api_config_test.py
{ "start": 165, "end": 2818 }
class ____(BaseAPIIntegrationTest): @classmethod def setup_class(cls): client = cls.get_client_instance() force_leave_swarm(client) cls._init_swarm(client) @classmethod def teardown_class(cls): client = cls.get_client_instance() force_leave_swarm(client) def...
ConfigAPITest
python
doocs__leetcode
solution/1800-1899/1857.Largest Color Value in a Directed Graph/Solution.py
{ "start": 0, "end": 929 }
class ____: def largestPathValue(self, colors: str, edges: List[List[int]]) -> int: n = len(colors) indeg = [0] * n g = defaultdict(list) for a, b in edges: g[a].append(b) indeg[b] += 1 q = deque() dp = [[0] * 26 for _ in range(n)] for ...
Solution
python
python-jsonschema__jsonschema
jsonschema/_utils.py
{ "start": 125, "end": 923 }
class ____(MutableMapping): """ Dictionary which uses normalized URIs as keys. """ def normalize(self, uri): return urlsplit(uri).geturl() def __init__(self, *args, **kwargs): self.store = dict() self.store.update(*args, **kwargs) def __getitem__(self, uri): re...
URIDict
python
cython__cython
Cython/Compiler/UFuncs.py
{ "start": 807, "end": 1328 }
class ____: """ Everything related to defining an input/output argument for a ufunc type - PyrexType type_constant - str such as "NPY_INT8" representing numpy dtype constants injected_typename - str representing a name that can be used to look up the type in Cython code ...
_ArgumentInfo
python
weaviate__weaviate-python-client
weaviate/collections/classes/config.py
{ "start": 71446, "end": 71717 }
class ____(_ConfigCreateModel): name: str @field_validator("name") def check_name(cls, v: str) -> str: if v in ["id", "vector"]: raise ValueError(f"Property name '{v}' is reserved and cannot be used") return v
_ReferencePropertyBase
python
charliermarsh__ruff
crates/ruff_python_formatter/resources/test/fixtures/ruff/statement/class_definition.py
{ "start": 985, "end": 1046 }
class ____[T]: # trailing comment pass
TestTrailingComment3
python
PyCQA__isort
tests/unit/profiles/test_django.py
{ "start": 3687, "end": 3741 }
class ____(OSError): pass""" )
UnreadablePostError
python
mozilla__bleach
tests/test_parse_shim.py
{ "start": 117, "end": 4149 }
class ____: scheme: str = "" netloc: str = "" path: str = "" params: str = "" query: str = "" fragment: str = "" # Tests from # https://github.com/web-platform-tests/wpt/blob/master/url/resources/urltestdata.json # commit ee566de4c5c65d7e8af8b2500f9b85a646ffeaa5 @pytest.mark.parametrize( ...
ParseResult
python
sqlalchemy__sqlalchemy
test/dialect/postgresql/test_types.py
{ "start": 55555, "end": 56865 }
class ____(fixtures.TestBase): __only_on__ = "postgresql" __sparse_driver_backend__ = True @testing.fixture() def scalar(self, connection): def go(expression): return connection.scalar(select(expression)) return go def test_cast_name(self, scalar): eq_(scalar(c...
RegClassTest
python
doocs__leetcode
solution/3200-3299/3201.Find the Maximum Length of Valid Subsequence I/Solution.py
{ "start": 0, "end": 345 }
class ____: def maximumLength(self, nums: List[int]) -> int: k = 2 f = [[0] * k for _ in range(k)] ans = 0 for x in nums: x %= k for j in range(k): y = (j - x + k) % k f[x][y] = f[y][x] + 1 ans = max(ans, f[x][y]...
Solution
python
numba__numba
numba/core/rewrites/static_getitem.py
{ "start": 5349, "end": 6624 }
class ____(Rewrite): """ Rewrite IR statements of the kind `setitem(target=arr, index=$constXX, ...)` where `$constXX` is a known constant as `static_setitem(target=arr, index=<constant value>, ...)`. """ def match(self, func_ir, block, typemap, calltypes): self.setitems = setitems = {}...
RewriteConstSetitems
python
pallets__click
src/click/testing.py
{ "start": 2050, "end": 2799 }
class ____: """Mixes `<stdout>` and `<stderr>` streams. The result is available in the ``output`` attribute. .. versionadded:: 8.2 """ def __init__(self) -> None: self.output: io.BytesIO = io.BytesIO() self.stdout: io.BytesIO = BytesIOCopy(copy_to=self.output) self.stderr:...
StreamMixer
python
pytorch__pytorch
torch/testing/_internal/jit_utils.py
{ "start": 2304, "end": 3084 }
class ____: """ A context manager that is useful for checking that error messages highlight the correct part of the source code. """ def __init__(self, test_case, exception, regex, highlight): self.test_case = test_case self.exception_type = exception self.regex = regex ...
_AssertRaisesRegexWithHighlightContext
python
tiangolo__fastapi
docs_src/sql_databases/tutorial002_an_py39.py
{ "start": 504, "end": 2604 }
class ____(HeroBase): name: Union[str, None] = None age: Union[int, None] = None secret_name: Union[str, None] = None sqlite_file_name = "database.db" sqlite_url = f"sqlite:///{sqlite_file_name}" connect_args = {"check_same_thread": False} engine = create_engine(sqlite_url, connect_args=connect_args) d...
HeroUpdate
python
ansible__ansible
lib/ansible/module_utils/facts/system/service_mgr.py
{ "start": 1375, "end": 6666 }
class ____(BaseFactCollector): name = 'service_mgr' _fact_ids = set() # type: t.Set[str] required_facts = set(['platform', 'distribution']) @staticmethod def is_systemd_managed(module): # tools must be installed if module.get_bin_path('systemctl'): # this should show i...
ServiceMgrFactCollector
python
django__django
django/utils/safestring.py
{ "start": 653, "end": 2178 }
class ____(str, SafeData): """ A str subclass that has been specifically marked as "safe" for HTML output purposes. """ __slots__ = () def __add__(self, rhs): """ Concatenating a safe string with another safe bytestring or safe string is safe. Otherwise, the result is n...
SafeString
python
PrefectHQ__prefect
src/prefect/server/events/schemas/automations.py
{ "start": 21199, "end": 21849 }
class ____(ORMBaseModel, AutomationCore, extra="ignore"): def __init__(self, *args: Any, **kwargs: Any): super().__init__(*args, **kwargs) self.trigger._set_parent(self) @classmethod def model_validate( cls: type[Self], obj: Any, *, strict: bool | None = None...
Automation
python
getsentry__sentry
tests/sentry/api/endpoints/test_rule_snooze.py
{ "start": 426, "end": 914 }
class ____(APITestCase): def setUp(self) -> None: self.issue_alert_rule = Rule.objects.create( label="test rule", project=self.project, owner_team_id=self.team.id, ) self.metric_alert_rule = self.create_alert_rule( organization=self.project.org...
BaseRuleSnoozeTest
python
great-expectations__great_expectations
tests/integration/sql_session_manager.py
{ "start": 1329, "end": 4264 }
class ____: POOL_CONFIG = PoolConfig( poolclass=QueuePool, pool_size=2, max_overflow=3, pool_recycle=5400, # 1.5 hours pool_timeout=30, # 30 seconds pool_pre_ping=True, ) def __init__(self): # It's ok to use ConnectionDetails as the key since that c...
SessionSQLEngineManager
python
allegroai__clearml
clearml/automation/optimization.py
{ "start": 11290, "end": 39893 }
class ____(object): """ The base search strategy class. Inherit this class to implement your custom strategy. """ _tag = "optimization" _job_class: ClearmlJob = ClearmlJob def __init__( self, base_task_id: str, hyper_parameters: Sequence[Parameter], objective_me...
SearchStrategy
python
PrefectHQ__prefect
src/prefect/client/schemas/responses.py
{ "start": 16508, "end": 16678 }
class ____(PrefectBaseModel): model_config: ClassVar[ConfigDict] = ConfigDict(extra="ignore") id: UUID name: str limit: int
MinimalConcurrencyLimitResponse
python
huggingface__transformers
src/transformers/models/blip_2/modeling_blip_2.py
{ "start": 3338, "end": 5399 }
class ____(ModelOutput): r""" loss (`torch.FloatTensor` of shape `(1,)`, *optional*, returned when `return_loss` is `True`): Contrastive loss for image-text similarity. logits_per_image (`torch.FloatTensor` of shape `(image_batch_size, text_batch_size)`): The scaled dot product scores betwee...
Blip2ImageTextMatchingModelOutput
python
pytorch__pytorch
torch/ao/nn/intrinsic/qat/modules/conv_fused.py
{ "start": 18484, "end": 20301 }
class ____(nnqat.Conv1d, nni._FusedModule): r"""A ConvReLU1d module is a fused module of Conv1d and ReLU, attached with FakeQuantize modules for weight for quantization aware training. We combined the interface of :class:`~torch.nn.Conv1d` and :class:`~torch.nn.BatchNorm1d`. Attributes: ...
ConvReLU1d
python
pytorch__pytorch
test/distributed/tensor/debug/test_comm_mode_features.py
{ "start": 731, "end": 12093 }
class ____(DTensorTestBase): # checks if parameter / sharding info is the same as ground truth def check_same_set_of_keys(self, dict1, dict2): """ Used to ensure the comm_mode parameter/sharding dictionaries contain the same information produced by the ground truth """ di...
TestCommModeFeatures
python
coleifer__peewee
tests/models.py
{ "start": 148041, "end": 150942 }
class ____(PGOnConflictTests, ModelTestCase): @requires_postgresql @requires_models(UKV) def test_conflict_target_constraint(self): u1 = UKV.create(key='k1', value='v1') u2 = UKV.create(key='k2', value='v2') ret = (UKV.insert(key='k1', value='v1', extra='e1') .on_conf...
TestUpsertPostgresql
python
sympy__sympy
sympy/functions/combinatorial/numbers.py
{ "start": 70493, "end": 71753 }
class ____(DefinedFunction): r""" Calculate the Euler totient function phi(n) ``totient(n)`` or `\phi(n)` is the number of positive integers `\leq` n that are relatively prime to n. Examples ======== >>> from sympy.functions.combinatorial.numbers import totient >>> totient(1) 1 ...
totient
python
huggingface__transformers
src/transformers/models/flava/modeling_flava.py
{ "start": 31794, "end": 32379 }
class ____(nn.Module): def __init__(self, config: FlavaPossibleConfigs): super().__init__() self.dense = nn.Linear(config.hidden_size, config.hidden_size) self.activation = nn.Tanh() def forward(self, hidden_states: torch.Tensor): # We "pool" the model by simply taking the hidde...
FlavaPooler
python
run-llama__llama_index
llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/llama_index/vector_stores/lindorm/base.py
{ "start": 909, "end": 27744 }
class ____: """ Object encapsulating an Lindorm index that has vector search enabled. If the index does not yet exist, it is created during init. Therefore, the underlying index is assumed to either: 1) not exist yet or 2) be created due to previous usage of this class. Two index types are ava...
LindormVectorClient
python
dask__dask
dask/tests/test_utils.py
{ "start": 20540, "end": 24958 }
class ____: pass def test_typename_on_instances(): instance = MyType() assert typename(instance) == typename(MyType) def test_cached_cumsum(): a = (1, 2, 3, 4) x = cached_cumsum(a) y = cached_cumsum(a, initial_zero=True) assert x == (1, 3, 6, 10) assert y == (0, 1, 3, 6, 10) def te...
MyType
python
anthropics__anthropic-sdk-python
tests/lib/streaming/test_partial_json.py
{ "start": 427, "end": 6284 }
class ____: def test_trailing_strings_mode_header(self) -> None: """Test behavior differences with and without the beta header for JSON parsing.""" message = ParsedBetaMessage( id="msg_123", type="message", role="assistant", content=[ B...
TestPartialJson
python
PyCQA__pylint
tests/functional/t/too/too_many_ancestors_ignored_parents.py
{ "start": 585, "end": 621 }
class ____(D, E): """3 parents"""
B
python
sqlalchemy__sqlalchemy
lib/sqlalchemy/dialects/postgresql/asyncpg.py
{ "start": 9015, "end": 9083 }
class ____(sqltypes.String): render_bind_cast = True
AsyncpgString
python
numpy__numpy
numpy/_core/tests/test_umath.py
{ "start": 58751, "end": 59528 }
class ____: def test_exp_values(self): x = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024] y = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10] for dt in ['f', 'd', 'g']: log2_ = 0.69314718055994530943 xf = np.array(x, dtype=dt) yf = np.array(y, dtype=dt) * log2_ ...
TestExp
python
pytorch__pytorch
torch/_inductor/codegen/cutedsl/cutedsl_template.py
{ "start": 654, "end": 4933 }
class ____(KernelTemplate): """Template for generating CuteDSL (CUTLASS Python DSL) kernels.""" kernel_type: type[Any] = CuteDSLTemplateKernel index_counter = itertools.count() all_templates: dict[str, "CuteDSLTemplate"] = {} def __init__( self, name: str, source: str, ...
CuteDSLTemplate
python
pytorch__pytorch
torch/_dynamo/variables/misc.py
{ "start": 74656, "end": 74741 }
class ____(ConstantLikeVariable): _error_prefix = "re.Pattern"
RegexPatternVariable
python
huggingface__transformers
src/transformers/models/patchtsmixer/modeling_patchtsmixer.py
{ "start": 24605, "end": 31230 }
class ____(nn.Module): """Pretraining head. Args: config (`PatchTSMixerConfig`): Configuration. """ def __init__(self, config: PatchTSMixerConfig): super().__init__() self.dropout_layer = nn.Dropout(config.head_dropout) self.base_pt_block = nn.Linear(config...
PatchTSMixerPretrainHead
python
gevent__gevent
src/gevent/tests/test__socket_dns.py
{ "start": 19029, "end": 20294 }
class ____(TestCase): NORMALIZE_GHBA_IGNORE_ALIAS = True def __normalize_name(self, result): if (RESOLVER_ARES or RESOLVER_DNSPYTHON) and isinstance(result, tuple): # The system resolver can return the FQDN, in the first result, # when given certain configurations. But c-ares an...
TestHostname
python
joke2k__faker
tests/providers/test_person.py
{ "start": 61553, "end": 62068 }
class ____(unittest.TestCase): def setUp(self): self.fake = Faker("ta_IN") Faker.seed(0) def test_gender_first_names(self): """simple test to verify that we are pulling gender specific names""" name = self.fake.first_name_female() assert name in TaINProvider.first_names_...
TestTaIN
python
Netflix__metaflow
metaflow/exception.py
{ "start": 1275, "end": 1841 }
class ____(Exception): headline = "Flow failed" def __init__(self, msg="", lineno=None, source_file=None): self.message = msg self.line_no = lineno self.source_file = source_file super(MetaflowException, self).__init__() def __str__(self): prefix = "" if sel...
MetaflowException
python
getsentry__sentry
src/sentry/dynamic_sampling/tasks/boost_low_volume_transactions.py
{ "start": 11970, "end": 24271 }
class ____: """ Fetch transactions for all orgs and all projects with pagination orgs and projects with count per root project org_ids: the orgs for which the projects & transactions should be returned large_transactions: if True it returns transactions with the largest count ...
FetchProjectTransactionVolumes
python
pikepdf__pikepdf
src/pikepdf/form.py
{ "start": 25864, "end": 27311 }
class ____(AppearanceStreamGenerator): """Basic appearance stream generator using QPDF's default algorithm. It is thus subject to all the same `limitations <https://qpdf.readthedocs.io/en/stable/cli.html#option-generate-appearances>`_. Briefly summarized, these limitations are: * Cannot generate ...
DefaultAppearanceStreamGenerator
python
openai__openai-python
src/openai/types/responses/file_search_tool_param.py
{ "start": 817, "end": 1404 }
class ____(TypedDict, total=False): hybrid_search: RankingOptionsHybridSearch """ Weights that control how reciprocal rank fusion balances semantic embedding matches versus sparse keyword matches when hybrid search is enabled. """ ranker: Literal["auto", "default-2024-11-15"] """The ranker ...
RankingOptions
python
matplotlib__matplotlib
lib/matplotlib/scale.py
{ "start": 6152, "end": 7348 }
class ____(ScaleBase): """ The default linear scale. """ name = 'linear' @_make_axis_parameter_optional def __init__(self, axis): # This method is present only to prevent inheritance of the base class' # constructor docstring, which would otherwise end up interpolated into ...
LinearScale
python
prompt-toolkit__python-prompt-toolkit
src/prompt_toolkit/input/vt100_parser.py
{ "start": 1077, "end": 1927 }
class ____(Dict[str, bool]): """ Dictionary that maps input sequences to a boolean indicating whether there is any key that start with this characters. """ def __missing__(self, prefix: str) -> bool: # (hard coded) If this could be a prefix of a CPR response, return # True. ...
_IsPrefixOfLongerMatchCache
python
altair-viz__altair
altair/vegalite/v6/schema/channels.py
{ "start": 435552, "end": 437502 }
class ____(ValueChannelMixin, core.OrderValueDef): """ OrderValue schema wrapper. Parameters ---------- value : dict, float, :class:`ExprRef` A constant value in visual domain (e.g., ``"red"`` / ``"#0099ff"`` / `gradient definition <https://vega.github.io/vega-lite/docs/types.html#g...
OrderValue
python
joke2k__faker
tests/providers/test_person.py
{ "start": 6536, "end": 8420 }
class ____(unittest.TestCase): """Tests for az_AZ locale person provider""" def setUp(self): self.fake = Faker("az") Faker.seed(0) def test_first_name(self): # General first name name = self.fake.first_name() assert name self.assertIsInstance(name, str) ...
TestAzAz
python
paramiko__paramiko
paramiko/_winapi.py
{ "start": 1454, "end": 3634 }
class ____(builtins.WindowsError): """more info about errors at http://msdn.microsoft.com/en-us/library/ms681381(VS.85).aspx""" def __init__(self, value=None): if value is None: value = ctypes.windll.kernel32.GetLastError() strerror = format_system_message(value) args = ...
WindowsError
python
python-markdown__markdown
tests/test_meta.py
{ "start": 74, "end": 921 }
class ____(unittest.TestCase): def test_get_version(self): """Test that _get_version formats __version_info__ as required by PEP 440.""" self.assertEqual(_get_version((1, 1, 2, 'dev', 0)), "1.1.2.dev0") self.assertEqual(_get_version((1, 1, 2, 'alpha', 1)), "1.1.2a1") self.assertEqu...
TestVersion
python
scrapy__scrapy
tests/test_spidermiddleware_referer.py
{ "start": 23876, "end": 24003 }
class ____(MixinDefault, TestRefererMiddleware): req_meta = {"referrer_policy": POLICY_SCRAPY_DEFAULT}
TestRequestMetaDefault
python
jazzband__django-simple-history
simple_history/tests/tests/test_models.py
{ "start": 101795, "end": 102432 }
class ____(TestCase): def setUp(self): self.model = ModelWithSingleNoDBIndexUnique self.history_model = self.model.history.model def test_unique_field_index(self): # Ending up with deferred fields (dont know why), using work around self.assertTrue(self.model._meta.get_field("nam...
ModelWithSingleNoDBIndexUniqueTest
python
sqlalchemy__sqlalchemy
test/orm/declarative/test_tm_future_annotations.py
{ "start": 5162, "end": 12829 }
class ____(_MappedColumnTest): def test_fully_qualified_mapped_name(self, decl_base): """test #8853, regression caused by #8759 ;) See same test in test_abs_import_only """ class Foo(decl_base): __tablename__ = "foo" id: sqlalchemy.orm.Mapped[int] = mappe...
MappedColumnTest
python
sqlalchemy__sqlalchemy
test/engine/test_logging.py
{ "start": 20235, "end": 23395 }
class ____(fixtures.TestBase): def setup_test(self): self.existing_level = logging.getLogger("sqlalchemy.pool").level self.buf = logging.handlers.BufferingHandler(100) for log in [logging.getLogger("sqlalchemy.pool")]: log.addHandler(self.buf) def teardown_test(self): ...
PoolLoggingTest
python
graphql-python__graphene
graphene/types/tests/test_scalar.py
{ "start": 8439, "end": 10292 }
class ____: def test_query(self): """ Test that a normal query works. """ result = schema.execute('{ optional { string(input: "something something") } }') assert not result.errors assert result.data == {"optional": {"string": "something something"}} result = ...
TestString
python
pallets__click
src/click/core.py
{ "start": 101764, "end": 128873 }
class ____(Parameter): """Options are usually optional values on the command line and have some extra features that arguments don't have. All other parameters are passed onwards to the parameter constructor. :param show_default: Show the default value for this option in its help text. Values a...
Option
python
apache__airflow
providers/amazon/src/airflow/providers/amazon/aws/operators/eventbridge.py
{ "start": 6717, "end": 8567 }
class ____(AwsBaseOperator[EventBridgeHook]): """ Enable an EventBridge Rule. .. seealso:: For more information on how to use this operator, take a look at the guide: :ref:`howto/operator:EventBridgeEnableRuleOperator` :param name: the name of the rule to enable :param event_bus_na...
EventBridgeEnableRuleOperator