language stringclasses 1
value | repo stringclasses 346
values | path stringlengths 6 201 | class_span dict | source stringlengths 21 2.38M | target stringlengths 1 96 |
|---|---|---|---|---|---|
python | GoogleCloudPlatform__python-docs-samples | appengine/standard/hello_world/main.py | {
"start": 593,
"end": 847
} | class ____(webapp2.RequestHandler):
def get(self):
self.response.headers["Content-Type"] = "text/plain"
self.response.write("Hello, World!")
app = webapp2.WSGIApplication(
[
("/", MainPage),
],
debug=True,
)
| MainPage |
python | django__django | tests/admin_registration/models.py | {
"start": 356,
"end": 572
} | class ____(models.Model):
pk = models.CompositePrimaryKey("traveler", "place")
traveler = models.ForeignKey(Traveler, on_delete=models.CASCADE)
place = models.ForeignKey(Place, on_delete=models.CASCADE)
| Guest |
python | spack__spack | lib/spack/spack/spec.py | {
"start": 7420,
"end": 23046
} | class ____:
"""Aggregate the target platform, the operating system and the target microarchitecture."""
ANY_TARGET = _make_microarchitecture("*")
@staticmethod
def default_arch():
"""Return the default architecture"""
platform = spack.platforms.host()
default_os = platform.defa... | ArchSpec |
python | PrefectHQ__prefect | tests/server/schemas/test_actions.py | {
"start": 11746,
"end": 13716
} | class ____:
@pytest.mark.parametrize(
"template",
[
{
"job_configuration": {"thing_one": "{{ expected_variable }}"},
"variables": {
"properties": {"wrong_variable": {}},
"required": [],
},
... | TestWorkPoolCreate |
python | rq__rq | rq/job.py | {
"start": 71776,
"end": 72366
} | class ____:
def __init__(self, func: Union[str, Callable[..., Any]], timeout: Optional[Any] = None):
if not isinstance(func, str) and not inspect.isfunction(func) and not inspect.isbuiltin(func):
raise ValueError('Callback `func` must be a string or function')
self.func = func
s... | Callback |
python | html5lib__html5lib-python | html5lib/serializer.py | {
"start": 3623,
"end": 15668
} | class ____(object):
# attribute quoting options
quote_attr_values = "legacy" # be secure by default
quote_char = '"'
use_best_quote_char = True
# tag syntax options
omit_optional_tags = True
minimize_boolean_attributes = True
use_trailing_solidus = False
space_before_trailing_soli... | HTMLSerializer |
python | huggingface__transformers | src/transformers/models/owlvit/modeling_owlvit.py | {
"start": 39184,
"end": 41074
} | class ____(OwlViTPreTrainedModel):
config: OwlViTVisionConfig
main_input_name = "pixel_values"
input_modalities = ("image",)
def __init__(self, config: OwlViTVisionConfig):
super().__init__(config)
self.vision_model = OwlViTVisionTransformer(config)
# Initialize weights and appl... | OwlViTVisionModel |
python | huggingface__transformers | tests/models/blip/test_image_processing_blip.py | {
"start": 2952,
"end": 4083
} | class ____(ImageProcessingTestMixin, unittest.TestCase):
image_processing_class = BlipImageProcessor if is_vision_available() else None
fast_image_processing_class = BlipImageProcessorFast if is_torchvision_available() else None
def setUp(self):
super().setUp()
self.image_processor_tester =... | BlipImageProcessingTest |
python | ansible__ansible | test/lib/ansible_test/_internal/commands/integration/cloud/hcloud.py | {
"start": 2148,
"end": 3007
} | class ____(CloudEnvironment):
"""Hetzner Cloud cloud environment plugin. Updates integration test environment after delegation."""
def get_environment_config(self) -> CloudEnvironmentConfig:
"""Return environment configuration for use in the test environment after delegation."""
parser = config... | HcloudCloudEnvironment |
python | ansible__ansible | test/integration/targets/collections/test_task_resolved_plugin/action_plugins/legacy_action.py | {
"start": 178,
"end": 348
} | class ____(ActionBase):
TRANSFERS_FILES = False
_VALID_ARGS = frozenset()
def run(self, tmp=None, task_vars=None):
return {'changed': False}
| ActionModule |
python | airbytehq__airbyte | airbyte-integrations/connectors/source-github/source_github/github_schema.py | {
"start": 78555,
"end": 79232
} | class ____(sgqlc.types.Enum):
"""Emojis that can be attached to Issues, Pull Requests and Comments.
Enumeration Choices:
* `CONFUSED`: Represents the `:confused:` emoji.
* `EYES`: Represents the `:eyes:` emoji.
* `HEART`: Represents the `:heart:` emoji.
* `HOORAY`: Represents the `:hooray:` em... | ReactionContent |
python | allegroai__clearml | clearml/backend_api/services/v2_23/tasks.py | {
"start": 535802,
"end": 536919
} | class ____(Response):
"""
Response of tasks.update_batch endpoint.
:param updated: Number of tasks updated (0 or 1)
:type updated: int
"""
_service = "tasks"
_action = "update_batch"
_version = "2.23"
_schema = {
"definitions": {},
"properties": {
"upda... | UpdateBatchResponse |
python | PyCQA__pylint | tests/functional/i/invalid/invalid_getnewargs/invalid_getnewargs_returned.py | {
"start": 351,
"end": 483
} | class ____:
"""__getnewargs__ returns <type 'tuple'>"""
def __getnewargs__(self):
return tuple()
| SecondGoodGetNewArgs |
python | PrefectHQ__prefect | src/integrations/prefect-github/prefect_github/schemas/graphql_schema.py | {
"start": 142403,
"end": 142820
} | 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(SponsorshipNewsletterOrderField), graphql_name="field"
)
direction = sgqlc.types.Field(
... | SponsorshipNewsletterOrder |
python | tensorflow__tensorflow | tensorflow/tools/compatibility/tf_upgrade.py | {
"start": 839,
"end": 9035
} | class ____(ast_edits.APIChangeSpec):
"""List of maps that describe what changed in the API."""
def __init__(self):
# Maps from a function name to a dictionary that describes how to
# map from an old argument keyword to the new argument keyword.
self.function_keyword_renames = {
"tf.batch_matmul... | TFAPIChangeSpec |
python | numba__numba | numba/cuda/tests/cudapy/test_vectorize.py | {
"start": 1385,
"end": 9248
} | class ____(CUDATestCase):
# Presumably chosen as an odd number unlikely to coincide with the total
# thread count, and large enough to ensure a significant number of blocks
# are used.
N = 1000001
def test_scalar(self):
@vectorize(signatures, target='cuda')
def vector_add(a, b):
... | TestCUDAVectorize |
python | coleifer__peewee | tests/pwiz_integration.py | {
"start": 3472,
"end": 4383
} | class ____(BasePwizTestCase):
requires = [User, Note, Category]
def test_print_models(self):
with capture_output() as output:
print_models(self.introspector)
self.assertEqual(output.data.strip(), EXPECTED)
def test_print_header(self):
cmdline = '-i -e sqlite %s' % db.d... | TestPwiz |
python | has2k1__plotnine | plotnine/scales/scale_color.py | {
"start": 6919,
"end": 7069
} | class ____(scale_color_desaturate):
"""
Create a desaturated color gradient
"""
_aesthetics = ["fill"]
@dataclass
| scale_fill_desaturate |
python | pypa__setuptools | setuptools/_distutils/tests/test_text_file.py | {
"start": 239,
"end": 3460
} | class ____(support.TempdirManager):
def test_class(self):
# old tests moved from text_file.__main__
# so they are really called by the buildbots
# result 1: no fancy options
result1 = [
'# test file\n',
'\n',
'line 3 \\\n',
'# interven... | TestTextFile |
python | facebook__pyre-check | client/tests/coverage_data_tests.py | {
"start": 28241,
"end": 37663
} | class ____(testslide.TestCase):
maxDiff = 2000
def _assert_suppressions(
self, source: str, expected: Sequence[TypeErrorSuppression]
) -> None:
source_module = parse_code(
source.replace("PYRE_FIXME", "pyre-fixme")
.replace("PYRE_IGNORE", "pyre-ignore")
.... | SuppressionCollectorTest |
python | fastai__fastai | fastai/layers.py | {
"start": 25302,
"end": 25598
} | class ____(Module):
def forward(self, x): return MishJitAutoFn.apply(x)
# %% ../nbs/01_layers.ipynb 165
Mish = nn.Mish
Swish = nn.SiLU
# %% ../nbs/01_layers.ipynb 166
for o in swish,Swish,SwishJit,mish,Mish,MishJit: o.__default_init__ = kaiming_uniform_
# %% ../nbs/01_layers.ipynb 169
| MishJit |
python | gevent__gevent | src/greentest/3.13/test_selectors.py | {
"start": 1382,
"end": 15395
} | class ____:
def make_socketpair(self):
rd, wr = socketpair()
self.addCleanup(rd.close)
self.addCleanup(wr.close)
return rd, wr
def test_register(self):
s = self.SELECTOR()
self.addCleanup(s.close)
rd, wr = self.make_socketpair()
key = s.registe... | BaseSelectorTestCase |
python | huggingface__transformers | src/transformers/models/maskformer/modeling_maskformer_swin.py | {
"start": 20560,
"end": 25549
} | class ____(nn.Module):
def __init__(self, config, dim, input_resolution, num_heads, drop_path_rate=0.0, shift_size=0):
super().__init__()
self.shift_size = shift_size
self.window_size = config.window_size
self.input_resolution = input_resolution
self.layernorm_before = nn.Lay... | MaskFormerSwinLayer |
python | encode__django-rest-framework | tests/test_versioning.py | {
"start": 514,
"end": 650
} | class ____(APIView):
def get(self, request, *args, **kwargs):
return Response({'version': request.version})
| RequestVersionView |
python | apache__airflow | devel-common/src/sphinx_exts/operators_and_hooks_ref.py | {
"start": 20010,
"end": 23957
} | class ____(BaseJinjaReferenceDirective):
"""Generate list of auth managers"""
def render_content(
self, *, tags: set[str] | None, header_separator: str = DEFAULT_HEADER_SEPARATOR
) -> str:
return _common_render_list_content(
header_separator=header_separator,
resourc... | AuthManagersDirective |
python | getsentry__sentry | tests/sentry/search/test_utils.py | {
"start": 34577,
"end": 37510
} | class ____(TestCase):
def test_date(self) -> None:
with pytest.raises(Release.DoesNotExist):
get_first_last_release_for_group(self.group, LatestReleaseOrders.DATE, True)
oldest = self.create_release(version="old")
self.create_group_release(group=self.group, release=oldest)
... | GetFirstLastReleaseForGroupTest |
python | cython__cython | Tools/dump_github_issues.py | {
"start": 282,
"end": 3702
} | class ____(Exception):
pass
def gen_urls(repo):
i = 0
while True:
yield f"https://api.github.com/repos/{repo}/issues?state=all&per_page=100&page={i}"
i += 1
def read_rate_limit():
with urlopen("https://api.github.com/rate_limit") as p:
return json.load(p)
def parse_rate_lim... | RateLimitReached |
python | astropy__astropy | astropy/utils/console.py | {
"start": 26612,
"end": 31475
} | class ____:
"""
A class that displays either a `ProgressBar` or `Spinner`
depending on whether the total size of the operation is
known or not.
It is designed to be used with the ``with`` statement::
if file.has_length():
length = file.get_length()
else:
len... | ProgressBarOrSpinner |
python | pytorch__pytorch | torch/testing/_internal/distributed/rpc/dist_autograd_test.py | {
"start": 6534,
"end": 6809
} | class ____(Enum):
LOCAL = 1 # Run the operation locally.
RPC_SYNC = 2 # Run the operation using rpc_sync
REMOTE = 3 # Run the operation using remote.
RPC_ASYNC = 4 # Run the operation using rpc_async
# Common utils for both CPU and CUDA test suites
| ExecMode |
python | huggingface__transformers | src/transformers/models/mimi/modeling_mimi.py | {
"start": 32455,
"end": 38498
} | class ____(MimiAttention):
"""
Mimi flash attention module. This module inherits from `MimiAttention` as the weights of the module stays
untouched. The only required change would be on the forward pass where it needs to correctly call the public API of
flash attention and deal with padding tokens in cas... | MimiFlashAttention2 |
python | numpy__numpy | numpy/testing/tests/test_utils.py | {
"start": 77505,
"end": 79701
} | class ____:
""" Test assert_no_gc_cycles """
def test_passes(self):
def no_cycle():
b = []
b.append([])
return b
with assert_no_gc_cycles():
no_cycle()
assert_no_gc_cycles(no_cycle)
def test_asserts(self):
def make_cycle():
... | TestAssertNoGcCycles |
python | aio-libs__aiohttp | aiohttp/client.py | {
"start": 5957,
"end": 49210
} | class ____:
"""First-class interface for making HTTP requests."""
__slots__ = (
"_base_url",
"_base_url_origin",
"_source_traceback",
"_connector",
"_loop",
"_cookie_jar",
"_connector_owner",
"_default_auth",
"_version",
"_json_ser... | ClientSession |
python | gevent__gevent | src/gevent/_imap.py | {
"start": 556,
"end": 892
} | class ____(object):
__slots__ = ('exc', 'raise_exception')
def __init__(self, exc, raise_exception=None):
self.exc = exc
self.raise_exception = raise_exception
def _raise_exc(failure):
# For cython.
if failure.raise_exception:
failure.raise_exception()
else:
raise ... | Failure |
python | scipy__scipy | scipy/linalg/_matfuncs_inv_ssq.py | {
"start": 507,
"end": 569
} | class ____(LogmRankWarning):
pass
| LogmExactlySingularWarning |
python | huggingface__transformers | src/transformers/models/markuplm/modeling_markuplm.py | {
"start": 18560,
"end": 20179
} | class ____(nn.Module):
def __init__(self, config):
super().__init__()
self.config = config
self.layer = nn.ModuleList([MarkupLMLayer(config) for i in range(config.num_hidden_layers)])
self.gradient_checkpointing = False
@can_return_tuple
def forward(
self,
hi... | MarkupLMEncoder |
python | microsoft__pyright | packages/pyright-internal/src/tests/samples/protocol33.py | {
"start": 565,
"end": 708
} | class ____(Generic[T, U]):
def f(self) -> T | U:
raise NotImplementedError
def g(self) -> BProto[T, U]:
return B[T, U]()
| B |
python | aimacode__aima-python | gui/grid_mdp.py | {
"start": 16421,
"end": 19454
} | class ____(tk.Frame):
def __init__(self, parent, controller):
"""HomePage constructor"""
tk.Frame.__init__(self, parent)
self.controller = controller
frame1 = tk.Frame(self)
frame1.pack(side=tk.TOP)
frame3 = tk.Frame(self)
frame3.pack(side=tk.TOP)
fr... | HomePage |
python | django__django | tests/model_options/models/default_related_name.py | {
"start": 301,
"end": 559
} | class ____(models.Model):
title = models.CharField(max_length=128)
authors = models.ManyToManyField(Author)
editor = models.ForeignKey(Editor, models.CASCADE, related_name="edited_books")
class Meta:
default_related_name = "books"
| Book |
python | kamyu104__LeetCode-Solutions | Python/check-if-numbers-are-ascending-in-a-sentence.py | {
"start": 563,
"end": 819
} | class ____(object):
def areNumbersAscending(self, s):
"""
:type s: str
:rtype: bool
"""
nums = [int(x) for x in s.split() if x.isdigit()]
return all(nums[i] < nums[i+1] for i in xrange(len(nums)-1))
| Solution2 |
python | spack__spack | lib/spack/spack/test/error_messages.py | {
"start": 2565,
"end": 2750
} | class ____(Package):
version("2.1")
version("2.0")
variant("v1", default=True)
requires("~v1", when="@2.1")
depends_on("w1")
""",
)
_pkgw2 = (
"w2",
"""\
| W3 |
python | airbytehq__airbyte | airbyte-integrations/connectors/destination-vectara/destination_vectara/config.py | {
"start": 705,
"end": 4218
} | class ____(BaseModel):
oauth2: OAuth2
customer_id: str = Field(
..., title="Customer ID", description="Your customer id as it is in the authenticaion url", order=2, group="account"
)
corpus_name: str = Field(..., title="Corpus Name", description="The Name of Corpus to load data into", order=3, g... | VectaraConfig |
python | streamlit__streamlit | lib/tests/streamlit/web/server/bidi_component_request_handler_test.py | {
"start": 1088,
"end": 6751
} | class ____(tornado.testing.AsyncHTTPTestCase):
def setUp(self) -> None:
self.component_manager = BidiComponentManager()
self.temp_dir = tempfile.TemporaryDirectory()
super().setUp()
# Create a fake package root with a component asset_dir
self.package_root = Path(self.temp_di... | BidiComponentRequestHandlerTest |
python | numba__numba | numba/core/errors.py | {
"start": 2221,
"end": 2434
} | class ____(NumbaWarning):
"""
Warning category for reporting pedantic messages.
"""
def __init__(self, msg, **kwargs):
super().__init__(f"{msg}\n{pedantic_warning_info}")
| NumbaPedanticWarning |
python | apache__airflow | providers/amazon/tests/unit/amazon/aws/operators/test_cloud_formation.py | {
"start": 4500,
"end": 6348
} | class ____:
def test_init(self):
op = CloudFormationDeleteStackOperator(
task_id="cf_delete_stack_init",
stack_name="fake-stack",
# Generic hooks parameters
aws_conn_id="fake-conn-id",
region_name="us-east-1",
verify=False,
... | TestCloudFormationDeleteStackOperator |
python | pyinstaller__pyinstaller | bootloader/waflib/Utils.py | {
"start": 2352,
"end": 3629
} | class ____(object):
__slots__ = ('maxlen', 'table', 'head')
def __init__(self, maxlen=100):
self.maxlen = maxlen
self.table = {}
self.head = lru_node()
self.head.next = self.head
self.head.prev = self.head
def __getitem__(self, key):
node = self.table[key]
... | lru_cache |
python | pandas-dev__pandas | pandas/tests/series/indexing/test_getitem.py | {
"start": 13926,
"end": 17608
} | class ____:
def test_getitem_boolean(self, string_series):
ser = string_series
mask = ser > ser.median()
# passing list is OK
result = ser[list(mask)]
expected = ser[mask]
tm.assert_series_equal(result, expected)
tm.assert_index_equal(result.index, ser.index[... | TestGetitemBooleanMask |
python | run-llama__llama_index | llama-index-core/tests/memory/test_memory_schema.py | {
"start": 248,
"end": 3411
} | class ____:
"""Test schema functionality in Memory class."""
def test_from_defaults_schema_parameter(self):
"""Test Memory.from_defaults with and without schema parameter."""
# Without schema
memory_no_schema = Memory.from_defaults(
token_limit=1000,
table_name="... | TestMemorySchema |
python | falconry__falcon | tests/test_after_hooks.py | {
"start": 4900,
"end": 9189
} | class ____:
# Test that the decorator skips non-callables
on_delete = False
hook_as_class = ResourceAwareFluffiness()
def __init__(self):
# Test that the decorator skips non-callables
self.on_patch = []
@falcon.after(fluffiness)
def on_get(self, req, resp):
self._captu... | ClassResourceWithAwareHooks |
python | django__django | tests/forms_tests/field_tests/test_nullbooleanfield.py | {
"start": 155,
"end": 3617
} | class ____(FormFieldAssertionsMixin, SimpleTestCase):
def test_nullbooleanfield_clean(self):
f = NullBooleanField()
self.assertIsNone(f.clean(""))
self.assertTrue(f.clean(True))
self.assertFalse(f.clean(False))
self.assertIsNone(f.clean(None))
self.assertFalse(f.clean... | NullBooleanFieldTest |
python | doocs__leetcode | solution/1600-1699/1686.Stone Game VI/Solution.py | {
"start": 0,
"end": 415
} | class ____:
def stoneGameVI(self, aliceValues: List[int], bobValues: List[int]) -> int:
vals = [(a + b, i) for i, (a, b) in enumerate(zip(aliceValues, bobValues))]
vals.sort(reverse=True)
a = sum(aliceValues[i] for _, i in vals[::2])
b = sum(bobValues[i] for _, i in vals[1::2])
... | Solution |
python | sympy__sympy | doc/ext/numpydoc.py | {
"start": 4554,
"end": 4946
} | class ____:
directive_mangling_map = {}
def __init__(self, *a, **kw):
super().__init__(*a, **kw)
self.wrap_mangling_directives()
def wrap_mangling_directives(self):
for name, objtype in list(self.directive_mangling_map.items()):
self.directives[name] = wrap_mangling_dir... | ManglingDomainBase |
python | getsentry__sentry | src/sentry/api/serializers/models/release.py | {
"start": 27757,
"end": 29046
} | class ____(Serializer):
"""
The minimal representation of a release necessary for group events
"""
def get_attrs(self, item_list, user, **kwargs):
last_commit_metadata_attrs = _get_last_commit_metadata(item_list, user)
deploy_metadata_attrs = _get_last_deploy_metadata(item_list, user)
... | GroupEventReleaseSerializer |
python | tensorflow__tensorflow | tensorflow/python/keras/metrics.py | {
"start": 3512,
"end": 13444
} | class ____(base_layer.Layer, metaclass=abc.ABCMeta):
"""Encapsulates metric logic and state.
Args:
name: (Optional) string name of the metric instance.
dtype: (Optional) data type of the metric result.
**kwargs: Additional layer keywords arguments.
Standalone usage:
```python
m = SomeMetric(...... | Metric |
python | bokeh__bokeh | src/bokeh/models/renderers/renderer.py | {
"start": 1872,
"end": 2376
} | class ____(Model):
"""A collection of renderers.
"""
# explicit __init__ to support Init signatures
def __init__(self, *args: Any, **kwargs: Any) -> None:
super().__init__(*args, **kwargs)
visible = Bool(default=True, help="""
Makes all grouped renderers visible or not.
""")
#---... | RendererGroup |
python | tornadoweb__tornado | tornado/test/iostream_test.py | {
"start": 44036,
"end": 47291
} | class ____(AsyncTestCase):
# This test ensures that hostname checks are working correctly after
# #3337 revealed that we have no test coverage in this area, and we
# removed a manual hostname check that was needed only for very old
# versions of python.
def setUp(self):
super().setUp()
... | TestIOStreamCheckHostname |
python | getsentry__sentry | src/sentry/api/endpoints/frontend_version.py | {
"start": 324,
"end": 596
} | class ____(Endpoint):
owner = ApiOwner.HYBRID_CLOUD
publish_status = {"GET": ApiPublishStatus.PRIVATE}
permission_classes = ()
def get(self, request: Request) -> Response:
return Response({"version": get_frontend_commit_sha()})
| FrontendVersionEndpoint |
python | sqlalchemy__sqlalchemy | lib/sqlalchemy/sql/schema.py | {
"start": 233279,
"end": 239601
} | class ____(IdentityOptions, FetchedValue, SchemaItem):
"""Defines an identity column, i.e. "GENERATED { ALWAYS | BY DEFAULT }
AS IDENTITY" syntax.
The :class:`.Identity` construct is an inline construct added to the
argument list of a :class:`_schema.Column` object::
from sqlalchemy import Ide... | Identity |
python | kamyu104__LeetCode-Solutions | Python/sum-of-digits-of-string-after-convert.py | {
"start": 61,
"end": 523
} | class ____(object):
def getLucky(self, s, k):
"""
:type s: str
:type k: int
:rtype: int
"""
total = reduce(lambda total, x: total+sum(divmod((ord(x)-ord('a')+1), 10)), s, 0)
while k > 1 and total > 9:
new_total = 0
while total:
... | Solution |
python | pytorch__pytorch | torch/_inductor/template_heuristics/params.py | {
"start": 97,
"end": 633
} | class ____(ABC):
"""Abstract base class for kernel template parameters."""
@abstractmethod
def to_kwargs(self) -> dict[str, Any]:
"""Convert params to kwargs dict for template.choice_or_none()"""
@abstractmethod
def to_serializeable_dict(self) -> dict[str, Any]:
"""Convert params t... | KernelTemplateParams |
python | wandb__wandb | wandb/apis/public/files.py | {
"start": 1984,
"end": 6936
} | class ____(SizedPaginator["File"]):
"""A lazy iterator over a collection of `File` objects.
Access and manage files uploaded to W&B during a run. Handles pagination
automatically when iterating through large collections of files.
Example:
```python
from wandb.apis.public.files import Files
... | Files |
python | ray-project__ray | rllib/models/preprocessors.py | {
"start": 10612,
"end": 12332
} | class ____(Preprocessor):
"""Preprocesses each dict value, then flattens it all into a vector.
RLlib models will unpack the flattened output before _build_layers_v2().
"""
@override(Preprocessor)
def _init_shape(self, obs_space: gym.Space, options: dict) -> List[int]:
assert isinstance(sel... | DictFlatteningPreprocessor |
python | altair-viz__altair | altair/expr/__init__.py | {
"start": 2097,
"end": 81699
} | class ____(_ExprRef, metaclass=_ExprMeta):
"""
Utility providing *constants* and *classmethods* to construct expressions.
`Expressions`_ can be used to write basic formulas that enable custom interactions.
Alternatively, an `inline expression`_ may be defined via :class:`expr()`.
Parameters
-... | expr |
python | huggingface__transformers | src/transformers/cache_utils.py | {
"start": 52131,
"end": 60193
} | class ____(Cache):
"""
Base, abstract class for all encoder-decoder caches. Can be used to hold combinations of self-attention and
cross-attention caches.
See `Cache` for details on common methods that are implemented by all cache classes.
Args:
caches (`Iterable`):
Usually an ... | EncoderDecoderCache |
python | huggingface__transformers | src/transformers/models/megatron_bert/modeling_megatron_bert.py | {
"start": 15590,
"end": 19355
} | class ____(nn.Module):
def __init__(self, config):
super().__init__()
self.config = config
self.layer = nn.ModuleList([MegatronBertLayer(config, layer_idx=i) for i in range(config.num_hidden_layers)])
# The final layer norm. We removed the 1st LN, moved LN to each hidden layer and t... | MegatronBertEncoder |
python | keras-team__keras | keras/src/regularizers/regularizers.py | {
"start": 7945,
"end": 8769
} | class ____(Regularizer):
"""A regularizer that applies a L2 regularization penalty.
The L2 regularization penalty is computed as:
`loss = l2 * reduce_sum(square(x))`
L2 may be passed to a layer as a string identifier:
>>> dense = Dense(3, kernel_regularizer='l2')
In this case, the default va... | L2 |
python | pyqtgraph__pyqtgraph | pyqtgraph/widgets/ScatterPlotWidget.py | {
"start": 403,
"end": 11483
} | class ____(QtWidgets.QSplitter):
"""
This is a high-level widget for exploring relationships in tabular data.
Given a multi-column record array, the widget displays a scatter plot of a
specific subset of the data. Includes controls for selecting the columns to
plot, filtering data, and dete... | ScatterPlotWidget |
python | h5py__h5py | examples/swmr_inotify_example.py | {
"start": 924,
"end": 2673
} | class ____(pyinotify.ProcessEvent):
def monitor_dataset(self, filename, datasetname):
logging.info("Opening file %s", filename)
self.f = h5py.File(filename, 'r', libver='latest', swmr=True)
logging.debug("Looking up dataset %s"%datasetname)
self.dset = self.f[datasetname]
s... | EventHandler |
python | dagster-io__dagster | examples/airlift-migration-tutorial/tutorial_example/airflow_dags/dags.py | {
"start": 1652,
"end": 4097
} | class ____(BaseOperator):
def __init__(
self,
table_name: str,
csv_path: Path,
duckdb_path: Path,
duckdb_database_name: str,
*args,
duckdb_schema: Optional[str] = None,
**kwargs,
):
self._table_name = table_name
self._csv_path = csv... | ExportDuckDBToCSV |
python | huggingface__transformers | src/transformers/models/efficientnet/modeling_efficientnet.py | {
"start": 6192,
"end": 7570
} | class ____(nn.Module):
r"""
This corresponds to the Squeeze and Excitement phase of each block in the original implementation.
"""
def __init__(self, config: EfficientNetConfig, in_dim: int, expand_dim: int, expand: bool = False):
super().__init__()
self.dim = expand_dim if expand else ... | EfficientNetSqueezeExciteLayer |
python | wandb__wandb | wandb/vendor/graphql-core-1.1/wandb_graphql/language/parser.py | {
"start": 827,
"end": 1125
} | class ____(object):
__slots__ = 'lexer', 'source', 'options', 'prev_end', 'token'
def __init__(self, source, options):
self.lexer = Lexer(source)
self.source = source
self.options = options
self.prev_end = 0
self.token = self.lexer.next_token()
| Parser |
python | numba__numba | numba/tests/test_mixed_tuple_unroller.py | {
"start": 2313,
"end": 2597
} | class ____(FunctionPass):
_name = "reset_the_type_information"
def __init__(self):
FunctionPass.__init__(self)
def run_pass(self, state):
state.typemap = None
state.return_type = None
state.calltypes = None
return True
| ResetTypeInfo |
python | getsentry__sentry | src/sentry/relocation/services/relocation_export/impl.py | {
"start": 1285,
"end": 5694
} | class ____(RegionRelocationExportService):
def request_new_export(
self,
*,
relocation_uuid: str,
requesting_region_name: str,
replying_region_name: str,
org_slug: str,
encrypt_with_public_key: bytes,
) -> None:
logger_data = {
"uuid":... | DBBackedRelocationExportService |
python | realpython__materials | arcade-platformer/arcade_platformer/13_pause_view.py | {
"start": 3289,
"end": 4717
} | class ____(arcade.View):
"""Show instructions to the player"""
def __init__(self) -> None:
"""Create instructions screen"""
super().__init__()
# Find the instructions image in the image folder
instructions_image_path = (
ASSETS_PATH / "images" / "instructions_image.... | InstructionsView |
python | pennersr__django-allauth | allauth/socialaccount/providers/shopify/views.py | {
"start": 1965,
"end": 3592
} | class ____(OAuth2LoginView):
def dispatch(self, request, *args, **kwargs):
is_embedded = (
getattr(settings, "SOCIALACCOUNT_PROVIDERS", {})
.get("shopify", {})
.get("IS_EMBEDDED", False)
)
if is_embedded:
# TODO: This bypasses LOGIN_ON_GET, but... | ShopifyOAuth2LoginView |
python | django__django | django/contrib/admin/templatetags/admin_list.py | {
"start": 11648,
"end": 19156
} | class ____(list):
"""
Wrapper class used to return items in a list_editable changelist, annotated
with the form object for error reporting purposes. Needed to maintain
backwards compatibility with existing admin templates.
"""
def __init__(self, form, *items):
self.form = form
s... | ResultList |
python | lepture__authlib | authlib/oauth2/rfc6749/grants/authorization_code.py | {
"start": 529,
"end": 15604
} | class ____(BaseGrant, AuthorizationEndpointMixin, TokenEndpointMixin):
"""The authorization code grant type is used to obtain both access
tokens and refresh tokens and is optimized for confidential clients.
Since this is a redirection-based flow, the client must be capable of
interacting with the resour... | AuthorizationCodeGrant |
python | doocs__leetcode | solution/0400-0499/0497.Random Point in Non-overlapping Rectangles/Solution.py | {
"start": 0,
"end": 579
} | class ____:
def __init__(self, rects: List[List[int]]):
self.rects = rects
self.s = [0] * len(rects)
for i, (x1, y1, x2, y2) in enumerate(rects):
self.s[i] = self.s[i - 1] + (x2 - x1 + 1) * (y2 - y1 + 1)
def pick(self) -> List[int]:
v = random.randint(1, self.s[-1])
... | Solution |
python | getsentry__sentry | fixtures/page_objects/global_selection.py | {
"start": 29,
"end": 1703
} | class ____(BasePage):
def get_selected_project_slug(self):
return self.browser.element('[data-test-id="page-filter-project-selector"]').text
def get_selected_environment(self):
return self.browser.element('[data-test-id="page-filter-environment-selector"]').text
def get_selected_date(self)... | GlobalSelectionPage |
python | langchain-ai__langchain | libs/langchain/langchain_classic/retrievers/multi_query.py | {
"start": 1667,
"end": 7770
} | class ____(BaseRetriever):
"""Given a query, use an LLM to write a set of queries.
Retrieve docs for each query. Return the unique union of all retrieved docs.
"""
retriever: BaseRetriever
llm_chain: Runnable
verbose: bool = True
parser_key: str = "lines"
"""DEPRECATED. parser_key is n... | MultiQueryRetriever |
python | ansible__ansible | test/units/module_utils/facts/test_collector.py | {
"start": 1972,
"end": 4610
} | class ____(unittest.TestCase):
def _assert_equal_detail(self, obj1, obj2):
msg = 'objects are not equal\n%s\n\n!=\n\n%s' % (pprint.pformat(obj1), pprint.pformat(obj2))
return self.assertEqual(obj1, obj2, msg)
def test(self):
collector_names = ['distribution', 'all_ipv4_addresses',
... | TestSelectCollectorNames |
python | tensorflow__tensorflow | tensorflow/python/types/trace.py | {
"start": 8579,
"end": 9013
} | class ____(metaclass=abc.ABCMeta):
"""Contains information scoped to the tracing of multiple objects.
`TracingContext` is a container class for flags and variables that have
any kind of influence on the tracing behaviour of the class implementing
the __tf_tracing_type__. This context will be shared across all
... | TracingContext |
python | redis__redis-py | redis/asyncio/multidb/failure_detector.py | {
"start": 98,
"end": 618
} | class ____(ABC):
@abstractmethod
async def register_failure(self, exception: Exception, cmd: tuple) -> None:
"""Register a failure that occurred during command execution."""
pass
@abstractmethod
async def register_command_execution(self, cmd: tuple) -> None:
"""Register a comman... | AsyncFailureDetector |
python | pytorch__pytorch | torch/_export/db/examples/list_unpack.py | {
"start": 42,
"end": 568
} | class ____(torch.nn.Module):
"""
Lists are treated as static construct, therefore unpacking should be
erased after tracing.
"""
def forward(self, args: list[torch.Tensor]):
"""
Lists are treated as static construct, therefore unpacking should be
erased after tracing.
... | ListUnpack |
python | wandb__wandb | wandb/vendor/watchdog_0_9_0/wandb_watchdog/events.py | {
"start": 16607,
"end": 18623
} | class ____(LoggingEventHandler):
"""
For backwards-compatibility. Please use :class:`LoggingEventHandler`
instead.
"""
def generate_sub_moved_events(src_dir_path, dest_dir_path):
"""Generates an event list of :class:`DirMovedEvent` and
:class:`FileMovedEvent` objects for all the files and dire... | LoggingFileSystemEventHandler |
python | encode__django-rest-framework | tests/test_fields.py | {
"start": 61319,
"end": 62040
} | class ____(FieldValues):
"""
Values for `DurationField` with a custom output format.
"""
valid_inputs = {
'13': datetime.timedelta(seconds=13),
'P3DT08H32M01.000123S': datetime.timedelta(days=3, hours=8, minutes=32, seconds=1, microseconds=123),
'PT8H1M': datetime.timedelta(hours... | TestISOOutputFormatDurationField |
python | apache__airflow | providers/google/tests/unit/google/cloud/sensors/test_gcs.py | {
"start": 14827,
"end": 16546
} | class ____:
OPERATOR = GCSObjectsWithPrefixExistenceSensor(
task_id="gcs-obj-prefix",
bucket=TEST_BUCKET,
prefix=TEST_OBJECT,
google_cloud_conn_id=TEST_GCP_CONN_ID,
deferrable=True,
)
@mock.patch("airflow.providers.google.cloud.sensors.gcs.GCSHook")
def test_gcs_... | TestGCSObjectsWithPrefixExistenceAsyncSensor |
python | automl__auto-sklearn | autosklearn/pipeline/components/feature_preprocessing/nystroem_sampler.py | {
"start": 551,
"end": 4578
} | class ____(AutoSklearnPreprocessingAlgorithm):
def __init__(
self, kernel, n_components, gamma=1.0, degree=3, coef0=1, random_state=None
):
self.kernel = kernel
self.n_components = n_components
self.gamma = gamma
self.degree = degree
self.coef0 = coef0
sel... | Nystroem |
python | numpy__numpy | benchmarks/benchmarks/bench_ufunc.py | {
"start": 7840,
"end": 8348
} | class ____(Benchmark):
param_names = ['margs', 'msize']
params = [[0, (0, 0), (-1, 0), [0, -1]],
['small', 'big']]
def setup(self, margs, msize):
self.xs = np.random.uniform(-1, 1, 6).reshape(2, 3)
self.xl = np.random.uniform(-1, 1, 50 * 50).reshape(50, 50)
def time_metho... | NDArrayGetItem |
python | django__django | tests/postgres_tests/test_search.py | {
"start": 5242,
"end": 6377
} | class ____(GrailTestData, PostgreSQLTestCase):
def test_existing_vector(self):
Line.objects.update(dialogue_search_vector=SearchVector("dialogue"))
searched = Line.objects.filter(
dialogue_search_vector=SearchQuery("Robin killed")
)
self.assertSequenceEqual(searched, [sel... | SearchVectorFieldTest |
python | django__django | tests/admin_autodiscover/tests.py | {
"start": 74,
"end": 742
} | class ____(SimpleTestCase):
"""
Test for bug #8245 - don't raise an AlreadyRegistered exception when using
autodiscover() and an admin.py module contains an error.
"""
def test_double_call_autodiscover(self):
# The first time autodiscover is called, we should get our real error.
wit... | AdminAutoDiscoverTests |
python | huggingface__transformers | src/transformers/models/mvp/modeling_mvp.py | {
"start": 39430,
"end": 46491
} | class ____(MvpPreTrainedModel):
_keys_to_ignore_on_load_unexpected = ["final_logits_bias"]
_tied_weights_keys = {
"encoder.embed_tokens.weight": "shared.weight",
"decoder.embed_tokens.weight": "shared.weight",
}
def __init__(self, config: MvpConfig):
super().__init__(config)
... | MvpModel |
python | pypa__pip | src/pip/_internal/models/candidate.py | {
"start": 220,
"end": 753
} | class ____:
"""Represents a potential "candidate" for installation."""
__slots__ = ["name", "version", "link"]
name: str
version: Version
link: Link
def __init__(self, name: str, version: str, link: Link) -> None:
object.__setattr__(self, "name", name)
object.__setattr__(self,... | InstallationCandidate |
python | pypa__pipenv | pipenv/exceptions.py | {
"start": 8628,
"end": 9231
} | class ____(VirtualenvException):
def __init__(self, message=None, **kwargs):
if not message:
message = "Failed to create virtual environment."
self.message = message
extra = kwargs.pop("extra", None)
if extra is not None and isinstance(extra, str):
extra = uns... | VirtualenvCreationException |
python | airbytehq__airbyte | airbyte-integrations/connectors/source-github/source_github/github_schema.py | {
"start": 1472787,
"end": 1474726
} | class ____(sgqlc.types.Type, Node, UniformResourceLocatable):
"""Represents a 'review_dismissed' event on a given issue or pull
request.
"""
__schema__ = github_schema
__field_names__ = (
"actor",
"created_at",
"database_id",
"dismissal_message",
"dismissal_m... | ReviewDismissedEvent |
python | walkccc__LeetCode | solutions/2841. Maximum Sum of Almost Unique Subarray/2841.py | {
"start": 0,
"end": 462
} | class ____:
def maxSum(self, nums: list[int], m: int, k: int) -> int:
ans = 0
summ = 0
count = collections.Counter()
for i, num in enumerate(nums):
summ += num
count[num] += 1
if i >= k:
numToRemove = nums[i - k]
summ -= numToRemove
count[numToRemove] -= 1
... | Solution |
python | django-extensions__django-extensions | tests/management/commands/test_print_user_for_session.py | {
"start": 271,
"end": 645
} | class ____(TestCase):
"""Test if print_user_for_session command raises exception."""
def test_should_raise_CommandError_if_session_key_contains_exclamination_mark(self):
with self.assertRaisesRegex(CommandError, "malformed session key"):
call_command("print_user_for_session", "l6hxnwblpvrfu... | PrintUserForSessionExceptionsTests |
python | charliermarsh__ruff | crates/ruff_linter/resources/test/fixtures/pyflakes/F821_17.py | {
"start": 2221,
"end": 2529
} | class ____[T: (DoesNotExist1, DoesNotExist2)](list[T]): ... # F821: Undefined name `DoesNotExist1`, Undefined name `DoesNotExist2`
# Same in defaults
type Foo[T = DoesNotExist] = T # F821: Undefined name `DoesNotExist`
def foo[T = DoesNotExist](t: T) -> T: return t # F821: Undefined name `DoesNotExist`
| Foo |
python | airbytehq__airbyte | airbyte-integrations/connectors/source-iterable/source_iterable/streams.py | {
"start": 15737,
"end": 15826
} | class ____(IterableExportStreamAdjustableRange):
data_field = "emailBounce"
| EmailBounce |
python | pytorch__pytorch | torchgen/_autoheuristic/train_decision.py | {
"start": 23129,
"end": 23616
} | class ____:
# If the model predicted the wrong choice, this is the maximum speedup of the best choice over the predicted choice
max_speedup: float
# For all wrong predictions, this is the geometric mean of the speedups of the best choices over the predicted choices
gmean_speedup: float
def to_map(s... | WrongSpeedupMetrics |
python | tensorflow__tensorflow | tensorflow/python/checkpoint/checkpoint.py | {
"start": 48398,
"end": 66954
} | class ____:
"""Saves and restores a `Trackable` object and its dependencies.
See `Trackable` for details of dependency management. `Saver` wraps
`tf.compat.v1.train.Saver` for saving, including extra information about the
graph of
dependencies between Python objects. When restoring, it uses this information
... | TrackableSaver |
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