complexity int64 1 139 | fun_name stringlengths 1 80 | code stringlengths 101 62.2k | commit_id stringlengths 40 40 | ast_errors stringlengths 0 3.11k | ast_levels int64 6 36 | file_name stringlengths 5 79 | n_ast_nodes int64 17 19.2k | commit_message stringlengths 3 15.3k | d_id int64 12 121k | n_ast_errors int64 0 9 | n_whitespaces int64 4 10.8k | token_counts int64 5 3.06k | vocab_size int64 4 1.11k | id int64 20 338k | n_words int64 4 4.82k | repo stringlengths 3 22 | n_identifiers int64 2 176 | path stringlengths 7 134 | language stringclasses 1
value | nloc int64 1 413 | documentation dict | url stringlengths 31 59 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | makeDllEntryPoint | def makeDllEntryPoint(cls, source_path, dest_path, package_name):
return makeDllEntryPoint(
source_path=source_path, dest_path=dest_path, package_name=package_name
)
| 56eb59d93f13815e66d0dea07e7669dfe275fa10 | 8 | PluginBase.py | 40 | Plugins: Massive cleanup and API improvements and Kivy support
* Added method to locate a DLL and to create a DLL entry point
as expected, removing need for imports and making it more
clear as an API.
* The location of modules had already an API, but it wasn'
used where it could be.
* Moved implicit imports an... | 42,655 | 0 | 43 | 27 | 11 | 178,303 | 11 | Nuitka | 5 | nuitka/plugins/PluginBase.py | Python | 4 | {
"docstring": "Create an entry point, as expected to be provided by getExtraDlls.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 11
} | https://github.com/Nuitka/Nuitka.git | |
1 | contains_point | def contains_point(self, point):
return self.patch.contains_point(point, radius=1.0)
| f156db08eee54d285ab0fb4e031e48d078ba6aa3 | 8 | _base.py | 34 | DOC: More cleanup axes -> Axes | 22,768 | 0 | 20 | 23 | 6 | 107,479 | 6 | matplotlib | 5 | lib/matplotlib/axes/_base.py | Python | 2 | {
"docstring": "\n Return whether *point* (pair of pixel coordinates) is inside the Axes\n patch.\n ",
"language": "en",
"n_whitespaces": 34,
"n_words": 12,
"vocab_size": 12
} | https://github.com/matplotlib/matplotlib.git | |
13 | to_dict | def to_dict(self) -> dict:
if self._data_dict:
# If the checkpoint data is already a dict, return
checkpoint_data = self._data_dict
elif self._obj_ref:
# If the checkpoint data is an object reference, resolve
checkpoint_data = ray.get(self._obj_re... | 5034544d5df5d7d9596b261d7bdffdd28e76fe2b | 23 | checkpoint.py | 465 | [AIR] Maintain checkpoint type information during serialization (#28387)
These changes are needed to fix the errors described in #28134.
Signed-off-by: Balaji Veeramani <bveeramani@berkeley.edu>
Co-authored-by: Amog Kamsetty <amogkam@users.noreply.github.com> | 28,585 | 0 | 1,257 | 280 | 112 | 127,998 | 186 | ray | 43 | python/ray/air/checkpoint.py | Python | 60 | {
"docstring": "Return checkpoint data as dictionary.\n\n .. note::\n :meth:`~Checkpoint.to_dict` returns a ``dict`` subclass that contains\n information about the checkpoint type. This ``dict`` subclass is\n functionally identical to the built-in ``dict``.\n\n Returns:\... | https://github.com/ray-project/ray.git | |
5 | fill_properties | def fill_properties(self, address, props_dict):
device = self._devices[Address(address)]
operating_flags = props_dict.get("operating_flags", {})
properties = props_dict.get("properties", {})
with patch("pyinsteon.subscriber_base.publish_topic", MagicMock()):
for fl... | 781ec87dff674b5f47f4138552d818cc490b5201 | 15 | mock_devices.py | 190 | Fix Insteon tests (#71092) | 98,486 | 0 | 193 | 117 | 28 | 299,558 | 38 | core | 15 | tests/components/insteon/mock_devices.py | Python | 13 | {
"docstring": "Fill the operating flags and extended properties of a device.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | https://github.com/home-assistant/core.git | |
1 | set_freqai_targets | def set_freqai_targets(self, dataframe, **kwargs):
return dataframe
###
# END - Intended to be overridden by strategy
###
| c2936d551b8ad6ccf7b57e2ac6cb55d8550622cf | 6 | interface.py | 25 | improve doc, update test strats, change function names | 35,164 | 0 | 28 | 13 | 16 | 151,922 | 17 | freqtrade | 4 | freqtrade/strategy/interface.py | Python | 2 | {
"docstring": "\n *Only functional with FreqAI enabled strategies*\n Required function to set the targets for the model.\n All targets must be prepended with `&` to be recognized by the FreqAI internals.\n\n More details about feature engineering available:\n\n https://www.freqtrad... | https://github.com/freqtrade/freqtrade.git | |
2 | __exit__ | def __exit__(self, type, value, traceback):
if self.is_locked:
self.release()
| c541f4ba1fcab8304c7ac4efdce3d63a2e478176 | 9 | file_lock.py | 36 | Add model parallel for FasterGPT. (#1755)
* Add model parallel for FasterGPT.
* Make GPT model parallel runable
* Make FT model parallel optional.
* Fix _write_setup_file when kwargs is not empty.
* Fix ext_utils.load
* Add file lock for model parallel.
* Fix model_parallel.flag in CMakeLists.txt.
... | 118,415 | 0 | 33 | 22 | 8 | 323,211 | 8 | PaddleNLP | 7 | paddlenlp/utils/file_lock.py | Python | 3 | {
"docstring": " Activated at the end of the with statement.\n It automatically releases the lock if it isn't locked.\n ",
"language": "en",
"n_whitespaces": 36,
"n_words": 17,
"vocab_size": 15
} | https://github.com/PaddlePaddle/PaddleNLP.git | |
2 | pip_imported_during_build | def pip_imported_during_build():
import traceback
return any(
frame.f_globals['__file__'].endswith('setup.py')
for frame, line in traceback.walk_stack(None)
)
DISTUTILS_FINDER = DistutilsMetaFinder()
| f638f5d0e6c8ebed0e69a6584bc7f003ec646580 | 11 | __init__.py | 68 | upd; format | 12,171 | 0 | 65 | 33 | 16 | 60,461 | 16 | transferlearning | 10 | .venv/lib/python3.8/site-packages/_distutils_hack/__init__.py | Python | 6 | {
"docstring": "\n Detect if pip is being imported in a build script. Ref #2355.\n ",
"language": "en",
"n_whitespaces": 27,
"n_words": 12,
"vocab_size": 12
} | https://github.com/jindongwang/transferlearning.git | |
3 | compute_loss | def compute_loss(self, batch, return_output=False):
if batch.label_vec is None:
raise ValueError('Cannot compute loss without a label.')
model_output = self.model(*self._model_input(batch), ys=batch.label_vec)
scores, preds, *_ = model_output
score_view = scores.resh... | 05ff60935043cf39192535eac38e2730212057c7 | 13 | torch_generator_agent.py | 410 | Add Metric.from_mask helper method (#3411) (#4894)
* Add Metric.from_mask helper method (#3411)
* Use cls directly instead of passing in MyMetric | 47,269 | 0 | 377 | 252 | 80 | 195,534 | 114 | ParlAI | 35 | parlai/core/torch_generator_agent.py | Python | 28 | {
"docstring": "\n Compute and return the loss for the given batch.\n\n Easily overridable for customized loss functions.\n\n If return_output is True, the full output from the call to self.model()\n is also returned, via a (loss, model_output) pair.\n ",
"language": "en",
"n_wh... | https://github.com/facebookresearch/ParlAI.git | |
2 | _relative_position_bucket | def _relative_position_bucket(relative_position, bidirectional=True, num_buckets=32, max_distance=128):
relative_buckets = 0
if bidirectional:
num_buckets //= 2
relative_buckets += (relative_position > 0).to(torch.long) * num_buckets
relative_position = torch... | a72f1c9f5b907f96cbb7de3bbb02a1d431d34071 | 17 | modeling_longt5.py | 240 | Add `LongT5` model (#16792)
* Initial commit
* Make some fixes
* Make PT model full forward pass
* Drop TF & Flax implementation, fix copies etc
* Add Flax model and update some corresponding stuff
* Drop some TF things
* Update config and flax local attn
* Add encoder_attention_type to config
... | 5,721 | 0 | 301 | 150 | 70 | 31,289 | 108 | transformers | 20 | src/transformers/models/longt5/modeling_longt5.py | Python | 20 | {
"docstring": "\n Adapted from Mesh Tensorflow:\n https://github.com/tensorflow/mesh/blob/0cb87fe07da627bf0b7e60475d59f95ed6b5be3d/mesh_tensorflow/transformer/transformer_layers.py#L593\n\n Translate relative position to a bucket number for relative attention. The relative position is defined as... | https://github.com/huggingface/transformers.git | |
12 | _file_lists | def _file_lists(load, form):
if "env" in load:
# "env" is not supported; Use "saltenv".
load.pop("env")
saltenv = load["saltenv"]
actual_saltenv = saltenv
if saltenv not in __opts__["file_roots"]:
if "__env__" in __opts__["file_roots"]:
log.debug(
... | 52e1d0b8116c86777c85cb6c3d940e2c04a518c4 | 14 | roots.py | 377 | add __env__ substitution inside file and pillar root paths | 54,610 | 0 | 322 | 366 | 70 | 216,493 | 108 | salt | 31 | salt/fileserver/roots.py | Python | 51 | {
"docstring": "\n Return a dict containing the file lists for files, dirs, emtydirs and symlinks\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 13,
"vocab_size": 13
} | https://github.com/saltstack/salt.git | |
4 | _preprocess_conv2d_input | def _preprocess_conv2d_input(x, data_format, force_transpose=False):
tf_data_format = "NHWC"
if data_format == "channels_first":
if not _has_nchw_support() or force_transpose:
x = tf.compat.v1.transpose(x, (0, 2, 3, 1)) # NCHW -> NHWC
else:
tf_data_format = "NCHW"
... | 84afc5193d38057e2e2badf9c889ea87d80d8fbf | 14 | backend.py | 99 | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 80,102 | 0 | 83 | 59 | 29 | 269,467 | 34 | keras | 10 | keras/backend.py | Python | 8 | {
"docstring": "Transpose and cast the input before the conv2d.\n\n Args:\n x: input tensor.\n data_format: string, `\"channels_last\"` or `\"channels_first\"`.\n force_transpose: Boolean. If True, the input will always be transposed\n from NCHW to NHWC if `data_format` is `\"channe... | https://github.com/keras-team/keras.git | |
1 | test_changelist_field_classes | def test_changelist_field_classes(self):
Podcast.objects.create(name="Django Dose", release_date=datetime.date.today())
response = self.client.get(reverse("admin:admin_views_podcast_changelist"))
self.assertContains(response, '<th class="field-name">')
self.assertContains(respon... | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | @unittest.skipUnless(docutils, "no docutils installed.")
@override_settings(ROOT_URLCONF="admin_views.urls")
@modify_settings(
INSTALLED_APPS={"append": ["django.contrib.admindocs", "django.contrib.flatpages"]}
) | 11 | tests.py | 186 | Refs #33476 -- Reformatted code with Black. | 52,031 | 1 | 81 | 63 | 30 | 207,636 | 36 | django | 23 | tests/admin_views/tests.py | Python | 6 | {
"docstring": "\n Cells of the change list table should contain the field name in their class attribute\n Refs #11195.\n ",
"language": "en",
"n_whitespaces": 39,
"n_words": 17,
"vocab_size": 16
} | https://github.com/django/django.git |
1 | time | def time(self) -> npt.NDArray[np.object_]:
# If the Timestamps have a timezone that is not UTC,
# convert them into their i8 representation while
# keeping their timezone and not using UTC
timestamps = self._local_timestamps()
return ints_to_pydatetime(timestamps, box="... | 521259299f7829da667ba39302ec77acedde9e5e | 9 | datetimes.py | 56 | DOC: Improve doc summaries in series.rst (#45237) | 39,396 | 0 | 79 | 31 | 32 | 163,188 | 37 | pandas | 10 | pandas/core/arrays/datetimes.py | Python | 8 | {
"docstring": "\n Returns numpy array of :class:`datetime.time` objects.\n\n The time part of the Timestamps.\n ",
"language": "en",
"n_whitespaces": 34,
"n_words": 12,
"vocab_size": 11
} | https://github.com/pandas-dev/pandas.git | |
10 | putalpha | def putalpha(self, alpha):
self._ensure_mutable()
if self.mode not in ("LA", "PA", "RGBA"):
# attempt to promote self to a matching alpha mode
try:
mode = getmodebase(self.mode) + "A"
try:
self.im.setmode(mode)
... | 2ae55ccbdad9c842929fb238ea1eb81d1f999024 | 16 | Image.py | 403 | Improve exception traceback readability | 70,078 | 0 | 670 | 233 | 78 | 243,706 | 142 | Pillow | 22 | src/PIL/Image.py | Python | 36 | {
"docstring": "\n Adds or replaces the alpha layer in this image. If the image\n does not have an alpha layer, it's converted to \"LA\" or \"RGBA\".\n The new layer must be either \"L\" or \"1\".\n\n :param alpha: The new alpha layer. This can either be an \"L\" or \"1\"\n ima... | https://github.com/python-pillow/Pillow.git | |
1 | run_query | def run_query(filters, extra_fields, extra_joins, extra_filters, as_dict=1):
query = .format(
extra_fields=extra_fields,
extra_joins=extra_joins,
extra_filters=extra_filters
)
gl_entries = frappe.db.sql(query, filters, as_dict=as_dict)
return gl_entries
| 363ed9ccba3f848908113e6d728735a1c894aec8 | 9 | datev.py | 79 | revert: BU Schlüssel (a21f76f) | 13,598 | 0 | 12 | 52 | 18 | 64,293 | 20 | erpnext | 12 | erpnext/regional/report/datev/datev.py | Python | 58 | {
"docstring": "\n\tGet a list of accounting entries.\n\n\tSelect GL Entries joined with Account and Party Account in order to get the\n\taccount numbers. Returns a list of accounting entries.\n\n\tArguments:\n\tfilters -- dict of filters to be passed to the sql query\n\tas_dict -- return as list of dicts [0,1]\n\t\n... | https://github.com/frappe/erpnext.git | |
5 | get_preset_choices | def get_preset_choices() -> Dict:
PRESETS_PATH = PRESETS_DIRECTORY / "etf" / "screener"
PRESETS_PATH_DEFAULT = Path(__file__).parent / "presets"
preset_choices = {
filepath.name: filepath
for filepath in PRESETS_PATH.iterdir()
if filepath.suffix == ".ini"
}
preset_choic... | 3780cffeced904d41e04e2adfe8c1f2a34337099 | @log_start_end(log=logger) | 11 | screener_model.py | 142 | New path for presets (#2634)
* modify path for etf, options, insider
* fix small
* change path for stocks screener
* fix flake 8
* remove preset_path
* black
* fix
* fix tests
* fix tests
* fix flake8
* change paths_helper load
* put ns parser back
Co-authored-by: minhhoang1023 <400... | 85,436 | 1 | 138 | 75 | 30 | 285,809 | 47 | OpenBBTerminal | 17 | openbb_terminal/etf/screener/screener_model.py | Python | 20 | {
"docstring": "\n Return a dict containing keys as name of preset and\n filepath as value\n ",
"language": "en",
"n_whitespaces": 23,
"n_words": 13,
"vocab_size": 12
} | https://github.com/OpenBB-finance/OpenBBTerminal.git |
2 | tokenize | def tokenize(doc):
return (tok.lower() for tok in re.findall(r"\w+", doc))
list(tokenize("This is a simple example, isn't it?"))
# %%
# We define an additional function that counts the (frequency of) occurrence of
# each token in a given document. It returns a frequency dictionary to be used
# by the vector... | 6ff214c46bacaf0385125bb47b4d8cb4a305fa3a | 10 | plot_hashing_vs_dict_vectorizer.py | 68 | DOC Rework plot_hashing_vs_dict_vectorizer.py example (#23266)
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Julien Jerphanion <git@jjerphan.xyz> | 76,052 | 0 | 54 | 26 | 47 | 260,068 | 54 | scikit-learn | 9 | examples/text/plot_hashing_vs_dict_vectorizer.py | Python | 2 | {
"docstring": "Extract tokens from doc.\n\n This uses a simple regex that matches word characters to break strings\n into tokens. For a more principled approach, see CountVectorizer or\n TfidfVectorizer.\n ",
"language": "en",
"n_whitespaces": 39,
"n_words": 27,
"vocab_size": 26
} | https://github.com/scikit-learn/scikit-learn.git | |
1 | get_first_menu_and_fail | def get_first_menu_and_fail() -> click.testing.Result:
command = ["storage", "create"]
runner = CliRunner()
result = runner.invoke(app, command, input=INVALID_OPTION, catch_exceptions=False)
return result
| 11638691240b7595c0d02542af506a96d344ae8b | 9 | test_storage_cli.py | 72 | Update tests | 11,330 | 0 | 34 | 43 | 16 | 55,479 | 19 | prefect | 13 | tests/cli/test_storage_cli.py | Python | 8 | {
"docstring": "\n Utility function to get output of first step of `prefect storage create` and exit\n ",
"language": "en",
"n_whitespaces": 21,
"n_words": 14,
"vocab_size": 13
} | https://github.com/PrefectHQ/prefect.git | |
5 | get_cat2imgs | def get_cat2imgs(self) -> Dict[int, list]:
classes = self.dataset.metainfo.get('CLASSES', None)
if classes is None:
raise ValueError('dataset metainfo must contain CLASSES')
# sort the label index
cat2imgs = {i: [] for i in range(len(classes))}
for i in range... | 36c1f477b273cb2fb0dea3c921ec267db877c039 | 13 | class_aware_sampler.py | 157 | Refactor OpenImages. | 70,678 | 0 | 143 | 97 | 37 | 245,154 | 46 | mmdetection | 19 | mmdet/datasets/samplers/class_aware_sampler.py | Python | 17 | {
"docstring": "Get a dict with class as key and img_ids as values.\n\n Returns:\n dict[int, list]: A dict of per-label image list,\n the item of the dict indicates a label index,\n corresponds to the image index that contains the label.\n ",
"language": "en",
"n_whi... | https://github.com/open-mmlab/mmdetection.git | |
2 | print_telemetry_report | def print_telemetry_report():
if is_telemetry_enabled():
user_id = _get_or_create_user_id()
meta_data = _get_or_create_telemetry_meta_data()
print({**{"user_id": user_id}, **meta_data})
else:
print("Telemetry is disabled.")
| ac5617e757e9ace6f30b7291686d9dbbc339f433 | 14 | telemetry.py | 76 | Add basic telemetry features (#2314)
* add basic telemetry features
* change pipeline_config to _component_config
* Update Documentation & Code Style
* add super().__init__() calls to error classes
* make posthog mock work with python 3.7
* Update Documentation & Code Style
* update link to docs web ... | 74,974 | 0 | 54 | 40 | 16 | 256,957 | 17 | haystack | 7 | haystack/telemetry.py | Python | 7 | {
"docstring": "\n Prints the user id and the meta data that are sent in events\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 13,
"vocab_size": 12
} | https://github.com/deepset-ai/haystack.git | |
1 | test_edgeql_for_in_computable_05 | async def test_edgeql_for_in_computable_05(self):
await self.assert_query_result(
r,
[{"select_deck":
tb.bag(["Bog monster", "Dragon", "Giant turtle", "Imp"])}],
)
# This one caused a totally nonsense type error.
await self.assert_query_result(
... | 26be7d28bdb4eb96c888e373e08f46e6b85711e3 | 15 | test_edgeql_for.py | 117 | Add a `bag` type that tells assert_query_result to ignore order (#3314)
assert_query_result currently supports using sets to ignore order,
but that doesn't work for objects, which can't be hashed or sorted.
There is a system for specifying a sort key for internal data, but it
is way clunkier than just saying we d... | 41,673 | 0 | 138 | 65 | 23 | 176,083 | 34 | edgedb | 5 | tests/test_edgeql_for.py | Python | 29 | {
"docstring": "\n SELECT User {\n select_deck := (\n FOR letter IN {'X'}\n UNION (\n (SELECT .deck.name)\n )\n )\n } FILTER .name = 'Alice';\n ... | https://github.com/edgedb/edgedb.git | |
3 | stop | async def stop(self, block=False) -> None:
self._stop()
if block:
while self._is_running:
await asyncio.sleep(0.1)
| b7d5fc52e4235370e368e96da218ca49bd32edcc | 12 | loop_service.py | 56 | Change default behavior to block=false | 11,739 | 0 | 60 | 34 | 13 | 58,181 | 13 | prefect | 7 | src/prefect/orion/services/loop_service.py | Python | 15 | {
"docstring": "\n Gracefully stops a running LoopService and optionally blocks until the\n service stops.\n\n Args:\n block (bool): if True, blocks until the service is\n finished running. Otherwise it requests a stop and returns but\n the service may sti... | https://github.com/PrefectHQ/prefect.git | |
30 | run | def run(self):
display.debug("in run() - task %s" % self._task._uuid)
try:
try:
items = self._get_loop_items()
except AnsibleUndefinedVariable as e:
# save the error raised here for use later
items = None
... | a0dede545864b9835f84315b4b3ea17dd1eafe04 | def run(self):
'''
The main executor entrypoint, where we determine if the specified
task requires looping and either runs the task with self._run_loop()
or self._execute(). After that, the returned results are parsed and
returned as a dict.
'''
display.debug("in... | 20 | task_executor.py | 625 | ansible-connection verboistery (#77509)
* ansible-connection verboistery
for cli, just use normal parser creation
this also adds --help, but that seems fine
also some error cleanup
Co-authored-by: Nathaniel Case <this.is@nathanielca.se> | 78,689 | 1 | 1,283 | 501 | 121 | 267,014 | 234 | ansible | 29 | lib/ansible/executor/task_executor.py | Python | 63 | {
"docstring": "\n The main executor entrypoint, where we determine if the specified\n task requires looping and either runs the task with self._run_loop()\n or self._execute(). After that, the returned results are parsed and\n returned as a dict.\n ",
"language": "en",
"n_white... | https://github.com/ansible/ansible.git |
2 | test_orion_full_migration_works_with_data_in_db | async def test_orion_full_migration_works_with_data_in_db(sample_db_data):
try:
await run_sync_in_worker_thread(alembic_downgrade)
finally:
await run_sync_in_worker_thread(alembic_upgrade)
| 36e7e0838aeaffc9492b330297e4905f3ab4b11f | 11 | test_migrations.py | 40 | code review revisions pt3 | 10,770 | 0 | 32 | 20 | 8 | 53,285 | 9 | prefect | 5 | tests/orion/database/test_migrations.py | Python | 5 | {
"docstring": "\n Tests that downgrade migrations work when the database has data in it.\n ",
"language": "en",
"n_whitespaces": 19,
"n_words": 12,
"vocab_size": 12
} | https://github.com/PrefectHQ/prefect.git | |
2 | test_execute_in_batch_with_few_requests | def test_execute_in_batch_with_few_requests(self, api, batch, mock_batch_responses):
mock_batch_responses(
[
{
"json": [{"body": json.dumps({"name": "creative 1"}), "code": 200, "headers": {}}] * 3,
}
]
)
strea... | 6cd20e6879a42053692c18a16906eb410aad85db | 19 | test_base_streams.py | 190 | 🐛 Source FB Marketing: fix `execute_in_batch` when batch is bigger than 50 (#10588)
* fix execute_in_batch
* add tests
* fix pre-commit config
Co-authored-by: Sherif A. Nada <snadalive@gmail.com>
Co-authored-by: Eugene Kulak <kulak.eugene@gmail.com>
Co-authored-by: Sherif A. Nada <snadalive@gmail.com> | 600 | 0 | 180 | 112 | 42 | 3,985 | 46 | airbyte | 21 | airbyte-integrations/connectors/source-facebook-marketing/unit_tests/test_base_streams.py | Python | 14 | {
"docstring": "Should execute single batch if number of requests less than MAX_BATCH_SIZE.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 11
} | https://github.com/airbytehq/airbyte.git | |
3 | get_multi_io_subclass_model | def get_multi_io_subclass_model(use_bn=False, use_dp=False, num_classes=(2, 3)):
shared_layer = keras.layers.Dense(32, activation='relu')
branch_a = [shared_layer]
if use_dp:
branch_a.append(keras.layers.Dropout(0.5))
branch_a.append(keras.layers.Dense(num_classes[0], activation='softmax'))
branch_b =... | b96518a22bfd92a29811e507dec0b34248a8a3f5 | 12 | model_subclassing_test_util.py | 214 | - Consolidate disparate test-related files into a single testing_infra folder.
- Cleanup TODO related to removing testing infra as a dependency of the Keras target.
- Standardize import naming: there is now only "test_combinations" for test combinations, and "test_utils" for utilities. The TF utilities module "test_uti... | 79,770 | 0 | 69 | 135 | 30 | 268,931 | 37 | keras | 18 | keras/tests/model_subclassing_test_util.py | Python | 15 | {
"docstring": "Creates MultiIOModel for the tests of subclass model.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | https://github.com/keras-team/keras.git | |
2 | inertia | def inertia(frame, ixx, iyy, izz, ixy=0, iyz=0, izx=0):
if not isinstance(frame, ReferenceFrame):
raise TypeError('Need to define the inertia in a frame')
ol = sympify(ixx) * (frame.x | frame.x)
ol += sympify(ixy) * (frame.x | frame.y)
ol += sympify(izx) * (frame.x | frame.z)
ol += sym... | 65be461082dda54c8748922f9c29a19af1279fe1 | 10 | functions.py | 286 | Remove abbreviations in documentation | 48,478 | 0 | 129 | 184 | 39 | 197,335 | 86 | sympy | 16 | sympy/physics/mechanics/functions.py | Python | 13 | {
"docstring": "Simple way to create inertia Dyadic object.\n\n Explanation\n ===========\n\n If you do not know what a Dyadic is, just treat this like the inertia\n tensor. Then, do the easy thing and define it in a body-fixed frame.\n\n Parameters\n ==========\n\n frame : ReferenceFrame\n ... | https://github.com/sympy/sympy.git | |
1 | hashes_to_frame | def hashes_to_frame(self) -> Dict[str, Dict[str, int]]:
return self._legacy.hashes_to_frame
| e5356a417e7c2124e75c4a2994ed604fc0a3cc74 | 7 | alignments.py | 37 | Alignments update:
- Store face embeddings in PNG header when sorting
- typing + refactor
- Update alignments keys for 'identity' and 'video_meta' + bump to v2.3
- General typing fixes | 21,093 | 0 | 22 | 24 | 7 | 101,689 | 8 | faceswap | 6 | lib/align/alignments.py | Python | 10 | {
"docstring": " dict: The SHA1 hash of the face mapped to the frame(s) and face index within the frame\n that the hash corresponds to.\n\n Notes\n -----\n This method is depractated and exists purely for updating legacy hash based alignments\n to new png header storage in :class:`l... | https://github.com/deepfakes/faceswap.git | |
1 | start | async def start(self):
with ImportExtensions(required=True):
import aiohttp
self.session = aiohttp.ClientSession(**self._session_kwargs)
await self.session.__aenter__()
return self
| 65d6873500f008dafba193340f8731bca39bc7dc | 10 | helper.py | 71 | feat: expose kwargs to Clients (#4947) | 2,350 | 0 | 60 | 39 | 14 | 12,595 | 14 | jina | 9 | jina/clients/base/helper.py | Python | 6 | {
"docstring": "Create ClientSession and enter context\n\n :return: self\n ",
"language": "en",
"n_whitespaces": 21,
"n_words": 7,
"vocab_size": 7
} | https://github.com/jina-ai/jina.git | |
6 | evaluate_accuracy_gpu | def evaluate_accuracy_gpu(net, data_iter, device=None):
if isinstance(net, nn.Module):
net.eval() # Set the model to evaluation mode
if not device:
device = next(iter(net.parameters())).device
# No. of correct predictions, no. of predictions
metric = d2l.Accumulator(2)
... | 2b1acfbfe84b6c9c4756a615620f9b376d48085a | 17 | torch.py | 228 | JAX: Fix CI bug; enable build all sections | 74,503 | 0 | 212 | 141 | 58 | 254,229 | 72 | d2l-en | 24 | d2l/torch.py | Python | 15 | {
"docstring": "Compute the accuracy for a model on a dataset using a GPU.\n\n Defined in :numref:`sec_utils`",
"language": "en",
"n_whitespaces": 17,
"n_words": 15,
"vocab_size": 13
} | https://github.com/d2l-ai/d2l-en.git | |
3 | get_classes_from_csv | def get_classes_from_csv(self, label_file):
index_list = []
classes_names = []
with open(label_file, 'r') as f:
reader = csv.reader(f)
for line in reader:
self.cat2label[line[0]] = line[1]
classes_names.append(line[1])
... | 1516986a616fee8bb741d0ab2be40683045efccd | 12 | openimages.py | 147 | [Feature] Support OpenImages Dataset (#6331)
* [Feature] support openimage group of eval
* [Feature] support openimage group of eval
* support openimage dataset
* support openimage challenge dataset
* fully support OpenImages-V6 and OpenImages Challenge 2019
* Fix some logic error
* update config fil... | 70,184 | 0 | 146 | 91 | 29 | 243,994 | 37 | mmdetection | 16 | mmdet/datasets/openimages.py | Python | 11 | {
"docstring": "Get classes name from file.\n\n Args:\n label_file (str): File path of the label description file that\n maps the classes names in MID format to their short\n descriptions.\n\n Returns:\n list[str]: Class name of OpenImages.\n ",... | https://github.com/open-mmlab/mmdetection.git | |
1 | _get_dated_items | def _get_dated_items(self, date):
lookup_kwargs = self._make_single_date_lookup(date)
qs = self.get_dated_queryset(**lookup_kwargs)
return (
None,
qs,
{
"day": date,
"previous_day": self.get_previous_day(date),
... | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 10 | dates.py | 123 | Refs #33476 -- Reformatted code with Black. | 51,763 | 0 | 180 | 75 | 25 | 206,862 | 26 | django | 11 | django/views/generic/dates.py | Python | 14 | {
"docstring": "\n Do the actual heavy lifting of getting the dated items; this accepts a\n date object so that TodayArchiveView can be trivial.\n ",
"language": "en",
"n_whitespaces": 43,
"n_words": 21,
"vocab_size": 20
} | https://github.com/django/django.git | |
4 | perform_action | def perform_action(action_id, project, queryset, user, **kwargs):
if action_id not in settings.DATA_MANAGER_ACTIONS:
raise DataManagerException("Can't find '" + action_id + "' in registered actions")
action = settings.DATA_MANAGER_ACTIONS[action_id]
# check user permissions for this action
... | 1c4328c5a8b10ee20ac4328ce30612d106350699 | 14 | __init__.py | 212 | feat: DEV-1205: Add task.updated_at column (#1784)
* Update task.updated_at on annotation update (DEV-1205)
* Fix set updated_at on annotation delete (DEV-1205)
* Set update_at for every dm action (DEV-1205)
* Stop changing updated_at on actions (DEV-1205)
* Update experimental.py
Co-authored-by: Max Tk... | 42,459 | 0 | 143 | 107 | 60 | 177,606 | 78 | label-studio | 26 | label_studio/data_manager/actions/__init__.py | Python | 13 | {
"docstring": " Perform action using entry point from actions\n ",
"language": "en",
"n_whitespaces": 11,
"n_words": 7,
"vocab_size": 7
} | https://github.com/heartexlabs/label-studio.git | |
4 | fit | def fit(self) -> ResultGrid:
if not self._is_ray_client:
try:
return self._local_tuner.fit()
except Exception as e:
raise TuneError(
f"Tune run failed. "
f'Please use tuner = Tuner.restore("'
... | 5c500f6308dce526c50a5230029fb4909b492a35 | 18 | tuner.py | 175 | [docs/air] Fix up some minor docstrings (#28361) | 28,451 | 0 | 367 | 93 | 37 | 127,486 | 61 | ray | 14 | python/ray/tune/tuner.py | Python | 41 | {
"docstring": "Executes hyperparameter tuning job as configured and returns result.\n\n Failure handling:\n For the kind of exception that happens during the execution of a trial,\n one may inspect it together with stacktrace through the returned result grid.\n See ``ResultGrid`` for refe... | https://github.com/ray-project/ray.git | |
1 | test_task_states_for_dag_run_when_dag_run_not_exists | def test_task_states_for_dag_run_when_dag_run_not_exists(self):
with pytest.raises(DagRunNotFound):
default_date2 = timezone.datetime(2016, 1, 9)
task_command.task_states_for_dag_run(
self.parser.parse_args(
[
'tasks',
... | f352ee63a5d09546a7997ba8f2f8702a1ddb4af7 | 14 | test_task_command.py | 97 | Replaced all days_ago functions with datetime functions (#23237)
Co-authored-by: Dev232001 <thedevhooda@gmail.com> | 7,671 | 0 | 274 | 56 | 20 | 42,640 | 21 | airflow | 13 | tests/cli/commands/test_task_command.py | Python | 15 | {
"docstring": "\n task_states_for_dag_run should return an AirflowException when invalid dag id is passed\n ",
"language": "en",
"n_whitespaces": 26,
"n_words": 11,
"vocab_size": 11
} | https://github.com/apache/airflow.git | |
3 | yeardatescalendar | def yeardatescalendar(self, year, width=3):
months = [
self.monthdatescalendar(year, i)
for i in range(January, January+12)
]
return [months[i:i+width] for i in range(0, len(months), width) ]
| 8198943edd73a363c266633e1aa5b2a9e9c9f526 | 11 | calendar.py | 88 | add python 3.10.4 for windows | 56,289 | 0 | 74 | 60 | 20 | 221,242 | 24 | XX-Net | 10 | python3.10.4/Lib/calendar.py | Python | 6 | {
"docstring": "\n Return the data for the specified year ready for formatting. The return\n value is a list of month rows. Each month row contains up to width months.\n Each month contains between 4 and 6 weeks and each week contains 1-7\n days. Days are datetime.date objects.\n ",... | https://github.com/XX-net/XX-Net.git | |
1 | process_downloaded_dataset | def process_downloaded_dataset(self):
df = pd.read_csv(os.path.join(self.raw_dataset_path, self.csv_filename))
df[SPLIT] = np.random.choice(3, len(df), p=(0.7, 0.1, 0.2)).astype(np.int8)
makedirs(self.processed_temp_path, exist_ok=True)
df.to_csv(os.path.join(self.processed_tem... | c13bc2cf1443ce9339cde0eb5e0d2b568af341f7 | 12 | __init__.py | 159 | Add medical no-show appointments dataset (#2387)
Co-authored-by: Daniel Treiman <dan.treiman@gmail.com> | 1,281 | 0 | 62 | 111 | 19 | 7,853 | 20 | ludwig | 25 | ludwig/datasets/noshow_appointments/__init__.py | Python | 6 | {
"docstring": "The final method where we create a concatenated CSV file with both training and test data.",
"language": "en",
"n_whitespaces": 15,
"n_words": 16,
"vocab_size": 16
} | https://github.com/ludwig-ai/ludwig.git | |
2 | template | def template(self) -> str | None:
if self.value_template is not None:
return self.value_template.template
return None
| dd1463da287f591652e47b00eee0c5b77f5f5b7c | 9 | helpers.py | 43 | Refactor bayesian observations using dataclass (#79590)
* refactor
* remove some changes
* remove typehint
* improve codestyle
* move docstring to comment
* < 88 chars
* avoid short var names
* more readable
* fix rename
* Update homeassistant/components/bayesian/helpers.py
Co-authored-by... | 87,644 | 0 | 47 | 26 | 13 | 288,487 | 15 | core | 4 | homeassistant/components/bayesian/helpers.py | Python | 5 | {
"docstring": "Not all observations have templates and we want to get template strings.",
"language": "en",
"n_whitespaces": 11,
"n_words": 12,
"vocab_size": 12
} | https://github.com/home-assistant/core.git | |
2 | get_capacity | def get_capacity(self):
if self.is_container_group:
return self.max_forks
return self.get_instance_capacity()
| e403c603d68def3b4cc6e4b253092343d646da1a | 8 | task_manager_models.py | 37 | use task manager models more consistently in serializer | 17,333 | 0 | 40 | 21 | 7 | 82,225 | 8 | awx | 5 | awx/main/scheduler/task_manager_models.py | Python | 4 | {
"docstring": "This reports any type of capacity, including that of container group jobs.\n\n Container groups don't really have capacity, but if they have max_forks set,\n we can interperet that as how much capacity the user has defined them to have.\n ",
"language": "en",
"n_whitespaces": ... | https://github.com/ansible/awx.git | |
8 | create_trial_from_spec | def create_trial_from_spec(spec, output_path, parser, **trial_kwargs):
global _cached_pgf
spec = spec.copy()
resources = spec.pop("resources_per_trial", None)
try:
args, _ = parser.parse_known_args(to_argv(spec))
except SystemExit:
raise TuneError("Error parsing args, see abov... | 7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065 | 16 | config_parser.py | 511 | [CI] Format Python code with Black (#21975)
See #21316 and #21311 for the motivation behind these changes. | 29,682 | 0 | 587 | 313 | 140 | 132,094 | 214 | ray | 46 | python/ray/tune/config_parser.py | Python | 45 | {
"docstring": "Creates a Trial object from parsing the spec.\n\n Args:\n spec (dict): A resolved experiment specification. Arguments should\n The args here should correspond to the command line flags\n in ray.tune.config_parser.\n output_path (str); A specific output path withi... | https://github.com/ray-project/ray.git | |
1 | test_spectralbiclustering_parameter_validation | def test_spectralbiclustering_parameter_validation(params, type_err, err_msg):
data = np.arange(25).reshape((5, 5))
model = SpectralBiclustering(**params)
with pytest.raises(type_err, match=err_msg):
model.fit(data)
@pytest.mark.parametrize("est", (SpectralBiclustering(), SpectralCoclustering... | 604bc5c605b9587526794de2653624b19c6a8031 | @pytest.mark.parametrize("est", (SpectralBiclustering(), SpectralCoclustering())) | 10 | test_bicluster.py | 117 | MNT use check_scalar in SpectralBiClustering and SpectralCoClustering (#20817)
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com> | 75,345 | 1 | 36 | 52 | 17 | 258,639 | 18 | scikit-learn | 17 | sklearn/cluster/tests/test_bicluster.py | Python | 5 | {
"docstring": "Check parameters validation in `SpectralBiClustering`",
"language": "en",
"n_whitespaces": 4,
"n_words": 5,
"vocab_size": 5
} | https://github.com/scikit-learn/scikit-learn.git |
6 | categorical_mapping | def categorical_mapping(self, data, palette, order):
# -- Identify the order and name of the levels
levels = categorical_order(data, order)
n_colors = len(levels)
# -- Identify the set of colors to use
if isinstance(palette, dict):
missing = set(levels) -... | 563e96d3be1eaee8db8dfbccf7eed1f1c66dfd31 | 17 | _oldcore.py | 240 | Downgrade exception on mapping list length mismatch to warning (#2856)
* Downgrade exception on mapping list length mismatch to warning
* Lint
* Fix pairplot test
* Set stacklevel to report warning in user code | 7,453 | 0 | 354 | 147 | 57 | 41,880 | 93 | seaborn | 24 | seaborn/_oldcore.py | Python | 21 | {
"docstring": "Determine colors when the hue mapping is categorical.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | https://github.com/mwaskom/seaborn.git | |
4 | has_all_dags_access | def has_all_dags_access(self, user):
if not user:
user = g.user
return (
self._has_role(['Admin', 'Viewer', 'Op', 'User'], user)
or self.has_access(permissions.ACTION_CAN_READ, permissions.RESOURCE_DAG, user)
or self.has_access(permissions.ACTION_... | 3e9828022b03b60d9e112f1f64340a528c8407e3 | 12 | security.py | 105 | Simplify fab has access lookup (#19294)
* Use FAB models.
* Remove incorrect conversions to new permission naming scheme.
* Fix missing FAB renames.
* Remove unused FAB compatibility fixes in models.py.
* Set perms directly on user objects.
* Set perms properties on User model.
* Rename missed old na... | 8,272 | 0 | 97 | 66 | 21 | 44,454 | 25 | airflow | 10 | airflow/www/security.py | Python | 8 | {
"docstring": "\n Has all the dag access in any of the 3 cases:\n 1. Role needs to be in (Admin, Viewer, User, Op).\n 2. Has can_read action on dags resource.\n 3. Has can_edit action on dags resource.\n ",
"language": "en",
"n_whitespaces": 71,
"n_words": 35,
"vocab_size":... | https://github.com/apache/airflow.git | |
2 | bootstrap | def bootstrap(pip, options): # type: (str, t.Dict[str, t.Any]) -> None
pip_version = options['pip_version']
packages = options['packages']
url = 'https://ci-files.testing.ansible.com/ansible-test/get-pip-%s.py' % pip_version
cache_path = os.path.expanduser('~/.ansible/test/cache/get_pip_%s.py' % ... | 68fb3bf90efa3a722ba5ab7d66b1b22adc73198c | 13 | requirements.py | 272 | ansible-test - Fix consistency of managed venvs. (#77028) | 78,507 | 0 | 169 | 159 | 56 | 266,665 | 84 | ansible | 29 | test/lib/ansible_test/_util/target/setup/requirements.py | Python | 20 | {
"docstring": "Bootstrap pip and related packages in an empty virtual environment.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | https://github.com/ansible/ansible.git | |
4 | _create_sql_query | def _create_sql_query(self) -> str:
escaper = ParamEscaper()
location = escaper.escape_item(self._file_location)
if self._expression_list is not None:
location = f"(SELECT {self._expression_list} FROM {location})"
files_or_pattern = ""
if self._pattern is not None:
... | 27d19e7626ef80687997a6799762fa00162c1328 | 14 | databricks_sql.py | 236 | Databricks SQL operators (#21363) | 8,546 | 0 | 185 | 99 | 55 | 45,314 | 76 | airflow | 21 | airflow/providers/databricks/operators/databricks_sql.py | Python | 18 | {
"docstring": "COPY INTO {self._table_name}\nFROM {location}\nFILEFORMAT = {self._file_format}\n{files_or_pattern}{format_options}{copy_options}\n",
"language": "en",
"n_whitespaces": 5,
"n_words": 9,
"vocab_size": 9
} | https://github.com/apache/airflow.git | |
9 | map | def map(self, mapper, na_action=None):
from pandas.core.indexes.multi import MultiIndex
new_values = self._map_values(mapper, na_action=na_action)
# we can return a MultiIndex
if new_values.size and isinstance(new_values[0], tuple):
if isinstance(self, MultiIndex):... | 521259299f7829da667ba39302ec77acedde9e5e | 15 | base.py | 304 | DOC: Improve doc summaries in series.rst (#45237) | 39,399 | 0 | 437 | 199 | 83 | 163,191 | 130 | pandas | 31 | pandas/core/indexes/base.py | Python | 26 | {
"docstring": "\n Map values using an input mapping or function.\n\n Parameters\n ----------\n mapper : function, dict, or Series\n Mapping correspondence.\n na_action : {None, 'ignore'}\n If 'ignore', propagate NA values, without passing them to the\n ... | https://github.com/pandas-dev/pandas.git | |
2 | _handle_deprecations | def _handle_deprecations(self) -> None:
if self._args.distributed:
deprecation_warning("`-d`, `--distributed`",
"Please use `-D`, `--distribution-strategy`")
logger.warning("Setting 'distribution-strategy' to 'mirrored'")
setattr(self.... | 2ea05623bd684b2d1dd75679ad00441a5c751e7e | 10 | train.py | 79 | Update Distibution Strategies:
- Add Central Storage Stategy
- Deprecate 'distributed' cli argument | 20,513 | 0 | 110 | 43 | 21 | 101,076 | 21 | faceswap | 8 | scripts/train.py | Python | 8 | {
"docstring": " Handle the update of deprecated arguments and output warnings. ",
"language": "en",
"n_whitespaces": 10,
"n_words": 9,
"vocab_size": 9
} | https://github.com/deepfakes/faceswap.git | |
1 | multi_input_functional | def multi_input_functional():
input_1 = keras.Input(shape=(1,))
input_2 = keras.Input(shape=(1,))
input_3 = keras.Input(shape=(1,))
added = keras.layers.Add()([input_1, input_2, input_3])
output = test_utils.Bias()(added)
return keras.Model([input_1, input_2, input_3], output)
@test_combinations.run_wi... | b96518a22bfd92a29811e507dec0b34248a8a3f5 | @test_combinations.run_with_all_model_types
@test_combinations.run_all_keras_modes | 10 | correctness_test.py | 149 | - Consolidate disparate test-related files into a single testing_infra folder.
- Cleanup TODO related to removing testing infra as a dependency of the Keras target.
- Standardize import naming: there is now only "test_combinations" for test combinations, and "test_utils" for utilities. The TF utilities module "test_uti... | 79,765 | 1 | 31 | 87 | 19 | 268,905 | 26 | keras | 17 | keras/engine/correctness_test.py | Python | 7 | {
"docstring": "Functional Model that adds its inputs and then adds a bias.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 10
} | https://github.com/keras-team/keras.git |
7 | nullify_connected_endpoints | def nullify_connected_endpoints(instance, **kwargs):
logger = logging.getLogger('netbox.dcim.cable')
# Disassociate the Cable from its termination points
if instance.termination_a:
logger.debug(f"Nullifying termination A for cable {instance}")
model = instance.termination_a_type.model_... | 4bb9b6ee2639db683b70d6ddbee055497e0a3647 | 16 | signals.py | 332 | Extend Cable model to support multiple A/B terminations | 77,796 | 0 | 266 | 205 | 53 | 264,753 | 74 | netbox | 37 | netbox/dcim/signals.py | Python | 22 | {
"docstring": "\n When a Cable is deleted, check for and update its two connected endpoints\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 13,
"vocab_size": 13
} | https://github.com/netbox-community/netbox.git | |
1 | _async_update | def _async_update(self) -> None:
super()._async_update()
node = self.gateway.sensors[self.node_id]
child = node.children[self.child_id]
position: str = child.values[self.value_type]
latitude, longitude, _ = position.split(",")
self._latitude = float(latitude)
... | df2d0cd3e3ade2339a18415f92c85810308a9926 | 9 | device_tracker.py | 126 | Refactor mysensors device tracker (#84747) | 97,180 | 0 | 82 | 77 | 21 | 298,235 | 26 | core | 21 | homeassistant/components/mysensors/device_tracker.py | Python | 9 | {
"docstring": "Update the controller with the latest value from a device.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 9
} | https://github.com/home-assistant/core.git | |
1 | preprocess_input | def preprocess_input(x, data_format=None): # pylint: disable=unused-argument
return x
@keras_export("keras.applications.convnext.decode_predictions") | 2d1086447a25d281f9428832d046c473d80ad761 | @keras_export("keras.applications.convnext.decode_predictions") | 7 | convnext.py | 33 | Corrected preprocess_input docstring in regnet.py and convnext.py | 80,001 | 1 | 15 | 12 | 9 | 269,284 | 9 | keras | 4 | keras/applications/convnext.py | Python | 2 | {
"docstring": "A placeholder method for backward compatibility.\n\n The preprocessing logic has been included in the convnext model\n implementation. Users are no longer required to call this method to normalize\n the input data. This method does nothing and only kept as a placeholder to\n align the API surface ... | https://github.com/keras-team/keras.git |
2 | get_delivery_notes_to_be_billed | def get_delivery_notes_to_be_billed(doctype, txt, searchfield, start, page_len, filters, as_dict):
doctype = "Delivery Note"
fields = get_fields(doctype, ["name", "customer", "posting_date"])
return frappe.db.sql(
% {
"fields": ", ".join(["`tabDelivery Note`.{0}".format(f) for f in fields]),
"key": searc... | 9baa2229761c5415f29646a1a5bed4a3f4981e05 | @frappe.whitelist()
@frappe.validate_and_sanitize_search_inputs | 16 | queries.py | 210 | fix: specify allowed doctype in queries (#31761) | 14,974 | 1 | 35 | 116 | 47 | 69,105 | 53 | erpnext | 20 | erpnext/controllers/queries.py | Python | 32 | {
"docstring": "\n\t\tselect %(fields)s\n\t\tfrom `tabDelivery Note`\n\t\twhere `tabDelivery Note`.`%(key)s` like %(txt)s and\n\t\t\t`tabDelivery Note`.docstatus = 1\n\t\t\tand status not in ('Stopped', 'Closed') %(fcond)s\n\t\t\tand (\n\t\t\t\t(`tabDelivery Note`.is_return = 0 and `tabDelivery Note`.per_billed < 100... | https://github.com/frappe/erpnext.git |
7 | _build_attention_equation | def _build_attention_equation(rank, attn_axes):
target_notation = _CHR_IDX[:rank]
# `batch_dims` includes the head dim.
batch_dims = tuple(np.delete(range(rank), attn_axes + (rank - 1,)))
letter_offset = rank
source_notation = ""
for i in range(rank):
if i in batch_dims or i == rank... | 84afc5193d38057e2e2badf9c889ea87d80d8fbf | 13 | multi_head_attention.py | 241 | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 81,007 | 0 | 251 | 155 | 56 | 272,394 | 96 | keras | 19 | keras/layers/attention/multi_head_attention.py | Python | 28 | {
"docstring": "Builds einsum equations for the attention computation.\n\n Query, key, value inputs after projection are expected to have the shape as:\n `(bs, <non-attention dims>, <attention dims>, num_heads, channels)`.\n `bs` and `<non-attention dims>` are treated as `<batch dims>`.\n\n The attention ... | https://github.com/keras-team/keras.git | |
9 | nms | def nms(dets, match_threshold=0.6, match_metric='iou'):
if dets.shape[0] == 0:
return dets[[], :]
scores = dets[:, 0]
x1 = dets[:, 1]
y1 = dets[:, 2]
x2 = dets[:, 3]
y2 = dets[:, 4]
areas = (x2 - x1 + 1) * (y2 - y1 + 1)
order = scores.argsort()[::-1]
ndets = dets.shape[... | 0f75cb6c640203bc5c2670f6cbd9ac89ad53ecf4 | 16 | utils.py | 553 | [smalldet] add SAHI slice train eval infer deploy (#6465)
* add slice infer for smalldet
* add slice infer for smalldet
* fix slice infer
* fix doc, test=document_fix
* fix eval and configs
* add slice dataset loader
* fix deploy
* fix docs, test=document_fix
* update docs, test=document_fix | 53,054 | 0 | 550 | 365 | 100 | 211,275 | 183 | PaddleDetection | 44 | deploy/python/utils.py | Python | 45 | {
"docstring": " Apply NMS to avoid detecting too many overlapping bounding boxes.\n Args:\n dets: shape [N, 5], [score, x1, y1, x2, y2]\n match_metric: 'iou' or 'ios'\n match_threshold: overlap thresh for match metric.\n ",
"language": "en",
"n_whitespaces": 74,
"n_wo... | https://github.com/PaddlePaddle/PaddleDetection.git | |
1 | test_fetch_period_api_with_minimal_response | async def test_fetch_period_api_with_minimal_response(recorder_mock, hass, hass_client):
now = dt_util.utcnow()
await async_setup_component(hass, "history", {})
hass.states.async_set("sensor.power", 0, {"attr": "any"})
await async_wait_recording_done(hass)
hass.states.async_set("sensor.power",... | 31a787558fd312331b55e5c2c4b33341fc3601fc | 13 | test_init.py | 500 | Ensure recorder test fixture is setup before hass fixture (#80528)
* Ensure recorder test fixture is setup before hass fixture
* Adjust more tests | 88,516 | 0 | 223 | 284 | 59 | 289,374 | 112 | core | 28 | tests/components/history/test_init.py | Python | 33 | {
"docstring": "Test the fetch period view for history with minimal_response.",
"language": "en",
"n_whitespaces": 8,
"n_words": 9,
"vocab_size": 9
} | https://github.com/home-assistant/core.git | |
11 | describe_operation | def describe_operation(operation, backwards):
prefix = ""
is_error = False
if hasattr(operation, "code"):
code = operation.reverse_code if backwards else operation.code
action = (code.__doc__ or "") if code else None
elif hasattr(operation, "sql"):
... | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 12 | migrate.py | 234 | Refs #33476 -- Reformatted code with Black. | 50,839 | 0 | 275 | 135 | 43 | 204,670 | 84 | django | 18 | django/core/management/commands/migrate.py | Python | 21 | {
"docstring": "Return a string that describes a migration operation for --plan.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 9
} | https://github.com/django/django.git | |
2 | get_binance_available_quotes_for_each_coin | def get_binance_available_quotes_for_each_coin() -> dict:
trading_pairs = _get_trading_pairs()
results = defaultdict(list)
for pair in trading_pairs:
results[pair["baseAsset"]].append(pair["quoteAsset"])
return results
@log_start_end(log=logger) | e1b6022b9cf156ffc0697d0d25a5ed2772ea8d68 | @log_start_end(log=logger) | 12 | binance_model.py | 82 | Global plot styles (#1228)
* Add default stylesheets
* Add terminal style helper class and global style initialization in cfg
* Style comments and docstrings
* Load rich terminal theme from config file
* Add application chart styles to candle charts
* Add todos
* Remove explicit color setting for som... | 84,165 | 1 | 39 | 40 | 16 | 282,485 | 18 | OpenBBTerminal | 12 | gamestonk_terminal/cryptocurrency/due_diligence/binance_model.py | Python | 15 | {
"docstring": "Helper methods that for every coin available on Binance add all quote assets. [Source: Binance]\n\n Returns\n -------\n dict:\n All quote assets for given coin\n {'ETH' : ['BTC', 'USDT' ...], 'UNI' : ['ETH', 'BTC','BUSD', ...]\n\n ",
"language": "en",
"n_whitespaces": 60,... | https://github.com/OpenBB-finance/OpenBBTerminal.git |
13 | test_search_tsquery_chars | def test_search_tsquery_chars(self):
# Simple quote should be escaped inside each tsquery term.
results = self.backend.search("L'amour piqué par une abeille", models.Book)
self.assertUnsortedListEqual([r.title for r in results], [])
results = self.backend.search("'starting quot... | d10f15e55806c6944827d801cd9c2d53f5da4186 | 9 | test_postgres_backend.py | 595 | Reformat with black | 16,435 | 0 | 140 | 378 | 34 | 75,853 | 63 | wagtail | 10 | wagtail/search/tests/test_postgres_backend.py | Python | 25 | {
"docstring": "\n Checks that tsquery characters are correctly escaped\n and do not generate a PostgreSQL syntax error.\n te\", models.Book)\n self.assertUnsortedListEqual([r.title for r in results], [])\n\n # Now suffixes.\n results = self.backend.search(\"Something:B\", mo... | https://github.com/wagtail/wagtail.git | |
4 | sample_weights_mismatch | def sample_weights_mismatch(self):
# If there is a mismatch between sample weight mode and the placeholders
# created, then recompile the sub-graphs that depend on sample weights.
return (
self.sample_weight_mode is not None and self.sample_weight is None
) or (
... | 84afc5193d38057e2e2badf9c889ea87d80d8fbf | 10 | training_v1.py | 59 | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 80,913 | 0 | 112 | 36 | 31 | 271,957 | 48 | keras | 4 | keras/engine/training_v1.py | Python | 6 | {
"docstring": "Check if the sample weight and the mode match or not.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 10
} | https://github.com/keras-team/keras.git | |
3 | set_undefined_options | def set_undefined_options(self, src_cmd, *option_pairs):
# Option_pairs: list of (src_option, dst_option) tuples
src_cmd_obj = self.distribution.get_command_obj(src_cmd)
src_cmd_obj.ensure_finalized()
for (src_option, dst_option) in option_pairs:
if getattr(self, dst... | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | 13 | cmd.py | 90 | add python 3.10.4 for windows | 56,675 | 0 | 90 | 58 | 26 | 222,614 | 29 | XX-Net | 12 | python3.10.4/Lib/distutils/cmd.py | Python | 6 | {
"docstring": "Set the values of any \"undefined\" options from corresponding\n option values in some other command object. \"Undefined\" here means\n \"is None\", which is the convention used to indicate that an option\n has not been changed between 'initialize_options()' and\n 'finaliz... | https://github.com/XX-net/XX-Net.git | |
2 | get_token | def get_token(request):
if "CSRF_COOKIE" in request.META:
csrf_secret = request.META["CSRF_COOKIE"]
# Since the cookie is being used, flag to send the cookie in
# process_response() (even if the client already has it) in order to
# renew the expiry timer.
request.META["C... | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 11 | csrf.py | 79 | Refs #33476 -- Reformatted code with Black. | 51,381 | 0 | 102 | 42 | 35 | 206,140 | 48 | django | 6 | django/middleware/csrf.py | Python | 7 | {
"docstring": "\n Return the CSRF token required for a POST form. The token is an\n alphanumeric value. A new token is created if one is not already set.\n\n A side effect of calling this function is to make the csrf_protect\n decorator and the CsrfViewMiddleware add a CSRF cookie and a 'Vary: Cookie'\n ... | https://github.com/django/django.git | |
13 | as_sql | def as_sql(self, compiler, connection):
result = []
result_params = []
if self.connector == AND:
full_needed, empty_needed = len(self.children), 1
else:
full_needed, empty_needed = 1, len(self.children)
for child in self.children:
try... | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 14 | where.py | 320 | Refs #33476 -- Reformatted code with Black. | 51,276 | 0 | 724 | 185 | 98 | 205,905 | 172 | django | 24 | django/db/models/sql/where.py | Python | 36 | {
"docstring": "\n Return the SQL version of the where clause and the value to be\n substituted in. Return '', [] if this node matches everything,\n None, [] if this node is empty, and raise EmptyResultSet if this\n node can't match anything.\n ",
"language": "en",
"n_whitespace... | https://github.com/django/django.git | |
1 | test_pageurl_with_unknown_site | def test_pageurl_with_unknown_site(self):
page = Page.objects.get(url_path="/home/events/")
tpl = template.Template(
)
# 'request' object in context, but site is None
request = HttpRequest()
request.META["HTTP_HOST"] = "unknown.example.com"
request.M... | d10f15e55806c6944827d801cd9c2d53f5da4186 | 13 | tests.py | 135 | Reformat with black | 16,286 | 0 | 110 | 75 | 31 | 74,670 | 36 | wagtail | 17 | wagtail/core/tests/tests.py | Python | 10 | {
"docstring": "{% load wagtailcore_tags %}<a href=\"{% pageurl page %}\">{{ page.title }}</a>",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | https://github.com/wagtail/wagtail.git | |
1 | get_labels | def get_labels(self):
return ["O", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC", "B-MISC", "I-MISC"], \
self.BUILDER_CONFIGS[self.name]['pos_tags']
| 7b455cce47204d4d664deea9661670a838ec8d35 | 9 | conll2002.py | 72 | feat: add conll2002 dataset (#1561)
Co-authored-by: Zeyu Chen <chenzeyu01@baidu.com> | 118,099 | 0 | 42 | 39 | 14 | 322,232 | 14 | PaddleNLP | 4 | paddlenlp/datasets/conll2002.py | Python | 3 | {
"docstring": "\n Returns labels of ner tags and pos tags.\n ",
"language": "en",
"n_whitespaces": 23,
"n_words": 8,
"vocab_size": 8
} | https://github.com/PaddlePaddle/PaddleNLP.git | |
4 | format_value | def format_value(self, value):
if value == "" or value is None:
return None
if self.is_localized:
return formats.localize_input(value)
return str(value)
| 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 9 | widgets.py | 61 | Refs #33476 -- Reformatted code with Black. | 51,328 | 0 | 69 | 36 | 15 | 206,022 | 19 | django | 7 | django/forms/widgets.py | Python | 6 | {
"docstring": "\n Return a value as it should appear when rendered in a template.\n ",
"language": "en",
"n_whitespaces": 27,
"n_words": 12,
"vocab_size": 11
} | https://github.com/django/django.git | |
2 | __iter__ | def __iter__(self) -> Iterator[tuple[Widget, Region, Region, Size, Size]]:
layers = sorted(self.map.items(), key=lambda item: item[1].order, reverse=True)
intersection = Region.intersection
for widget, (region, _order, clip, virtual_size, container_size) in layers:
yield (
... | 1a20b9de7d4cef7f93e4500757d3fb42e680f40c | 12 | _compositor.py | 126 | docstring | 43,896 | 0 | 161 | 90 | 32 | 182,658 | 36 | textual | 22 | src/textual/_compositor.py | Python | 17 | {
"docstring": "Iterate map with information regarding each widget and is position\n\n Yields:\n Iterator[tuple[Widget, Region, Region, Size, Size]]: Iterates a tuple of\n Widget, clip region, region, virtual size, and container size.\n ",
"language": "en",
"n_whitespaces":... | https://github.com/Textualize/textual.git | |
3 | _express_axis | def _express_axis(self, axis, frame):
try:
ax_mat = axis.to_matrix(self.parent_interframe)
except ValueError:
ax_mat = axis.to_matrix(self.child_interframe)
try:
self.parent_interframe.dcm(frame) # Check if connected
int_frame = self.pare... | 7c199e306648513c13c9b5c5b5fad06e5f1c3020 | 12 | joint.py | 118 | Fix failing test and simplify joint orient methods | 49,253 | 0 | 128 | 72 | 22 | 199,355 | 30 | sympy | 13 | sympy/physics/mechanics/joint.py | Python | 11 | {
"docstring": "Helper function to get an axis expressed in a specified frame.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 11
} | https://github.com/sympy/sympy.git | |
1 | run_api_experiment | def run_api_experiment(input_features, output_features):
config = {
"input_features": input_features,
"output_features": output_features,
"combiner": {"type": "concat", "output_size": 14},
"training": {"epochs": 2},
}
model = LudwigModel(config)
return model
@pyte... | 69604268c2ddc06a4ee0b3dce0e05a8fb73b5d16 | @pytest.fixture(scope="module") | 11 | test_visualization_api.py | 105 | Rename fc_size to output_size (#1641)
* Rename fc_size to output_size
* Responding to comments | 894 | 1 | 67 | 48 | 23 | 5,940 | 25 | ludwig | 9 | tests/integration_tests/test_visualization_api.py | Python | 9 | {
"docstring": "Helper method to avoid code repetition in running an experiment.\n\n :param input_features: input schema\n :param output_features: output schema\n :return: None\n ",
"language": "en",
"n_whitespaces": 32,
"n_words": 20,
"vocab_size": 18
} | https://github.com/ludwig-ai/ludwig.git |
1 | label_axes | def label_axes(ax, text):
ax.text(.5, .5, text, transform=ax.transAxes,
horizontalalignment="center", verticalalignment="center")
ax.tick_params(bottom=False, labelbottom=False,
left=False, labelleft=False)
###################################################################... | 162bd59f50a9c59a51574aee5dc9e932133bb971 | 10 | simple_axes_divider1.py | 767 | DOC: More capitalization of Axes
In line with #18726.
Triggered by #22242. | 22,676 | 0 | 226 | 54 | 101 | 107,291 | 226 | matplotlib | 37 | examples/axes_grid1/simple_axes_divider1.py | Python | 5 | {
"docstring": "Place a label at the center of an Axes, and remove the axis ticks.",
"language": "en",
"n_whitespaces": 13,
"n_words": 14,
"vocab_size": 13
} | https://github.com/matplotlib/matplotlib.git | |
2 | max_mireds | def max_mireds(self) -> int:
max_mireds = self.cluster.get("color_temp_physical_max", self.MAX_MIREDS)
if max_mireds == 0:
self.warning(
"[Max mireds is 0, setting to %s] Please open an issue on the quirks repo to have this device corrected",
self.MAX... | 83c6a7e18b1b0e4d5a302e304f117dee11d3aa51 | 10 | lighting.py | 76 | Fix invalid min and max color temp in bad ZHA light devices (#81604)
* Fix ZHA default color temps
* update test | 89,352 | 0 | 131 | 45 | 35 | 290,234 | 40 | core | 7 | homeassistant/components/zha/core/channels/lighting.py | Python | 10 | {
"docstring": "Return the warmest color_temp that this channel supports.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | https://github.com/home-assistant/core.git | |
3 | get_names | def get_names(adtype):
listnames = []
names = adtype.names
for name in names:
current = adtype[name]
if current.names is not None:
listnames.append((name, tuple(get_names(current))))
else:
listnames.append(name)
return tuple(listnames)
| 569fc6a40ea53054409e00c7d1c0e7f5f53cb0ce | 16 | recfunctions.py | 103 | Fix docstring and examples for rfn.get_names* | 38,607 | 0 | 84 | 63 | 24 | 160,357 | 26 | numpy | 8 | numpy/lib/recfunctions.py | Python | 10 | {
"docstring": "\n Returns the field names of the input datatype as a tuple. Input datatype\n has to have fields otherwise error is raised.\n\n Parameters\n ----------\n adtype : dtype\n Input datatype\n\n Examples\n --------\n >>> from numpy.lib import recfunctions as rfn\n >>> rfn.... | https://github.com/numpy/numpy.git | |
7 | pipe | def pipe(*, duplex=False, overlapped=(True, True), bufsize=BUFSIZE):
address = tempfile.mktemp(
prefix=r'\\.\pipe\python-pipe-{:d}-{:d}-'.format(
os.getpid(), next(_mmap_counter)))
if duplex:
openmode = _winapi.PIPE_ACCESS_DUPLEX
access = _winapi.GENERIC_READ | _winapi.... | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | 13 | windows_utils.py | 355 | add python 3.10.4 for windows | 56,180 | 0 | 346 | 232 | 70 | 221,015 | 111 | XX-Net | 38 | python3.10.4/Lib/asyncio/windows_utils.py | Python | 37 | {
"docstring": "Like os.pipe() but with overlapped support and using handles not fds.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 11
} | https://github.com/XX-net/XX-Net.git | |
1 | test_unload_config_entry | async def test_unload_config_entry(hass, entry, lcn_connection):
await hass.config_entries.async_unload(entry.entry_id)
assert hass.states.get("light.light_output1").state == STATE_UNAVAILABLE
| d5ec2fe842411aea086333889c4357d8cd6cc394 | 10 | test_light.py | 58 | Add tests for LCN light platform (#64741) | 109,403 | 0 | 20 | 34 | 11 | 310,731 | 11 | core | 11 | tests/components/lcn/test_light.py | Python | 3 | {
"docstring": "Test the light is removed when the config entry is unloaded.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 9
} | https://github.com/home-assistant/core.git | |
6 | real_get_relative_path | def real_get_relative_path(config, path):
requests_pathname = config.requests_pathname_prefix
if requests_pathname == "/" and path == "":
return "/"
if requests_pathname != "/" and path == "":
return requests_pathname
if not path.startswith("/"):
raise exceptions.UnsupportedRelat... | cd13276a2df1c33b5daabdd3a07f57e3128e471c | 12 | _get_paths.py | 139 | Added dash.get_relative_path, dash.strip_relative_path, dash.get_asset_url | 7,266 | 0 | 117 | 76 | 22 | 39,818 | 38 | dash | 12 | dash/_get_paths.py | Python | 16 | {
"docstring": "\n Paths that aren't prefixed with a leading / are not supported.\n You supplied: {}\n ",
"language": "en",
"n_whitespaces": 48,
"n_words": 14,
"vocab_size": 14
} | https://github.com/plotly/dash.git | |
4 | load_model | def load_model(filepath, custom_objects=None, compile=True, **kwargs):
if str(filepath).endswith(".keras") and zipfile.is_zipfile(filepath):
if kwargs:
raise ValueError(
"The following argument(s) are not supported "
f"with the native Keras format: {list(kwar... | c9068087d9142bab573e0c300bf9874a957accff | 18 | saving_api.py | 140 | Prepare public API surface for v3 saving.
PiperOrigin-RevId: 484397600 | 83,345 | 0 | 149 | 78 | 37 | 280,315 | 43 | keras | 14 | keras/saving/saving_api.py | Python | 13 | {
"docstring": "Loads a model saved via `model.save()`.\n\n Args:\n filepath: `str` or `pathlib.Path` object, path to the saved model file.\n custom_objects: Optional dictionary mapping names\n (strings) to custom classes or functions to be\n considered during deserialization.\n... | https://github.com/keras-team/keras.git | |
1 | test_cache_invalidation | def test_cache_invalidation() -> None:
ledger_store = DictLedgerStore()
user_key = b"1483"
ledger = DataSubjectLedger.get_or_create(store=ledger_store, user_key=user_key)
assert ledger.delta == 1e-6, "The cache has been changed or is invalid."
assert (
ledger._cache_constant2epsilon.al... | 61f4138eeb028287425f6007d692bf7faa808e75 | 10 | data_subject_ledger_test.py | 108 | Add tests for ledger and cache | 411 | 0 | 98 | 66 | 43 | 3,243 | 57 | PySyft | 11 | packages/syft/tests/syft/core/adp/data_subject_ledger_test.py | Python | 12 | {
"docstring": "The cache was built assuming a particular value of delta (1e-6), and shouldn't contain any zero values.",
"language": "en",
"n_whitespaces": 16,
"n_words": 17,
"vocab_size": 17
} | https://github.com/OpenMined/PySyft.git | |
1 | test_cancellation | def test_cancellation(self):
deferred: "Deferred[str]" = Deferred()
wrapper_deferred = stop_cancellation(deferred)
# Cancel the new `Deferred`.
wrapper_deferred.cancel()
self.assertTrue(wrapper_deferred.called)
self.failureResultOf(wrapper_deferred, CancelledErr... | 91bc15c772d22fbe814170ab2e0fdbfa50f9c372 | 10 | test_async_helpers.py | 126 | Add `stop_cancellation` utility function (#12106) | 71,509 | 0 | 163 | 69 | 46 | 247,147 | 54 | synapse | 16 | tests/util/test_async_helpers.py | Python | 11 | {
"docstring": "Test that cancellation of the new `Deferred` leaves the original running.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 10
} | https://github.com/matrix-org/synapse.git | |
1 | test_from | def test_from(self) -> None:
self._create_users_with_media(20, 2)
channel = self.make_request(
"GET",
self.url + "?from=5",
access_token=self.admin_user_tok,
)
self.assertEqual(200, channel.code, msg=channel.json_body)
self.assertEqu... | c97042f7eef3748e17c90e48a4122389a89c4735 | 11 | test_statistics.py | 168 | Use literals in place of `HTTPStatus` constants in tests (#13469) | 72,674 | 0 | 121 | 103 | 25 | 249,167 | 25 | synapse | 15 | tests/rest/admin/test_statistics.py | Python | 15 | {
"docstring": "\n Testing list of media with a defined starting point (from)\n ",
"language": "en",
"n_whitespaces": 25,
"n_words": 10,
"vocab_size": 10
} | https://github.com/matrix-org/synapse.git | |
1 | get_internal_block_refs | def get_internal_block_refs(self) -> List[ObjectRef[Block]]:
return self._plan.execute().get_blocks()
| 35a157948efa7ba1adf1d1507c2af1d6d84a7db7 | 10 | dataset.py | 44 | Lay the groundwork for lazy dataset optimization (no behavior changes) (#22233)
This PR refactors Dataset execution to enable lazy mode in the future, which can reduce memory usage in large-scale ingest pipelines. There should be no behavior changes in this PR. Many of the optimizations are also punted for future work... | 33,326 | 0 | 20 | 26 | 6 | 144,867 | 6 | ray | 8 | python/ray/data/dataset.py | Python | 12 | {
"docstring": "Get a list of references to the underlying blocks of this dataset.\n\n This function can be used for zero-copy access to the data. It blocks\n until the underlying blocks are computed.\n\n Time complexity: O(1)\n\n Returns:\n A list of references to this dataset'... | https://github.com/ray-project/ray.git | |
1 | get_group_tag_value_count | def get_group_tag_value_count(self, group, environment_id, key):
raise NotImplementedError
| 72e351082168f68cbaa5700a51e8ed577222e887 | 6 | base.py | 22 | feat(perf_issues): Fix `GroupTagKeyDetailsEndpoint` to work for performance issues (#38860)
This allows this endpoint to return results for performance issues. | 18,042 | 0 | 21 | 14 | 7 | 85,773 | 7 | sentry | 6 | src/sentry/tagstore/base.py | Python | 2 | {
"docstring": "\n >>> get_group_tag_value_count(group, 3, 'key1')\n ",
"language": "en",
"n_whitespaces": 19,
"n_words": 4,
"vocab_size": 4
} | https://github.com/getsentry/sentry.git | |
2 | _create_local_rank_map | def _create_local_rank_map(self) -> Dict:
rank_mapping = {}
ip_dict = defaultdict(int)
for world_rank in range(len(self.worker_group)):
worker = self.worker_group.workers[world_rank]
node_ip = worker.metadata.node_ip
rank_mapping[world_rank] = ip_dict... | 80ae651f259e1ea13c21b285d6bfcc7fd834ef9c | 11 | backend_executor.py | 104 | [Train] Clean up `ray.train` package (#25566) | 32,355 | 0 | 107 | 65 | 22 | 141,415 | 28 | ray | 15 | python/ray/train/_internal/backend_executor.py | Python | 30 | {
"docstring": "Create mapping from worker world_rank to local_rank.\n\n Example:\n Worker 0: 0.0.0.0\n Worker 1: 0.0.0.0\n Worker 2: 0.0.0.1\n Worker 3: 0.0.0.0\n Worker 4: 0.0.0.1\n\n Workers 0, 1, 3 are on 0.0.0.0.\n Workers 2, 4 a... | https://github.com/ray-project/ray.git | |
1 | iloc | def iloc(self):
from dask.dataframe.indexing import _iLocIndexer
# For dataframes with unique column names, this will be transformed into a __getitem__ call
return _iLocIndexer(self)
| cccb9d8d8e33a891396b1275c2448c352ef40c27 | 7 | core.py | 33 | absolufy-imports - No relative - PEP8 (#8796)
Conversation in https://github.com/dask/distributed/issues/5889 | 36,552 | 0 | 51 | 19 | 23 | 156,093 | 23 | dask | 6 | dask/dataframe/core.py | Python | 3 | {
"docstring": "Purely integer-location based indexing for selection by position.\n\n Only indexing the column positions is supported. Trying to select\n row positions will raise a ValueError.\n\n See :ref:`dataframe.indexing` for more.\n\n Examples\n --------\n >>> df.iloc[:... | https://github.com/dask/dask.git | |
3 | check_for_non_existent_openapi_endpoints | def check_for_non_existent_openapi_endpoints(self) -> None:
openapi_paths = set(get_openapi_paths())
undocumented_paths = openapi_paths - self.checked_endpoints
undocumented_paths -= self.buggy_documentation_endpoints
undocumented_paths -= self.pending_endpoints
try:
... | b0ce4f1bce8031881addecb1e86073483517f392 | 13 | test_openapi.py | 113 | docs: Fix many spelling mistakes.
Signed-off-by: Anders Kaseorg <anders@zulip.com> | 17,642 | 0 | 159 | 63 | 42 | 83,261 | 50 | zulip | 13 | zerver/tests/test_openapi.py | Python | 18 | {
"docstring": "Here, we check to see if every endpoint documented in the OpenAPI\n documentation actually exists in urls.py and thus in actual code.\n Note: We define this as a helper called at the end of\n test_openapi_arguments instead of as a separate test to ensure that\n this test is... | https://github.com/zulip/zulip.git | |
3 | _send_connect | def _send_connect(self, identifier):
# type: (int) -> List[XCPScannerResult]
all_slaves = []
body = Connect(connection_mode=0x00)
xcp_req_and_res_list = self._scan(identifier, body, 0xFF,
ConnectPositiveResponse)
for req_and_res... | 495b21f2867e48286767085c8cf2918e4092e9dc | 14 | scanner.py | 167 | Add Automotive Logger for all debug outputs of the automotive layer | 52,743 | 0 | 288 | 101 | 46 | 209,600 | 61 | scapy | 20 | scapy/contrib/automotive/xcp/scanner.py | Python | 16 | {
"docstring": "\n Sends CONNECT Message on the Control Area Network\n ",
"language": "en",
"n_whitespaces": 23,
"n_words": 8,
"vocab_size": 8
} | https://github.com/secdev/scapy.git | |
2 | _calc_mode | def _calc_mode(path):
try:
mode = _path_stat(path).st_mode
except OSError:
mode = 0o666
# We always ensure write access so we can update cached files
# later even when the source files are read-only on Windows (#6074)
mode |= 0o200
return mode
| 8198943edd73a363c266633e1aa5b2a9e9c9f526 | 11 | _bootstrap_external.py | 50 | add python 3.10.4 for windows | 55,174 | 0 | 75 | 27 | 34 | 218,170 | 40 | XX-Net | 6 | python3.10.4/Lib/importlib/_bootstrap_external.py | Python | 7 | {
"docstring": "Calculate the mode permissions for a bytecode file.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | https://github.com/XX-net/XX-Net.git | |
3 | download | def download(self, url_or_urls):
download_config = self.download_config.copy()
download_config.extract_compressed_file = False
# Default to using 16 parallel thread for downloading
# Note that if we have less than or equal to 16 files, multi-processing is not activated
i... | a5e05ccffa49051cbad84c007f31725ad4b2e7f7 | 13 | download_manager.py | 330 | Fix multiprocessing in map_nested (#4740)
* Do multiprocessing in map_nested when num_proc >= len(iterable)
* Add missing type hint
* Update docstring
* Fix tests
* Document download default and fix docstring
* Fix docstring syntax
* Add tests
* Fix test for Python<3.8
* Download with multipro... | 22,123 | 0 | 355 | 186 | 73 | 105,462 | 109 | datasets | 33 | src/datasets/download/download_manager.py | Python | 28 | {
"docstring": "Download given URL(s).\n\n By default, if there is more than one URL to download, multiprocessing is used with maximum `num_proc = 16`.\n Pass customized `download_config.num_proc` to change this behavior.\n\n Args:\n url_or_urls (`str` or `list` or `dict`): URL or list... | https://github.com/huggingface/datasets.git | |
2 | execute_test_case | def execute_test_case(self, test_case):
# type: (AutomotiveTestCaseABC) -> None
test_case.pre_execute(
self.socket, self.target_state, self.configuration)
try:
test_case_kwargs = self.configuration[test_case.__class__.__name__]
except KeyError:
... | f549b66f3f523c1c1a4a21aadc40c6153c5ad77e | 11 | executor.py | 162 | Stabilize UDS_Scanner unit tests for appveyor (#3615)
* Different approach
* add event
* fix test
* cleanup
* cleanup
* lower timeout of GMLAN Scanner
* apply feedback | 52,642 | 0 | 182 | 103 | 33 | 209,211 | 39 | scapy | 18 | scapy/contrib/automotive/scanner/executor.py | Python | 14 | {
"docstring": "\n This function ensures the correct execution of a testcase, including\n the pre_execute, execute and post_execute.\n Finally the testcase is asked if a new edge or a new testcase was\n generated.\n :param test_case: A test case to be executed\n :return: None... | https://github.com/secdev/scapy.git | |
1 | backfill | def backfill(self, limit=None):
warnings.warn(
"backfill is deprecated and will be removed in a future version. "
"Use bfill instead.",
FutureWarning,
stacklevel=find_stack_level(inspect.currentframe()),
)
return self.bfill(limit=limit)
| 709f274245dc2f3fe2d91ad53a4cfa57f9d41d59 | 12 | groupby.py | 68 | DOC: Add deprecation infos to deprecated functions (#48599)
* DOC: Add deprecation infos to deprecated functions
* Add sections
* Fix | 40,410 | 0 | 96 | 40 | 24 | 169,282 | 24 | pandas | 11 | pandas/core/groupby/groupby.py | Python | 8 | {
"docstring": "\n Backward fill the values.\n\n .. deprecated:: 1.4\n Use bfill instead.\n\n Parameters\n ----------\n limit : int, optional\n Limit of how many values to fill.\n\n Returns\n -------\n Series or DataFrame\n Objec... | https://github.com/pandas-dev/pandas.git | |
1 | disable_tf_random_generator | def disable_tf_random_generator():
global _USE_GENERATOR_FOR_RNG
_USE_GENERATOR_FOR_RNG = False
| 84afc5193d38057e2e2badf9c889ea87d80d8fbf | 6 | backend.py | 20 | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 80,141 | 0 | 16 | 10 | 6 | 269,510 | 7 | keras | 2 | keras/backend.py | Python | 3 | {
"docstring": "Disable the `tf.random.Generator` as the RNG for Keras.\n\n See `tf.keras.backend.experimental.is_tf_random_generator_enabled` for more\n details.\n ",
"language": "en",
"n_whitespaces": 22,
"n_words": 13,
"vocab_size": 11
} | https://github.com/keras-team/keras.git | |
1 | test_exception_handling | def test_exception_handling():
# Raising an error in a subprocess should propagate to a runtime error in the master process.
with pytest.raises(RuntimeError) as ex_info:
isolated.call(fail)
# The exception should include the offending function's name and the child's traceback which itself inclu... | f4a8368fb0d1f4e0a902cccfabccde3c8c0d93d1 | 10 | test_isolation.py | 76 | Allow sources to be formatted using yapf 0.32.0
Allow sources to be formatted using yapf 0.32.0 in addition to
currently pinned 0.31.0.
Version 0.32.0 enables `blank_line_before_nested_class_or_def` by
default. As this was disabled by default in earlier versions, we
now need to explicitly turn it off in configuration... | 77,458 | 0 | 132 | 39 | 69 | 263,836 | 98 | pyinstaller | 11 | tests/unit/test_isolation.py | Python | 5 | {
"docstring": "\n Test the behaviour which an error is raised in the child process.\n (?s) call to fail\\(\\) failed .* assert 0, \"It's broken!\".*",
"language": "en",
"n_whitespaces": 28,
"n_words": 22,
"vocab_size": 21
} | https://github.com/pyinstaller/pyinstaller.git | |
2 | _set_gradient_checkpointing | def _set_gradient_checkpointing(self, module, value=False):
if isinstance(module, (Wav2Vec2ConformerEncoder, Wav2Vec2ConformerFeatureEncoder)):
module.gradient_checkpointing = value
WAV2VEC2_CONFORMER_START_DOCSTRING = r
WAV2VEC2_CONFORMER_INPUTS_DOCSTRING = r
@add_start_docstrings(
"The b... | 5a9957358cebd616e58b2d1ab3b887c2f2793b45 | @add_start_docstrings(
"The bare Wav2Vec2Conformer Model transformer outputting raw hidden-states without any specific head on top.",
WAV2VEC2_CONFORMER_START_DOCSTRING,
) | 9 | modeling_wav2vec2_conformer.py | 69 | Add Wav2Vec2Conformer (#16812)
* save intermediate
* add wav2vec2 conformer
* add more code
* more
* first test passes
* make all checkpoints work
* update
* up
* more clean ups
* save clean-up
* save clean-up
* save more
* remove bogus
* finalize design conformer
* remove vis... | 6,985 | 1 | 53 | 28 | 31 | 38,500 | 34 | transformers | 11 | src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py | Python | 3 | {
"docstring": "\n Wav2Vec2Conformer was proposed in [wav2vec 2.0: A Framework for Self-Supervised Learning of Speech\n Representations](https://arxiv.org/abs/2006.11477) by Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, Michael\n Auli.\n\n This model inherits from [`PreTrainedModel`]. Check the supercl... | https://github.com/huggingface/transformers.git |
2 | __call__ | def __call__(self, results):
img = results['img']
if self.to_float32:
img = img.astype(np.float32)
results['img_path'] = None
results['img'] = img
height, width = img.shape[:2]
results['height'] = height
results['width'] = width
resu... | c71a160c5193b92f6a4f56c113e96b63decf8354 | @TRANSFORMS.register_module() | 11 | loading.py | 147 | Refacter Visualization | 70,426 | 1 | 123 | 78 | 22 | 244,549 | 36 | mmdetection | 13 | mmdet/datasets/pipelines/loading.py | Python | 12 | {
"docstring": "Call functions to add image meta information.\n\n Args:\n results (dict): Result dict with Webcam read image in\n ``results['img']``.\n\n Returns:\n dict: The dict contains loaded image and meta information.\n ",
"language": "en",
"n_whites... | https://github.com/open-mmlab/mmdetection.git |
4 | set_linestyle | def set_linestyle(self, ls):
try:
dashes = [mlines._get_dash_pattern(ls)]
except ValueError:
try:
dashes = [mlines._get_dash_pattern(x) for x in ls]
except ValueError as err:
raise ValueError('Do not know how to convert {!r} to... | 511232b14b6fca586ac92bc5f8e0b0924f23172f | 17 | collections.py | 138 | remove redundant string handling | 24,344 | 0 | 216 | 82 | 48 | 110,880 | 61 | matplotlib | 15 | lib/matplotlib/collections.py | Python | 12 | {
"docstring": "\n Set the linestyle(s) for the collection.\n\n =========================== =================\n linestyle description\n =========================== =================\n ``'-'`` or ``'solid'`` solid line\n ``'--'`` or ``'dashed'``... | https://github.com/matplotlib/matplotlib.git | |
3 | test_valid_incremental_read_with_slices | def test_valid_incremental_read_with_slices(mocker):
slices = [{"1": "1"}, {"2": "2"}]
stream_output = [{"k1": "v1"}, {"k2": "v2"}, {"k3": "v3"}]
s1 = MockStream(
[({"sync_mode": SyncMode.incremental, "stream_slice": s, "stream_state": mocker.ANY}, stream_output) for s in slices], name="s1"
... | f83eca58eaf2129d21b5796a301732ab22675130 | 15 | test_abstract_source.py | 544 | CDK: Fix typing errors (#9037)
* fix typing, drop AirbyteLogger
* format
* bump the version
* use logger instead of fixture logger
Co-authored-by: Eugene Kulak <kulak.eugene@gmail.com>
Co-authored-by: auganbay <auganenu@gmail.com> | 455 | 0 | 280 | 326 | 74 | 3,353 | 128 | airbyte | 32 | airbyte-cdk/python/unit_tests/sources/test_abstract_source.py | Python | 28 | {
"docstring": "Tests that an incremental read which uses slices outputs each record in the slice followed by a STATE message, for each slice",
"language": "en",
"n_whitespaces": 21,
"n_words": 22,
"vocab_size": 20
} | https://github.com/airbytehq/airbyte.git | |
7 | setup_server | async def setup_server(self):
from jina.helper import extend_rest_interface
self.app = extend_rest_interface(
get_fastapi_app(
streamer=self.streamer,
title=self.title,
description=self.description,
no_debug_endpoints=... | 243639dd2b953fab8654747cbfdf6a0953b95578 | 12 | gateway.py | 137 | refactor: extract gateway app logic into custom gateway class (#5153) | 2,529 | 0 | 232 | 239 | 26 | 13,058 | 29 | jina | 21 | jina/serve/runtimes/gateway/http/gateway.py | Python | 40 | {
"docstring": "\n Initialize and return GRPC server\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 5,
"vocab_size": 5
} | https://github.com/jina-ai/jina.git | |
2 | get_sortable_by | def get_sortable_by(self, request):
return (
self.sortable_by
if self.sortable_by is not None
else self.get_list_display(request)
)
| 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | 9 | options.py | 44 | Refs #33476 -- Reformatted code with Black. | 50,365 | 0 | 68 | 28 | 13 | 203,420 | 14 | django | 5 | django/contrib/admin/options.py | Python | 6 | {
"docstring": "Hook for specifying which fields can be sorted in the changelist.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 11
} | https://github.com/django/django.git | |
1 | test_class_weight_does_not_contains_more_classses | def test_class_weight_does_not_contains_more_classses():
tree = DecisionTreeClassifier(class_weight={0: 1, 1: 10, 2: 20})
# Does not raise
tree.fit([[0, 0, 1], [1, 0, 1], [1, 2, 0]], [0, 0, 1])
| 3605c140af992b6ac52f04f1689c58509cc0b5b2 | 11 | test_class_weight.py | 89 | FIX Support extra class_weights in compute_class_weight (#22595) | 75,568 | 0 | 38 | 63 | 22 | 259,103 | 26 | scikit-learn | 5 | sklearn/utils/tests/test_class_weight.py | Python | 3 | {
"docstring": "Check that class_weight can contain more labels than in y.\n\n Non-regression test for #22413\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 14,
"vocab_size": 14
} | https://github.com/scikit-learn/scikit-learn.git | |
4 | _make_replica_execution_function | def _make_replica_execution_function(model, mode):
if mode == ModeKeys.TRAIN:
func = model.train_on_batch
elif mode == ModeKeys.TEST:
func = model.test_on_batch
else:
| 84afc5193d38057e2e2badf9c889ea87d80d8fbf | 10 | distributed_training_utils_v1.py | 57 | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 80,457 | 0 | 44 | 60 | 14 | 270,367 | 18 | keras | 9 | keras/distribute/distributed_training_utils_v1.py | Python | 11 | {
"docstring": "A single step of the distributed execution on a replica.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | https://github.com/keras-team/keras.git | |
1 | perform_long_operation | def perform_long_operation(self, func, end_key):
thread = threading.Thread(target=_long_func_thread, args=(self, end_key, func), daemon=True)
thread.start()
return thread
| 992c5db3bcde5d735b0d00af66d9accfa25a1da7 | 10 | PySimpleGUI.py | 62 | Updated Window.perform_long_operation docstring to warn that Threads are used | 53,360 | 0 | 42 | 41 | 13 | 212,715 | 14 | PySimpleGUI | 12 | PySimpleGUI.py | Python | 4 | {
"docstring": "\n Call your function that will take a long time to execute. When it's complete, send an event\n specified by the end_key.\n This is a way for you to \"ease into\" threading without learning the details of threading.\n Your function will run, and when it returns 2 things w... | https://github.com/PySimpleGUI/PySimpleGUI.git | |
2 | mixin_base_pod_parser | def mixin_base_pod_parser(parser):
gp = add_arg_group(parser, title='Pod')
gp.add_argument(
'--uses-before',
type=str,
help='The executor attached after the Peas described by --uses, typically before sending to all '
'shards, accepted type follows `--uses`',
)
gp.ad... | 6f22e6824cbe9e95528e53e0613d5b1babd4af8e | 10 | pod.py | 171 | refactor: take out peas hosts from cli (#4171) | 1,871 | 0 | 276 | 117 | 75 | 10,586 | 110 | jina | 18 | jina/parsers/peapods/pod.py | Python | 37 | {
"docstring": "Add mixin arguments required by :class:`BasePod` into the given parser.\n\n :param parser: the parser instance to which we add arguments\n ",
"language": "en",
"n_whitespaces": 26,
"n_words": 20,
"vocab_size": 18
} | https://github.com/jina-ai/jina.git |
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