complexity int64 1 56 | n_identifiers int64 1 114 | code stringlengths 19 12.7k | path stringlengths 8 134 | n_ast_nodes int64 12 2.35k | ast_errors stringlengths 0 4.01k | repo stringlengths 3 28 | documentation dict | n_words int64 2 866 | language stringclasses 1
value | vocab_size int64 2 323 | commit_id stringlengths 40 40 | file_name stringlengths 5 79 | id int64 243 338k | nloc int64 1 228 | token_counts int64 5 1.4k | fun_name stringlengths 1 77 | url stringlengths 31 60 | commit_message stringlengths 3 15.3k | n_whitespaces int64 1 3.23k | n_ast_errors int64 0 20 | d_id int64 74 121k | ast_levels int64 4 29 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 5 | def dodecahedral_graph(create_using=None):
G = LCF_graph(20, [10, 7, 4, -4, -7, 10, -4, 7, -7, 4], 2, create_using)
G.name = "Dodecahedral Graph"
return G
| networkx/generators/small.py | 74 | networkx | {
"docstring": "\n Returns the Platonic Dodecahedral graph.\n\n The dodecahedral graph has 20 nodes and 30 edges. The skeleton of the\n dodecahedron forms a graph. It is one of 5 Platonic graphs [1]_.\n It can be described in LCF notation as:\n ``[10, 7, 4, -4, -7, 10, -4, 7, -7, 4]^2`` [2]_.\n\n Pa... | 23 | Python | 18 | dec723f072eb997a497a159dbe8674cd39999ee9 | small.py | 176,163 | 4 | 51 | dodecahedral_graph | https://github.com/networkx/networkx.git | Docstrings for the small.py module (#5240)
* added description for the first 5 small graphs
* modified descriptions based on comment and added description for two more functions
* added doctrings to all the functions
* Minor touchups.
Co-authored-by: Ross Barnowski <rossbar@berkeley.edu> | 35 | 0 | 41,733 | 10 | |
1 | 4 | def as_integer_ratio(self):
return (self._numerator, self._denominator)
| python3.10.4/Lib/fractions.py | 27 | XX-Net | {
"docstring": "Return the integer ratio as a tuple.\n\n Return a tuple of two integers, whose ratio is equal to the\n Fraction and with a positive denominator.\n ",
"language": "en",
"n_whitespaces": 46,
"n_words": 25,
"vocab_size": 20
} | 5 | Python | 5 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | fractions.py | 217,396 | 2 | 16 | as_integer_ratio | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 19 | 0 | 54,748 | 7 | |
5 | 25 | def get_iso_3166_2_state_code(address):
import pycountry
country_code = frappe.db.get_value("Country", address.get("country"), "code")
error_message = _(
).format(address.get("state"))
state = address.get("state").upper().strip()
# The max length for ISO state codes is 3, excluding the country code
if len(... | erpnext/erpnext_integrations/taxjar_integration.py | 280 | erpnext | {
"docstring": "{0} is not a valid state! Check for typos or enter the ISO code for your state.",
"language": "en",
"n_whitespaces": 16,
"n_words": 17,
"vocab_size": 16
} | 78 | Python | 58 | 494bd9ef78313436f0424b918f200dab8fc7c20b | taxjar_integration.py | 66,028 | 21 | 162 | get_iso_3166_2_state_code | https://github.com/frappe/erpnext.git | style: format code with black | 56 | 0 | 14,090 | 15 | |
1 | 4 | def snapshot(self):
self._prechange_snapshot = self.serialize_object()
| netbox/netbox/models/features.py | 28 | netbox | {
"docstring": "\n Save a snapshot of the object's current state in preparation for modification. The snapshot is saved as\n `_prechange_snapshot` on the instance.\n ",
"language": "en",
"n_whitespaces": 43,
"n_words": 21,
"vocab_size": 19
} | 5 | Python | 5 | 23f391c5b59d5e01321cf5b83e5337c45f9a09ac | features.py | 265,277 | 2 | 15 | snapshot | https://github.com/netbox-community/netbox.git | Closes #9228: Add serialize_object() method to ChangeLoggingMixin | 19 | 0 | 78,058 | 8 | |
4 | 41 | def test_sub_dag_task_group():
execution_date = pendulum.parse("20200101")
with DAG("test_test_task_group_sub_dag", start_date=execution_date) as dag:
task1 = EmptyOperator(task_id="task1")
with TaskGroup("group234") as group234:
_ = EmptyOperator(task_id="task2")
w... | tests/utils/test_task_group.py | 704 | airflow | {
"docstring": "\n Tests dag.partial_subset() updates task_group correctly.\n ",
"language": "en",
"n_whitespaces": 12,
"n_words": 5,
"vocab_size": 5
} | 160 | Python | 97 | 49e336ae0302b386a2f47269a6d13988382d975f | test_task_group.py | 47,692 | 60 | 396 | test_sub_dag_task_group | https://github.com/apache/airflow.git | Replace usage of `DummyOperator` with `EmptyOperator` (#22974)
* Replace usage of `DummyOperator` with `EmptyOperator` | 732 | 0 | 9,214 | 18 | |
1 | 13 | def test_app_with_import(self):
| tests/admin_scripts/tests.py | 28 | """manage.py check does noterrors when an app imports a | django | {
"docstring": "manage.py check does not raise errors when an app imports a base",
"language": "en",
"n_whitespaces": 11,
"n_words": 12,
"vocab_size": 12
} | 2 | Python | 2 | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | tests.py | 207,392 | 15 | 63 | test_app_with_import | https://github.com/django/django.git | Refs #33476 -- Reformatted code with Black. | 9 | 2 | 51,948 | 6 |
1 | 9 | def normalize_sort(self, names, os_sep, character):
names.sort(key=lambda item: item.replace(os_sep, character))
| awscli/customizations/s3/filegenerator.py | 47 | aws-cli | {
"docstring": "\n The purpose of this function is to ensure that the same path separator\n is used when sorting. In windows, the path operator is a backslash as\n opposed to a forward slash which can lead to differences in sorting\n between s3 and a windows machine.\n ",
"langua... | 9 | Python | 9 | 08542a0ad75642b52eebf15b3e052e3387904b05 | filegenerator.py | 189,207 | 2 | 30 | normalize_sort | https://github.com/aws/aws-cli.git | Fix a few typos | 23 | 0 | 46,015 | 11 | |
2 | 14 | def _load_module_shim(self, fullname):
msg = ("the load_module() method is deprecated and slated for removal in "
"Python 3.12; use exec_module() instead")
_warnings.warn(msg, DeprecationWarning)
spec = spec_from_loader(fullname, self)
if fullname in sys.modules:
module = sys.modu... | python3.10.4/Lib/importlib/_bootstrap.py | 108 | XX-Net | {
"docstring": "Load the specified module into sys.modules and return it.\n\n This method is deprecated. Use loader.exec_module() instead.\n\n ",
"language": "en",
"n_whitespaces": 23,
"n_words": 16,
"vocab_size": 16
} | 45 | Python | 40 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | _bootstrap.py | 218,069 | 11 | 65 | _load_module_shim | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 99 | 0 | 55,111 | 10 | |
2 | 20 | def get_ext_fullpath(self, ext_name):
fullname = self.get_ext_fullname(ext_name)
modpath = fullname.split('.')
filename = self.get_ext_filename(modpath[-1])
if not self.inplace:
# no further work needed
# returning :
# build_dir/package/pat... | python3.10.4/Lib/distutils/command/build_ext.py | 209 | XX-Net | {
"docstring": "Returns the path of the filename for a given extension.\n\n The file is located in `build_lib` or directly in the package\n (inplace option).\n ",
"language": "en",
"n_whitespaces": 44,
"n_words": 23,
"vocab_size": 20
} | 64 | Python | 44 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | build_ext.py | 222,679 | 11 | 123 | get_ext_fullpath | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 214 | 0 | 56,693 | 15 | |
2 | 8 | def check_idle(self):
if self._message_queue.empty():
self.post_message_no_wait(messages.Prompt(sender=self))
| src/textual/message_pump.py | 49 | textual | {
"docstring": "Prompt the message pump to call idle if the queue is empty.",
"language": "en",
"n_whitespaces": 11,
"n_words": 12,
"vocab_size": 11
} | 5 | Python | 5 | 237c556673f058a60aa59f441a8bbb7c953be55f | message_pump.py | 182,485 | 3 | 28 | check_idle | https://github.com/Textualize/textual.git | refactor of compositor | 30 | 0 | 43,842 | 12 | |
2 | 10 | def flush(self) -> None:
self._connected = True
for info in self._cache:
self.show(**dataclasses.asdict(info))
self._cache = []
global_bridge = GlobalMessageBridge()
| qutebrowser/utils/message.py | 73 | qutebrowser | {
"docstring": "Flush messages which accumulated while no handler was connected.\n\n This is so we don't miss messages shown during some early init phase.\n It needs to be called once the show_message signal is connected.\n ",
"language": "en",
"n_whitespaces": 54,
"n_words": 33,
"vocab_s... | 18 | Python | 16 | 5616a99eff34f7074641d1391ed77d6b4b743529 | message.py | 320,923 | 10 | 38 | flush | https://github.com/qutebrowser/qutebrowser.git | Add a MessageInfo data class
Preparation for #7246 | 56 | 0 | 117,438 | 12 | |
1 | 5 | def default_params(self) -> dict:
return {"order": "asc", "sort": self.sort_key, "limit": self.limit}
| airbyte-integrations/connectors/source-recurly/source_recurly/streams.py | 49 | airbyte | {
"docstring": "\n Returns the parameters to be sent together with the API call to Recurly\n ",
"language": "en",
"n_whitespaces": 28,
"n_words": 13,
"vocab_size": 11
} | 11 | Python | 11 | 63af98e3b999d4b223237b51472a819915c5a558 | streams.py | 4,171 | 5 | 26 | default_params | https://github.com/airbytehq/airbyte.git | 🎉 Recurly Schema Revamp (#9866)
* Cleanup Recurly connector schemas
* Add more Recurly schemas to the connector
- `billing_infos`
- `shipping_addresses`
- `shipping_methods`
- `subscription_changes`
* Add Recurly `add-on` resouce
* Add Recurly's account notes resource schema
* Add unique coupons to ... | 25 | 0 | 628 | 8 | |
2 | 16 | def query_task(doctype, txt, searchfield, start, page_len, filters):
from frappe.desk.reportview import build_match_conditions
search_string = "%%%s%%" % txt
order_by_string = "%s%%" % txt
match_conditions = build_match_conditions("Task")
match_conditions = ("and" + match_conditions) if match_conditions else ""
... | erpnext/projects/utils.py | 150 | erpnext | {
"docstring": "select name, subject from `tabTask`\n\t\twhere (`%s` like %s or `subject` like %s) %s\n\t\torder by\n\t\t\tcase when `subject` like %s then 0 else 1 end,\n\t\t\tcase when `%s` like %s then 0 else 1 end,\n\t\t\t`%s`,\n\t\t\tsubject\n\t\tlimit %s offset %s",
"language": "en",
"n_whitespaces": 34,
... | 53 | Python | 37 | 00ef499739959630cd7cf97419fbb6ca59be05f2 | utils.py | 68,806 | 18 | 96 | query_task | https://github.com/frappe/erpnext.git | refactor: use db independent offset syntax (#31345)
* chore: use db independent offset syntax
* fix: typo
* style: reformat code to black spec
Co-authored-by: Ankush Menat <ankush@frappe.io> | 43 | 0 | 14,887 | 10 | |
2 | 9 | def write(self, pkt): # type: ignore
# type: (_PacketIterable) -> None
# Import here to avoid circular dependency
from scapy.supersocket import IterSocket
for p in IterSocket(pkt).iter:
self.write_packet(p)
| scapy/utils.py | 52 | scapy | {
"docstring": "\n Writes a Packet, a SndRcvList object, or bytes to a ERF file.\n\n :param pkt: Packet(s) to write (one record for each Packet)\n :type pkt: iterable[scapy.packet.Packet], scapy.packet.Packet\n ",
"language": "en",
"n_whitespaces": 55,
"n_words": 26,
"vocab_size": ... | 27 | Python | 24 | 3df072ecb66b53251f8ec66b0bf7129a649166ae | utils.py | 209,104 | 4 | 30 | write | https://github.com/secdev/scapy.git | Add ERF Ethernet Support | 74 | 0 | 52,606 | 9 | |
1 | 15 | def info(self, pretty=False, best=False):
# type: (bool, bool) -> InfoDict
return dict(
id=self.id(),
version=self.version(pretty, best),
version_parts=dict(
major=self.major_version(best),
minor=self.minor_version(best),
... | pipenv/patched/notpip/_vendor/distro.py | 130 | pipenv | {
"docstring": "\n Return certain machine-readable information about the OS\n distribution.\n\n For details, see :func:`distro.info`.\n ",
"language": "en",
"n_whitespaces": 41,
"n_words": 12,
"vocab_size": 12
} | 23 | Python | 23 | f3166e673fe8d40277b804d35d77dcdb760fc3b3 | distro.py | 20,079 | 12 | 86 | info | https://github.com/pypa/pipenv.git | check point progress on only bringing in pip==22.0.4 (#4966)
* vendor in pip==22.0.4
* updating vendor packaging version
* update pipdeptree to fix pipenv graph with new version of pip.
* Vendoring of pip-shims 0.7.0
* Vendoring of requirementslib 1.6.3
* Update pip index safety restrictions patch for p... | 162 | 0 | 3,224 | 13 | |
2 | 2 | def get_form(self):
| netbox/netbox/views/generic/bulk_views.py | 13 | netbox | {
"docstring": "\n Provide a standard bulk delete form if none has been specified for the view\n ",
"language": "en",
"n_whitespaces": 29,
"n_words": 14,
"vocab_size": 14
} | 2 | Python | 2 | e03593d86f3082c19255ae24f39d1ed860a04c4d | bulk_views.py | 264,315 | 6 | 37 | get_form | https://github.com/netbox-community/netbox.git | Move get_extra_context() to base views | 9 | 0 | 77,684 | 6 | |
2 | 11 | def push(self, line):
self.buffer.append(line)
source = "\n".join(self.buffer)
more = self.runsource(source, self.filename)
if not more:
self.resetbuffer()
return more
| python3.10.4/Lib/code.py | 84 | XX-Net | {
"docstring": "Push a line to the interpreter.\n\n The line should not have a trailing newline; it may have\n internal newlines. The line is appended to a buffer and the\n interpreter's runsource() method is called with the\n concatenated contents of the buffer as source. If this\n ... | 17 | Python | 15 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | code.py | 221,357 | 7 | 49 | push | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 70 | 0 | 56,372 | 9 | |
1 | 3 | def _update_feature_log_prob(self, alpha):
| sklearn/naive_bayes.py | 15 | scikit-learn | {
"docstring": "Update feature log probabilities based on counts.\n\n This method is called each time `fit` or `partial_fit` update the\n model.\n\n Parameters\n ----------\n alpha : float\n smoothing parameter. See :meth:`_check_alpha`.\n ",
"language": "en",
... | 3 | Python | 3 | 1c94c0b0be3b9146aae41376f3f4ef3853e0ca97 | naive_bayes.py | 259,027 | 1 | 8 | _update_feature_log_prob | https://github.com/scikit-learn/scikit-learn.git | DOC Add abstract methods to _BaseDiscreteNB (#22596)
Co-authored-by: avm19 <52547519avm19@users.noreply.github.com>
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
Co-authored-by: Jérémie du Boisberranger <34657725+jeremiedbb@users.noreply.github.com> | 10 | 0 | 75,533 | 6 | |
1 | 26 | def accuracy(rating_true, rating_pred):
with tf.compat.v1.name_scope("accuracy"):
# define and apply the mask
mask = tf.not_equal(rating_true, 0)
n_values = tf.reduce_sum(input_tensor=tf.cast(mask, "float32"), axis=1)
# Take the difference between the input data and the infer... | recommenders/evaluation/tf_evaluation.py | 224 | recommenders | {
"docstring": "Accuracy\n\n Evaluates accuracy evaluated on the rated items only (rated items are the ones with non-zero ratings).\n\n :math:`accuracy = 1/m \\sum_{mu=1}^{m} \\sum{i=1}^Nv 1/s(i) I(rating_true - rating_pred = 0)_{mu,i}`\n\n where `m = Nusers`, `Nv = number of items = number of visible units`... | 79 | Python | 59 | e2abad62317180f0a2f9200f892320afff3a1dda | tf_evaluation.py | 39,008 | 14 | 139 | accuracy | https://github.com/microsoft/recommenders.git | added newlines | 220 | 0 | 7,074 | 16 | |
4 | 13 | def density(w, **kwargs):
if kwargs:
warnings.warn(
"Additional keyword arguments are deprecated in version 1.2 and will be"
" removed in version 1.4.",
FutureWarning,
)
if hasattr(w, "toarray"):
d = float(w.nnz) / (w.shape[0] * w.shape[1])
e... | sklearn/utils/extmath.py | 135 | scikit-learn | {
"docstring": "Compute density of a sparse vector.\n\n Parameters\n ----------\n w : array-like\n The sparse vector.\n **kwargs : keyword arguments\n Ignored.\n\n .. deprecated:: 1.2\n ``**kwargs`` were deprecated in version 1.2 and will be removed in\n 1.4.\n\n... | 50 | Python | 42 | 5d8a1994620713c2e4226fb8e40fef7e81af1103 | extmath.py | 261,230 | 12 | 82 | density | https://github.com/scikit-learn/scikit-learn.git | API Deprecate the extra keyword arguments of utils.extmath.density (#24523)
Co-authored-by: Meekail Zain <34613774+Micky774@users.noreply.github.com>
Co-authored-by: Jérémie du Boisberranger <34657725+jeremiedbb@users.noreply.github.com> | 126 | 0 | 76,700 | 17 | |
2 | 31 | def test_dataset(ray_start_4_cpus, use_local):
model_creator = mlp_identity.model_creator
optimizer_creator = mlp_identity.optimizer_creator
dataset_creator = mlp_identity.dataset_creator
DatasetOperator = TrainingOperator.from_creators(
model_creator=model_creator,
optimizer_crea... | python/ray/util/sgd/tests/test_torch_2.py | 216 | @pytest.mark.parametrize("use_local", [True, False]) | ray | {
"docstring": "\n This test tries training the mlp_identity example. We check the accuracy of\n the model as an all inclusive way of ensuring that we are properly sharding\n and iterating over the entire dataset (instead of repeating the first set\n of points for example).\n ",
"language": "en",
"... | 51 | Python | 41 | 7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065 | test_torch_2.py | 133,242 | 21 | 130 | test_dataset | https://github.com/ray-project/ray.git | [CI] Format Python code with Black (#21975)
See #21316 and #21311 for the motivation behind these changes. | 141 | 1 | 29,963 | 13 |
1 | 11 | def test_export_pipeline_5():
pipeline_string = (
'DecisionTreeRegressor(SelectFromModel(input_matrix, '
'SelectFromModel__ExtraTreesRegressor__max_features=0.05, SelectFromModel__ExtraTreesRegressor__n_estimators=100, '
'SelectFromModel__threshold=0.05), DecisionTreeRegressor__max_dept... | tests/export_tests.py | 82 | tpot | {
"docstring": "Assert that exported_pipeline() generated a compile source file as expected given a fixed simple pipeline with SelectFromModel.import numpy as np\nimport pandas as pd\nfrom sklearn.ensemble import ExtraTreesRegressor\nfrom sklearn.feature_selection import SelectFromModel\nfrom sklearn.model_selection ... | 27 | Python | 22 | 388616b6247ca4ea8de4e2f340d6206aee523541 | export_tests.py | 181,619 | 31 | 45 | test_export_pipeline_5 | https://github.com/EpistasisLab/tpot.git | Revert "Deployed 7ccda9a with MkDocs version: 1.3.0"
This reverts commit bd9629c40e01241766197119b581a99409b07068. | 74 | 0 | 43,407 | 9 | |
1 | 11 | def get_party_gle_currency(party_type, party, company):
def generator():
existing_gle_currency = frappe.db.sql(
,
{"company": company, "party_type": party_type, "party": party},
)
return existing_gle_currency[0][0] if existing_gle_currency else None
return frappe.local_cache(
"party_gle_currency", (pa... | erpnext/accounts/party.py | 109 | erpnext | {
"docstring": "select account_currency from `tabGL Entry`\n\t\t\twhere docstatus=1 and company=%(company)s and party_type=%(party_type)s and party=%(party)s\n\t\t\tlimit 1",
"language": "en",
"n_whitespaces": 12,
"n_words": 15,
"vocab_size": 13
} | 32 | Python | 27 | 494bd9ef78313436f0424b918f200dab8fc7c20b | party.py | 65,129 | 5 | 32 | get_party_gle_currency | https://github.com/frappe/erpnext.git | style: format code with black | 22 | 0 | 13,801 | 13 | |
5 | 13 | def get_template(self, template_name, skip=None):
tried = []
for origin in self.get_template_sources(template_name):
if skip is not None and origin in skip:
tried.append((origin, "Skipped to avoid recursion"))
continue
try:
... | django/template/loaders/base.py | 155 | django | {
"docstring": "\n Call self.get_template_sources() and return a Template object for\n the first template matching template_name. If skip is provided, ignore\n template origins in skip. This is used to avoid recursion during\n template extending.\n ",
"language": "en",
"n_whites... | 49 | Python | 43 | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | base.py | 206,293 | 19 | 98 | get_template | https://github.com/django/django.git | Refs #33476 -- Reformatted code with Black. | 302 | 0 | 51,471 | 14 | |
15 | 20 | def model_is_indexable(cls, model, allow_child_models=False):
if getattr(model, "wagtail_reference_index_ignore", False):
return False
# Don't check any models that have a parental key, references from these will be collected from the parent
if not allow_child_models and an... | wagtail/models/reference_index.py | 244 | wagtail | {
"docstring": "\n Returns True if the given model may have outbound references that we would be interested in recording in the index.\n\n\n Args:\n model (type): a Django model class\n allow_child_models (boolean): Child models are not indexable on their own. If you are looking at... | 91 | Python | 59 | c8689acb3724dc12fb09a0bfc14d7e4755a1ea0f | reference_index.py | 79,676 | 28 | 156 | model_is_indexable | https://github.com/wagtail/wagtail.git | Check field for .extract_references method instead of field type
Co-authored-by: Matt Westcott <matthew@torchbox.com> | 466 | 0 | 16,955 | 13 | |
1 | 4 | def is_connected(self) -> bool:
return self._device.is_connected
| homeassistant/components/asuswrt/device_tracker.py | 25 | core | {
"docstring": "Return true if the device is connected to the network.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 9
} | 6 | Python | 6 | bc2ba8e1c8c988ae24f6961ce64187782f5ba32d | device_tracker.py | 296,122 | 3 | 14 | is_connected | https://github.com/home-assistant/core.git | Add missing type declaration to AsusWrt Scanner Entity (#69773) | 20 | 0 | 95,126 | 7 | |
1 | 24 | def test_get_conda_env_dir(tmp_path):
# Simulate starting in an env named tf1.
d = tmp_path / "envs" / "tf1"
Path.mkdir(d, parents=True)
with mock.patch.dict(
os.environ, {"CONDA_PREFIX": str(d), "CONDA_DEFAULT_ENV": "tf1"}
):
with pytest.raises(ValueError):
# Env t... | python/ray/tests/test_runtime_env_complicated.py | 335 | @pytest.mark.skipif(
os.environ.get("CI") and sys.platform != "linux",
reason="This test is only run on linux CI machines.",
) | ray | {
"docstring": "\n Typical output of `conda env list`, for context:\n\n base /Users/scaly/anaconda3\n my_env_1 /Users/scaly/anaconda3/envs/my_env_1\n\n For this test, `tmp_path` is a stand-in for `Users/scaly/anaconda3`.\n ",
"language": "en",
"n_whitespaces": 65,
"n_w... | 117 | Python | 65 | 7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065 | test_runtime_env_complicated.py | 131,824 | 19 | 152 | test_get_conda_env_dir | https://github.com/ray-project/ray.git | [CI] Format Python code with Black (#21975)
See #21316 and #21311 for the motivation behind these changes. | 269 | 1 | 29,601 | 13 |
1 | 15 | def test_create_expiry_time(self) -> None:
# Should fail with a time in the past
channel = self.make_request(
"POST",
self.url + "/new",
{"expiry_time": self.clock.time_msec() - 10000},
access_token=self.admin_user_tok,
)
self.asse... | tests/rest/admin/test_registration_tokens.py | 226 | synapse | {
"docstring": "Check you can't create a token with an invalid expiry_time.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | 54 | Python | 33 | 2281427175e4c93a30c39607fb4ac23c2a1f399f | test_registration_tokens.py | 249,337 | 18 | 142 | test_create_expiry_time | https://github.com/matrix-org/synapse.git | Use literals in place of `HTTPStatus` constants in tests (#13488)
* Use literals in place of `HTTPStatus` constants in tests
* newsfile
* code style
* code style | 219 | 0 | 72,840 | 14 | |
1 | 2 | def cli() -> None:
@cli.command() | scripts-dev/release.py | 26 | @cli.command() | synapse | {
"docstring": "An interactive script to walk through the parts of creating a release.\n\n Requires the dev dependencies be installed, which can be done via:\n\n pip install -e .[dev]\n\n Then to use:\n\n ./scripts-dev/release.py prepare\n\n # ... ask others to look at the changelog ...\n\n... | 5 | Python | 5 | 30c8e7e408322967e5beb2a64ef5f796cb8df226 | release.py | 248,082 | 28 | 7 | cli | https://github.com/matrix-org/synapse.git | Make `scripts-dev` pass `mypy --disallow-untyped-defs` (#12356)
Not enforced in config yet. One day. | 7 | 1 | 72,090 | 6 |
5 | 12 | def add_update(self, updates):
call_context = base_layer_utils.call_context()
# No need to run updates during Functional API construction.
if call_context.in_keras_graph:
return
# Callable updates are disabled by setting `trainable=False`.
if not call_contex... | keras/engine/base_layer.py | 83 | keras | {
"docstring": "Add update op(s), potentially dependent on layer inputs.\n\n Weight updates (for instance, the updates of the moving mean and\n variance in a BatchNormalization layer) may be dependent on the inputs\n passed when calling a layer. Hence, when reusing the same layer on\n diff... | 37 | Python | 33 | 3613c3defc39c236fb1592c4f7ba1a9cc887343a | base_layer.py | 278,684 | 8 | 48 | add_update | https://github.com/keras-team/keras.git | Remove pylint comments.
PiperOrigin-RevId: 452353044 | 135 | 0 | 82,676 | 13 | |
2 | 48 | def _add_option_iterations(self) -> None:
logger.debug("Adding Iterations Slider")
tk_var = self.vars["display_iterations"]
min_max = (0, 100000)
hlp = _("Set the number of iterations to display. 0 displays the full session.")
ctl_frame = ttk.Frame(self.optsframe)
... | lib/gui/display_command.py | 384 | faceswap | {
"docstring": " Add a slider to adjust the amount if iterations to display ",
"language": "en",
"n_whitespaces": 12,
"n_words": 11,
"vocab_size": 10
} | 90 | Python | 77 | dab823a3eb7a5257cb1e0818ee10ed234d3de97f | display_command.py | 101,893 | 25 | 254 | _add_option_iterations | https://github.com/deepfakes/faceswap.git | Typing - lib.gui.display_command | 303 | 0 | 21,275 | 12 | |
3 | 13 | def build_partition(cls, partition_ids, column_widths):
return np.array(
[
[
cls.frame_partition_cls(
part_id[0],
length=part_id[2],
width=col_width,
)
... | modin/core/io/column_stores/parquet_dispatcher.py | 81 | modin | {
"docstring": "\n Build array with partitions of `cls.frame_partition_cls` class.\n\n Parameters\n ----------\n partition_ids : list\n Array with references to the partitions data.\n column_widths : list\n Number of columns in each partition.\n\n Return... | 26 | Python | 21 | 8864bc197974da6d8cda2de2f35ca31d561be1cc | parquet_dispatcher.py | 154,121 | 14 | 56 | build_partition | https://github.com/modin-project/modin.git | PERF-#4305: Parallelize `read_parquet` over row groups (#4700)
Co-authored-by: mvashishtha <mahesh@ponder.io> | 240 | 0 | 35,794 | 13 | |
2 | 2 | def replace_cfg_vals(ori_cfg):
| mmdet/utils/replace_cfg_vals.py | 13 | mmdetection | {
"docstring": "Replace the string \"${key}\" with the corresponding value.\n\n Replace the \"${key}\" with the value of ori_cfg.key in the config. And\n support replacing the chained ${key}. Such as, replace \"${key0.key1}\"\n with the value of cfg.key0.key1. Code is modified from `vars.py\n < https://gi... | 2 | Python | 2 | 0db1b9b3d2c3f231241b25c54b3632a0413732ed | replace_cfg_vals.py | 244,243 | 10 | 64 | replace_cfg_vals | https://github.com/open-mmlab/mmdetection.git | [Tools] Support replacing the ${key} with the value of cfg.key (#7492)
* Support replacing config
* Support replacing config
* Add unit test for replace_cfig
* pre-commit
* fix
* modify the docstring
* rename function
* fix a bug
* fix a bug and simplify the code
* simplify the code
* add... | 5 | 0 | 70,293 | 6 | |
1 | 6 | def artifacts(self) -> Dict[str, "mlflow.models.EvaluationArtifact"]:
return self._artifacts
_cached_mlflow_client = None
| mlflow/models/evaluation/base.py | 35 | mlflow | {
"docstring": "\n A dictionary mapping standardized artifact names (e.g. \"roc_data\") to\n artifact content and location information\n ",
"language": "en",
"n_whitespaces": 36,
"n_words": 14,
"vocab_size": 13
} | 10 | Python | 10 | 4c58179509e6f6047789efb0a95c2b0e20cb6c8f | base.py | 19,154 | 6 | 17 | artifacts | https://github.com/mlflow/mlflow.git | Improve evaluation api (#5256)
* init
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
* update
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
* update
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
* update doc
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
* update d... | 23 | 0 | 2,900 | 6 | |
4 | 28 | def decode(ew):
_, charset, cte, cte_string, _ = ew.split('?')
charset, _, lang = charset.partition('*')
cte = cte.lower()
# Recover the original bytes and do CTE decoding.
bstring = cte_string.encode('ascii', 'surrogateescape')
bstring, defects = _cte_decoders[cte](bstring)
# Turn the ... | python3.10.4/Lib/email/_encoded_words.py | 304 | XX-Net | {
"docstring": "Decode encoded word and return (string, charset, lang, defects) tuple.\n\n An RFC 2047/2243 encoded word has the form:\n\n =?charset*lang?cte?encoded_string?=\n\n where '*lang' may be omitted but the other parts may not be.\n\n This function expects exactly such a string (that is, it d... | 104 | Python | 74 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | _encoded_words.py | 223,504 | 18 | 149 | decode | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 228 | 0 | 56,938 | 18 | |
5 | 29 | def add_supercategory_ann(self, annotations):
for i, ann in enumerate(annotations):
assert len(ann['labels']) == len(ann['bboxes']) == \
len(ann['gt_is_group_ofs'])
gt_bboxes = []
gt_is_group_ofs = []
gt_labels = []
for j in... | mmdet/datasets/openimages.py | 384 | mmdetection | {
"docstring": "Add parent classes of the corresponding class of the ground truth\n bboxes.",
"language": "en",
"n_whitespaces": 18,
"n_words": 12,
"vocab_size": 10
} | 64 | Python | 47 | 1516986a616fee8bb741d0ab2be40683045efccd | openimages.py | 243,996 | 27 | 239 | add_supercategory_ann | https://github.com/open-mmlab/mmdetection.git | [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... | 464 | 0 | 70,186 | 16 | |
2 | 5 | def close(self) -> None:
if self.worker:
self.worker.stop()
return super().close()
| src/prefect/logging/handlers.py | 50 | prefect | {
"docstring": "\n Shuts down this handler and the `OrionLogWorker`.\n ",
"language": "en",
"n_whitespaces": 22,
"n_words": 7,
"vocab_size": 7
} | 9 | Python | 9 | fc20231ae7707ca9ca51a3e25fe8991482a02e2e | handlers.py | 53,059 | 7 | 28 | close | https://github.com/PrefectHQ/prefect.git | Add more docstrings | 41 | 0 | 10,698 | 10 | |
1 | 9 | def _object2proto(self) -> GetEnumAttributeAction_PB:
return GetEnumAttributeAction_PB(
path=self.path,
id_at_location=serialize(self.id_at_location),
address=serialize(self.address),
msg_id=serialize(self.id),
)
| packages/syft/src/syft/core/node/common/action/get_enum_attribute_action.py | 70 | PySyft | {
"docstring": "Returns a protobuf serialization of self.\n As a requirement of all objects which inherit from Serializable,\n this method transforms the current object into the corresponding\n Protobuf object so that it can be further serialized.\n :return: returns a protobuf object\n ... | 11 | Python | 11 | e272ed2fa4c58e0a89e273a3e85da7d13a85e04c | get_enum_attribute_action.py | 2,712 | 18 | 45 | _object2proto | https://github.com/OpenMined/PySyft.git | [syft.core.node.common.action] Change syft import absolute -> relative | 76 | 0 | 343 | 11 | |
1 | 27 | async def test_doorbell_event_session_update(hass, auth):
events = async_capture_events(hass, NEST_EVENT)
subscriber = await async_setup_devices(
hass,
"sdm.devices.types.DOORBELL",
create_device_traits(
[
"sdm.devices.traits.CameraClipPreview",
... | tests/components/nest/test_events.py | 434 | core | {
"docstring": "Test a pubsub message with updates to an existing session.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | 134 | Python | 75 | 789c0a24dd558207b712ddf10a919d9353853e40 | test_events.py | 309,309 | 65 | 249 | test_doorbell_event_session_update | https://github.com/home-assistant/core.git | Improve nest media player clip/image and event handling for multiple events in a short time range (#63149) | 775 | 0 | 108,015 | 15 | |
1 | 7 | def test_delete_files_from_storage_task_files_not_existing_files(media_root):
# given
path = "random/test-path"
path_2 = "random/test-path-2"
assert not default_storage.exists(path)
assert not default_storage.exists(path_2)
# when
delete_files_from_storage_task([path, path_2])
| saleor/core/tests/test_tasks.py | 67 | saleor | {
"docstring": "Ensure method not fail when trying to remove not existing file.",
"language": "en",
"n_whitespaces": 10,
"n_words": 11,
"vocab_size": 10
} | 20 | Python | 16 | 2611883cda3b84ccbfcbf37221f5b62a08bc9af1 | test_tasks.py | 28,452 | 6 | 36 | test_delete_files_from_storage_task_files_not_existing_files | https://github.com/saleor/saleor.git | Fix the migration for removing media marked as to remove (#10429)
* Add celery task for removing multiple files from storage
* Fix the migration for removing media marked as to remove | 44 | 0 | 5,170 | 8 | |
2 | 8 | def get_project_ids() -> List[str]:
return [project["project_id"] for project in PROJECTS_DATA]
@log_start_end(log=logger) | openbb_terminal/cryptocurrency/due_diligence/tokenterminal_model.py | 48 | @log_start_end(log=logger) | OpenBBTerminal | {
"docstring": "This function returns the available project ids.\n\n Returns\n ----------\n List[str]\n A list with the all the project IDs\n ",
"language": "en",
"n_whitespaces": 37,
"n_words": 18,
"vocab_size": 15
} | 11 | Python | 11 | 7979b1fc071a1c3e7463044bea617d7305b4a17e | tokenterminal_model.py | 286,002 | 9 | 21 | get_project_ids | https://github.com/OpenBB-finance/OpenBBTerminal.git | Add 3 Token Terminal commands (#2447)
* add crypto/ov/fun
* add tokenterminal to dependencies
* update website content
* add to main.yml
* fix tests
* add tests
* Update _index.md
* Update _index.md
* fix tests
* fix test
* List hint added
* improve code based on Jose input
* fix te... | 16 | 1 | 85,500 | 8 |
2 | 8 | def encodePythonUnicodeToC(value):
assert type(value) is unicode, type(value)
result = ""
for c in value:
cv = ord(c)
result += r"\%o" % cv
return 'L"%s"' % result
| nuitka/utils/CStrings.py | 73 | Nuitka | {
"docstring": "Encode a string, so that it gives a wide C string literal.",
"language": "en",
"n_whitespaces": 11,
"n_words": 12,
"vocab_size": 11
} | 26 | Python | 20 | 70b7eee9555c8d5599d096eaf600521475b001d9 | CStrings.py | 178,838 | 7 | 42 | encodePythonUnicodeToC | https://github.com/Nuitka/Nuitka.git | Python3.7+: Added support for get_resource_reader to our loader
* This allows to avoid a useless file copy to a temporary file
in case a "importlib.resources.path" is used.
* Also fixed a few typos in tests.
* And avoid compiling the meta path based loader separately, so it
can use compiled code helpers easily. | 55 | 0 | 42,841 | 10 | |
2 | 26 | def test_search_users(self) -> None:
realm = get_realm("zulip")
# A payload to find all users whose email ends with @zulip.com
payload = {
"schemas": ["urn:ietf:params:scim:api:messages:2.0:SearchRequest"],
"filter": 'userName ew "@zulip.com"',
}
... | zerver/tests/test_scim.py | 266 | zulip | {
"docstring": "\n Tests a basic .search POST query:\n https://datatracker.ietf.org/doc/html/rfc7644#section-3.4.3\n ",
"language": "en",
"n_whitespaces": 29,
"n_words": 7,
"vocab_size": 7
} | 74 | Python | 63 | b775639f425d257d3367d6e462582ca926b1f7ee | test_scim.py | 84,333 | 34 | 157 | test_search_users | https://github.com/zulip/zulip.git | test: Use list comprehension for dictionary values.
Signed-off-by: Zixuan James Li <p359101898@gmail.com> | 379 | 0 | 17,818 | 15 | |
4 | 13 | def _row_lengths(self):
if self._row_lengths_cache is None:
row_lengths_list = DaskWrapper.materialize(
[
self._get_partition_size_along_axis(obj, axis=0)
for obj in self._partitions.T[0]
]
)
sel... | modin/core/execution/dask/implementations/pandas_on_dask/dataframe/dataframe.py | 95 | modin | {
"docstring": "\n Compute ther row partitions lengths if they are not cached.\n\n Returns\n -------\n list\n A list of row partitions lengths.\n ",
"language": "en",
"n_whitespaces": 66,
"n_words": 19,
"vocab_size": 16
} | 27 | Python | 22 | a7354c9ca76525a265da98f2afe882c53f378840 | dataframe.py | 153,954 | 10 | 61 | _row_lengths | https://github.com/modin-project/modin.git | FEAT-#4419: Extend virtual partitioning API to pandas on Dask (#4420)
Signed-off-by: Rehan Durrani <rehan@ponder.io>
Co-authored-by: Mahesh Vashishtha <mvashishtha@users.noreply.github.com> | 149 | 0 | 35,722 | 15 | |
1 | 14 | def test_multi_page_mixed_no_archive(self):
parser = RasterisedDocumentParser(None)
parser.parse(
os.path.join(self.SAMPLE_FILES, "multi-page-mixed.pdf"),
"application/pdf",
)
self.assertIsNone(parser.archive_path)
self.assertContainsStrings(
... | src/paperless_tesseract/tests/test_parser.py | 109 | paperless-ngx | {
"docstring": "\n GIVEN:\n - File with some text contained in images and some in text layer\n - OCR mode set to skip_noarchive\n WHEN:\n - Document is parsed\n THEN:\n - Text from images is extracted\n - No archive file is created\n "... | 20 | Python | 18 | b3b2519bf03185aa12028fa68d3b8f8860555e6e | test_parser.py | 319,926 | 11 | 63 | test_multi_page_mixed_no_archive | https://github.com/paperless-ngx/paperless-ngx.git | Fixes the creation of an archive file, even if noarchive was specified | 113 | 0 | 117,021 | 11 | |
6 | 25 | def fit(self, X, y=None):
X = self._validate_data(
X, accept_sparse=["csr", "csc"], dtype=[np.float64, np.float32]
)
n_samples, n_features = X.shape
if self.n_components == "auto":
self.n_components_ = johnson_lindenstrauss_min_dim(
n_sa... | sklearn/random_projection.py | 357 | scikit-learn | {
"docstring": "Generate a sparse random projection matrix.\n\n Parameters\n ----------\n X : {ndarray, sparse matrix} of shape (n_samples, n_features)\n Training set: only the shape is used to find optimal random\n matrix dimensions based on the theory referenced in the\n ... | 185 | Python | 109 | 8b6b519caf3b3b9602958a859b4d3a7eb1d9eadd | random_projection.py | 258,487 | 43 | 220 | fit | https://github.com/scikit-learn/scikit-learn.git | ENH Preserving dtype for np.float32 in RandomProjection (#22114)
Co-authored-by: takoika <>
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com> | 760 | 0 | 75,247 | 16 | |
1 | 10 | def xbutton(self, name, title, next, xpos):
return self.pushbutton(name, int(self.w*xpos - 28), self.h-27, 56, 17, 3, title, next)
| python3.10.4/Lib/distutils/command/bdist_msi.py | 66 | XX-Net | {
"docstring": "Add a button with a given title, the tab-next button,\n its name in the Control table, giving its x position; the\n y-position is aligned with the other buttons.\n\n Return the button, so that events can be associated",
"language": "en",
"n_whitespaces": 57,
"n_words": 37,
... | 17 | Python | 16 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | bdist_msi.py | 222,639 | 2 | 48 | xbutton | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 31 | 0 | 56,681 | 12 | |
1 | 7 | def to_svg(self, size=500):
from dask.array.svg import svg
return svg(self.chunks, size=size)
| dask/array/core.py | 45 | dask | {
"docstring": "Convert chunks from Dask Array into an SVG Image\n\n Parameters\n ----------\n chunks: tuple\n size: int\n Rough size of the image\n\n Examples\n --------\n >>> x.to_svg(size=500) # doctest: +SKIP\n\n Returns\n -------\n ... | 10 | Python | 10 | cccb9d8d8e33a891396b1275c2448c352ef40c27 | core.py | 156,038 | 3 | 29 | to_svg | https://github.com/dask/dask.git | absolufy-imports - No relative - PEP8 (#8796)
Conversation in https://github.com/dask/distributed/issues/5889 | 31 | 0 | 36,515 | 8 | |
5 | 10 | def tokenize(self, text, properties=None):
default_properties = {"annotators": "tokenize,ssplit"}
default_properties.update(properties or {})
result = self.api_call(text, properties=default_properties)
for sentence in result["sentences"]:
for token in sentence["to... | nltk/parse/corenlp.py | 116 | nltk | {
"docstring": "Tokenize a string of text.\n\n Skip these tests if CoreNLP is likely not ready.\n >>> if \"CLASSPATH\" not in os.environ: import pytest; pytest.skip(\"CoreNLP jars unavailable\")\n\n The CoreNLP server can be started using the following notation, although\n we recommend the... | 27 | Python | 23 | 1f4a121aa781117bc0daa3b4485cf7757f8112ee | corenlp.py | 42,558 | 7 | 66 | tokenize | https://github.com/nltk/nltk.git | Rework CoreNLP tests for 4.5.1, make them work if CoreNLP is on CLASSPATH
If not, they are skipped. Sadly this does make the docstrings a bit more confusing | 88 | 0 | 7,620 | 13 | |
1 | 4 | async def async_will_remove_from_hass(self) -> None:
await super().async_will_remove_from_hass()
await self.async_disable()
| homeassistant/components/automation/__init__.py | 43 | core | {
"docstring": "Remove listeners when removing automation from Home Assistant.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | 9 | Python | 8 | 5e338d21665cb04f66fcebd9376cdda389c30c01 | __init__.py | 307,671 | 4 | 22 | async_will_remove_from_hass | https://github.com/home-assistant/core.git | Improve type hints in automation (#78368)
* Improve type hints in automation
* Apply suggestion
* Apply suggestion
* Apply suggestion
* Add Protocol for IfAction
* Use ConfigType for IfAction
* Rename variable | 30 | 0 | 106,439 | 10 | |
1 | 14 | def test_reading_post_data_raises_os_error(self):
mw = CsrfViewMiddleware(post_form_view)
req = self._get_POST_request_with_token(request_class=PostErrorRequest)
req.post_error = OSError("Deleted directories/Missing permissions.")
mw.process_request(req)
with self.assert... | tests/csrf_tests/tests.py | 99 | django | {
"docstring": "\n An OSError raised while reading the POST data should not be handled by\n the middleware.\n ",
"language": "en",
"n_whitespaces": 37,
"n_words": 15,
"vocab_size": 14
} | 20 | Python | 18 | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | tests.py | 202,399 | 7 | 58 | test_reading_post_data_raises_os_error | https://github.com/django/django.git | Refs #33476 -- Reformatted code with Black. | 73 | 0 | 50,107 | 10 | |
2 | 10 | def require_mps(test_case):
is_mps_supported = hasattr(torch.backends, "mps") and torch.backends.mps.is_available()
return unittest.skipUnless(is_mps_supported, "test requires a `mps` backend support in `torch`")(test_case)
| src/accelerate/test_utils/testing.py | 66 | accelerate | {
"docstring": "\n Decorator marking a test that requires MPS backend. These tests are skipped when torch doesn't support `mps`\n backend.\n ",
"language": "en",
"n_whitespaces": 28,
"n_words": 18,
"vocab_size": 17
} | 18 | Python | 18 | bb6ee0b7bc72cb29e496a6d05aee9e11d6f745b1 | testing.py | 338,450 | 3 | 38 | require_mps | https://github.com/huggingface/accelerate.git | Support `init_on_device` (#926)
* Support init_on_device
* Support mps backend as well in testing | 27 | 0 | 121,217 | 11 | |
3 | 28 | def request_hook(self, method, path, data, params, **kwargs):
# handle params that are already part of the path
url_params = dict(parse_qs(urlsplit(path).query))
url_params.update(params or {})
path = path.split("?")[0]
jwt_payload = {
"iss": JIRA_KEY,
... | src/sentry/integrations/jira/client.py | 262 | sentry | {
"docstring": "\n Used by Jira Client to apply the jira-cloud authentication\n ",
"language": "en",
"n_whitespaces": 24,
"n_words": 9,
"vocab_size": 9
} | 63 | Python | 54 | 2fbf550ec05c8501cbc9eca62e73526e717dcbdf | client.py | 93,687 | 15 | 165 | request_hook | https://github.com/getsentry/sentry.git | ref(Jira): Split Jira Cloud and Jira Server (#37034)
* Split Jira Cloud and Jira Server | 191 | 0 | 19,009 | 13 | |
10 | 34 | def _tensorflow_dependency_install(self):
# TODO This will need to be more robust if/when we accept multiple Tensorflow Versions
versions = list(TENSORFLOW_REQUIREMENTS.values())[-1]
condaexe = ["conda", "search"]
pkgs = ["cudatoolkit", "cudnn"]
shell = self.env.os_versi... | setup.py | 340 | faceswap | {
"docstring": " Install the Cuda/cuDNN dependencies from Conda when tensorflow is not available\n in Conda.\n\n This was used whilst Tensorflow 2.2 was not available for Windows in Conda. It is kept\n here in case it is required again in the future.\n ",
"language": "en",
"n_whitespac... | 86 | Python | 68 | c1512fd41d86ef47a5d1ce618d6d755ef7cbacdf | setup.py | 100,402 | 17 | 211 | _tensorflow_dependency_install | https://github.com/deepfakes/faceswap.git | Update code to support Tensorflow versions up to 2.8 (#1213)
* Update maximum tf version in setup + requirements
* - bump max version of tf version in launcher
- standardise tf version check
* update keras get_custom_objects for tf>2.6
* bugfix: force black text in GUI file dialogs (linux)
* dssim loss -... | 373 | 0 | 19,885 | 19 | |
10 | 22 | def join(self, join, reuse=None):
reuse_aliases = [
a
for a, j in self.alias_map.items()
if (reuse is None or a in reuse) and j.equals(join)
]
if reuse_aliases:
if join.table_alias in reuse_aliases:
reuse_alias = join.table... | django/db/models/sql/query.py | 239 | django | {
"docstring": "\n Return an alias for the 'join', either reusing an existing alias for\n that join or creating a new one. 'join' is either a base_table_class or\n join_class.\n\n The 'reuse' parameter can be either None which means all joins are\n reusable, or it can be a set conta... | 104 | Python | 70 | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | query.py | 205,866 | 25 | 151 | join | https://github.com/django/django.git | Refs #33476 -- Reformatted code with Black. | 392 | 0 | 51,251 | 13 | |
3 | 49 | def estimate_blur_fft(cls, image, metadata=None):
if metadata is not None:
alignments = metadata["alignments"]
det_face = DetectedFace()
det_face.from_png_meta(alignments)
aln_face = AlignedFace(np.array(alignments["landmarks_xy"], dtype="float32"),
... | tools/sort/sort.py | 424 | faceswap | {
"docstring": " Estimate the amount of blur a fft filtered image has.\n\n Parameters\n ----------\n image: :class:`numpy.ndarray`\n Use Fourier Transform to analyze the frequency characteristics of the masked\n face using 2D Discrete Fourier Transform (DFT) filter to find t... | 94 | Python | 71 | 32950897376b48e0f08b46385602e4df902cf49e | sort.py | 101,185 | 28 | 276 | estimate_blur_fft | https://github.com/deepfakes/faceswap.git | lib.detected_face.Mask
- Add source + target offset and coverage to set_sub_crop method | 478 | 0 | 20,606 | 14 | |
13 | 29 | def execute_info(self):
roles_path = context.CLIARGS['roles_path']
data = ''
for role in context.CLIARGS['args']:
role_info = {'path': roles_path}
gr = GalaxyRole(self.galaxy, self.lazy_role_api, role)
install_info = gr.install_info
if... | lib/ansible/cli/galaxy.py | 385 | ansible | {
"docstring": "\n prints out detailed information about an installed role as well as info available from the galaxy API.\n ",
"language": "en",
"n_whitespaces": 32,
"n_words": 17,
"vocab_size": 16
} | 128 | Python | 85 | cb2e434dd2359a9fe1c00e75431f4abeff7381e8 | galaxy.py | 268,620 | 34 | 225 | execute_info | https://github.com/ansible/ansible.git | ansible-galaxy install - fix unnecessary api check when installing a role from git repo (#79090)
* delay server api evaluation until a GalaxyRole needs to make an api call for info, list, and install | 617 | 0 | 79,567 | 17 | |
5 | 3 | def unwrap(func, *, stop=None):
if stop is None: | python3.10.4/Lib/inspect.py | 29 | XX-Net | {
"docstring": "Get the object wrapped by *func*.\n\n Follows the chain of :attr:`__wrapped__` attributes returning the last\n object in the chain.\n\n *stop* is an optional callback accepting an object in the wrapper chain\n as its sole argument that allows the unwrapping to be terminated early if\n the ca... | 8 | Python | 8 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | inspect.py | 218,388 | 15 | 94 | unwrap | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 14 | 0 | 55,276 | 6 | |
2 | 21 | def tick_params(self, axis='both', **kwargs):
for ax in self.figure.axes:
ax.tick_params(axis=axis, **kwargs)
return self
_facet_docs = dict(
data=dedent(),
rowcol=dedent(),
rowcol_order=dedent(),
col_wrap=dedent(),
share_xy=dedent(),
height=dedent(),
... | seaborn/axisgrid.py | 219 | seaborn | {
"docstring": "Modify the ticks, tick labels, and gridlines.\n\n Parameters\n ----------\n axis : {'x', 'y', 'both'}\n The axis on which to apply the formatting.\n kwargs : keyword arguments\n Additional keyword arguments to pass to\n :meth:`matplotlib.axe... | 27 | Python | 27 | 72d1322ee583eb481346e5e661c2998c8a7445dd | axisgrid.py | 42,118 | 4 | 35 | tick_params | https://github.com/mwaskom/seaborn.git | Adding Grid.tick_params() method. (#2944)
* Adding Grid.tick_params() method.
* Address PR comments.
* Add What's New entry.
* Switch tick_params() test to use pad. | 90 | 0 | 7,487 | 10 | |
15 | 24 | def mac_platforms(version=None, arch=None):
# type: (Optional[MacVersion], Optional[str]) -> Iterator[str]
version_str, _, cpu_arch = platform.mac_ver() # type: ignore
if version is None:
version = cast("MacVersion", tuple(map(int, version_str.split(".")[:2])))
else:
version = vers... | .venv/lib/python3.8/site-packages/pip/_vendor/packaging/tags.py | 506 | transferlearning | {
"docstring": "\n Yields the platform tags for a macOS system.\n\n The `version` parameter is a two-item tuple specifying the macOS version to\n generate platform tags for. The `arch` parameter is the CPU architecture to\n generate platform tags for. Both parameters default to the appropriate value\n ... | 268 | Python | 129 | f638f5d0e6c8ebed0e69a6584bc7f003ec646580 | tags.py | 62,909 | 46 | 319 | mac_platforms | https://github.com/jindongwang/transferlearning.git | upd; format | 889 | 0 | 13,068 | 18 | |
2 | 13 | def test_asarray_with_order(is_array_api):
if is_array_api:
xp = pytest.importorskip("numpy.array_api")
else:
xp = numpy
X = xp.asarray([1.2, 3.4, 5.1])
X_new = _asarray_with_order(X, order="F")
X_new_np = numpy.asarray(X_new)
assert X_new_np.flags["F_CONTIGUOUS"]
| sklearn/utils/tests/test_array_api.py | 104 | scikit-learn | {
"docstring": "Test _asarray_with_order passes along order for NumPy arrays.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | 25 | Python | 20 | 2710a9e7eefd2088ce35fd2fb6651d5f97e5ef8b | test_array_api.py | 261,040 | 9 | 67 | test_asarray_with_order | https://github.com/scikit-learn/scikit-learn.git | ENH Adds Array API support to LinearDiscriminantAnalysis (#22554)
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Julien Jerphanion <git@jjerphan.xyz> | 60 | 0 | 76,641 | 11 | |
8 | 8 | def _total_channels(self) -> int:
channels = 3
if self._config["mask_type"] and (self._config["learn_mask"] or
self._config["penalized_mask_loss"]):
channels += 1
mults = [area for area in ["eye", "mouth"] if int(self._config[f"{are... | lib/training/generator.py | 143 | faceswap | {
"docstring": "int: The total number of channels, including mask channels that the target image\n should hold. ",
"language": "en",
"n_whitespaces": 22,
"n_words": 15,
"vocab_size": 15
} | 37 | Python | 29 | 2beceffad9b15c1fd78f06b9b272563321c5a41e | generator.py | 101,287 | 11 | 82 | _total_channels | https://github.com/deepfakes/faceswap.git | Data Augmentation update (#1263)
- lib.detected_face
- Subclass Masks for Landmark based masks
- Add training mask propery + methods to DetectedFace
- lib.training_training
- subclass TrainingDataGenerator for training and preview data
- Split cache into own module
- Reduce thread count to ... | 142 | 0 | 20,706 | 14 | |
1 | 20 | def start(self, workflow_state, user=None):
task_state = self.get_task_state_class()(workflow_state=workflow_state)
task_state.status = TaskState.STATUS_IN_PROGRESS
task_state.page_revision = workflow_state.page.get_latest_revision()
task_state.task = self
task_state.sav... | wagtail/core/models/__init__.py | 122 | wagtail | {
"docstring": "Start this task on the provided workflow state by creating an instance of TaskState",
"language": "en",
"n_whitespaces": 13,
"n_words": 14,
"vocab_size": 14
} | 24 | Python | 20 | d10f15e55806c6944827d801cd9c2d53f5da4186 | __init__.py | 73,775 | 12 | 77 | start | https://github.com/wagtail/wagtail.git | Reformat with black | 120 | 0 | 16,102 | 10 | |
2 | 18 | def setup_persistent_compute_target(workspace, cluster_name, vm_size, max_nodes):
# setting vmsize and num nodes creates a persistent AzureML
# compute resource
logger.debug("setup: cluster_name {}".format(cluster_name))
# https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-set-... | tests/ci/aml_tests_old/submit_azureml_pytest.py | 147 | recommenders | {
"docstring": "\n Set up a persistent compute target on AzureML.\n A persistent compute target runs noticeably faster than a\n regular compute target for subsequent runs. The benefit\n is that AzureML manages turning the compute on/off as needed for\n each job so the user does not need to do this.\n\... | 53 | Python | 44 | f1b06e2f758b5b4a965f7bf428d006621d19c0b0 | submit_azureml_pytest.py | 39,217 | 13 | 88 | setup_persistent_compute_target | https://github.com/microsoft/recommenders.git | changed folder structure for aml tests | 133 | 0 | 7,139 | 12 | |
10 | 68 | def upgrade():
op.drop_table('ai_table')
op.create_table(
'analysis',
sa.Column('id', sa.Integer(), nullable=False),
sa.Column('analysis', mindsdb.interfaces.storage.db.Json(), nullable=False),
sa.Column('created_at', sa.DateTime(), nullable=True),
sa.Column('updated_at'... | mindsdb/migrations/versions/2022-02-09_27c5aca9e47e_test.py | 1,602 | mindsdb | {
"docstring": "\n insert into analysis (analysis) select analysis from datasource where id = :id;\n \n select id from analysis order by id desc limit 1;\n \n update datasource set analysis_id = :analysis_id where id = :id\n ... | 323 | Python | 174 | e8740eecac16c34cba133ba37939831bb66deea7 | 2022-02-09_27c5aca9e47e_test.py | 114,080 | 108 | 948 | upgrade | https://github.com/mindsdb/mindsdb.git | changes from parent branch | 1,245 | 0 | 25,088 | 17 | |
3 | 12 | def _verbose_message(message, *args, verbosity=1):
if sys.flags.verbose >= verbosity:
if not message.startswith(('#', 'import ')):
message = '# ' + message
print(message.format(*args), file=sys.stderr)
| python3.10.4/Lib/importlib/_bootstrap.py | 95 | XX-Net | {
"docstring": "Print the message to stderr if -v/PYTHONVERBOSE is turned on.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | 21 | Python | 19 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | _bootstrap.py | 218,044 | 5 | 56 | _verbose_message | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 52 | 0 | 55,095 | 12 | |
1 | 5 | def readinto(self, b):
self._check_can_read()
return self._buffer.readinto(b)
| python3.10.4/Lib/bz2.py | 38 | XX-Net | {
"docstring": "Read bytes into b.\n\n Returns the number of bytes read (0 for EOF).\n ",
"language": "en",
"n_whitespaces": 27,
"n_words": 13,
"vocab_size": 12
} | 6 | Python | 6 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | bz2.py | 221,182 | 3 | 22 | readinto | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 27 | 0 | 56,252 | 8 | |
8 | 21 | def check_send_to_kindle(entry):
formats = list()
book_formats = list()
if len(entry.data):
for ele in iter(entry.data):
if ele.uncompressed_size < config.mail_size:
formats.append(ele.format)
if 'MOBI' in formats:
book_formats.append({'format': '... | cps/helper.py | 312 | calibre-web | {
"docstring": "\n returns all available book formats for sending to Kindle\n ",
"language": "en",
"n_whitespaces": 20,
"n_words": 9,
"vocab_size": 9
} | 100 | Python | 62 | 2e007a160e652b2e7bbdeb5a8319560188324502 | helper.py | 173,231 | 25 | 172 | check_send_to_kindle | https://github.com/janeczku/calibre-web.git | reenable startup logging
Bugfixes from refactoring and merge | 431 | 0 | 40,831 | 17 | |
3 | 26 | def get_actual_details(name, filters):
budget_against = frappe.scrub(filters.get("budget_against"))
cond = ""
if filters.get("budget_against") == "Cost Center":
cc_lft, cc_rgt = frappe.db.get_value("Cost Center", name, ["lft", "rgt"])
cond = .format(
lft=cc_lft, rgt=cc_rgt
)
ac_details = frappe.db.sql(
... | erpnext/accounts/report/budget_variance_report/budget_variance_report.py | 223 | erpnext | {
"docstring": "\n\t\t\t\tand lft >= \"{lft}\"\n\t\t\t\tand rgt <= \"{rgt}\"\n\t\t\t\n\t\t\tselect\n\t\t\t\tgl.account,\n\t\t\t\tgl.debit,\n\t\t\t\tgl.credit,\n\t\t\t\tgl.fiscal_year,\n\t\t\t\tMONTHNAME(gl.posting_date) as month_name,\n\t\t\t\tb.{budget_against} as budget_against\n\t\t\tfrom\n\t\t\t\t`tabGL Entry` gl... | 52 | Python | 43 | 494bd9ef78313436f0424b918f200dab8fc7c20b | budget_variance_report.py | 65,173 | 53 | 138 | get_actual_details | https://github.com/frappe/erpnext.git | style: format code with black | 33 | 0 | 13,815 | 12 | |
4 | 7 | def broadcast_apply(cls, axis, apply_func, left, right, other_name="right"):
| modin/core/dataframe/pandas/partitioning/partition_manager.py | 28 | modin | {
"docstring": "\n Broadcast the `right` partitions to `left` and apply `apply_func` function.\n\n Parameters\n ----------\n axis : {0, 1}\n Axis to apply and broadcast over.\n apply_func : callable\n Function to apply.\n left : np.ndarray\n N... | 7 | Python | 7 | e4ef652ead6e3fd4bf97deff992fb9065eab4b44 | partition_manager.py | 155,506 | 20 | 98 | broadcast_apply | https://github.com/modin-project/modin.git | REFACTOR-#5459: Install code linters through conda and unpin flake8 (#5450)
Co-authored-by: Vasily Litvinov <fam1ly.n4me@yandex.ru>
Signed-off-by: Anatoly Myachev <anatoly.myachev@intel.com> | 14 | 0 | 36,414 | 6 | |
1 | 6 | def writelines(self, list_of_data):
data = b''.join(list_of_data)
self.write(data)
| python3.10.4/Lib/asyncio/transports.py | 40 | XX-Net | {
"docstring": "Write a list (or any iterable) of data bytes to the transport.\n\n The default implementation concatenates the arguments and\n calls write() on the result.\n ",
"language": "en",
"n_whitespaces": 45,
"n_words": 24,
"vocab_size": 22
} | 7 | Python | 7 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | transports.py | 220,852 | 3 | 23 | writelines | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 28 | 0 | 56,155 | 9 | |
11 | 34 | def make_zipfile(base_name, base_dir, verbose=0, dry_run=0):
zip_filename = base_name + ".zip"
mkpath(os.path.dirname(zip_filename), dry_run=dry_run)
# If zipfile module is not available, try spawning an external
# 'zip' command.
if zipfile is None:
if verbose:
zipoptions =... | python3.10.4/Lib/distutils/archive_util.py | 638 | XX-Net | {
"docstring": "Create a zip file from all the files under 'base_dir'.\n\n The output zip file will be named 'base_name' + \".zip\". Uses either the\n \"zipfile\" Python module (if available) or the InfoZIP \"zip\" utility\n (if installed and found on the default search path). If neither tool is\n avail... | 203 | Python | 134 | 8198943edd73a363c266633e1aa5b2a9e9c9f526 | archive_util.py | 222,552 | 41 | 290 | make_zipfile | https://github.com/XX-net/XX-Net.git | add python 3.10.4 for windows | 860 | 0 | 56,631 | 22 | |
1 | 8 | def project_state(self, nodes=None, at_end=True):
return self.graph.make_state(
nodes=nodes, at_end=at_end, real_apps=self.unmigrated_apps
)
| django/db/migrations/loader.py | 53 | django | {
"docstring": "\n Return a ProjectState object representing the most recent state\n that the loaded migrations represent.\n\n See graph.make_state() for the meaning of \"nodes\" and \"at_end\".\n ",
"language": "en",
"n_whitespaces": 52,
"n_words": 23,
"vocab_size": 21
} | 10 | Python | 10 | 9c19aff7c7561e3a82978a272ecdaad40dda5c00 | loader.py | 205,304 | 4 | 35 | project_state | https://github.com/django/django.git | Refs #33476 -- Reformatted code with Black. | 42 | 0 | 51,080 | 9 | |
10 | 20 | def provide_database_interface() -> OrionDBInterface:
connection_url = PREFECT_ORION_DATABASE_CONNECTION_URL.value()
database_config = MODELS_DEPENDENCIES.get("database_config")
query_components = MODELS_DEPENDENCIES.get("query_components")
orm = MODELS_DEPENDENCIES.get("orm")
dialect = get_di... | src/prefect/orion/database/dependencies.py | 367 | prefect | {
"docstring": "\n Get the current orion database interface.\n\n If components of the interface are not set, defaults will be inferred\n based on the dialect of the connection url.\n ",
"language": "en",
"n_whitespaces": 39,
"n_words": 26,
"vocab_size": 22
} | 136 | Python | 54 | 110742d1fee98e793ccdbf47a0a55eeaf70e81e0 | dependencies.py | 54,644 | 47 | 195 | provide_database_interface | https://github.com/PrefectHQ/prefect.git | Add temporary_database_interface | 451 | 0 | 11,117 | 15 | |
1 | 10 | def test_image_inside_link(self):
# https://github.com/wagtail/wagtail/issues/4602 - ensure that an <embed> inside
# a link is handled. This is not valid in Draftail as images are block-level,
# but should be handled without errors, splitting the image into its own block
converter = Cont... | wagtail/admin/tests/test_contentstate.py | 782 | wagtail | {
"docstring": "\n <p><a href=\"https://wagtail.org\">before <embed embedtype=\"image\" alt=\"an image\" id=\"1\" format=\"left\" /> after</a></p>\n <p><a href=\"https://wagtail.org\"><embed embedtype=\"image\" alt=\"an image\" id=\"1\" format=\"left\" /></a></p>\n ",
"language": "e... | 210 | Python | 100 | 0a9b23979bbc55c0a95ff357ee589dae5363dc18 | test_contentstate.py | 70,567 | 30 | 398 | test_image_inside_link | https://github.com/wagtail/wagtail.git | Update links to wagtail.io website to point to wagtail.org
This covers only links to the website, not other sites | 577 | 0 | 15,525 | 16 | |
1 | 8 | def unstack(self, level=-1, fill_value=None) -> DataFrame:
from pandas.core.reshape.reshape import unstack
return unstack(self, level, fill_value)
# ----------------------------------------------------------------------
# function application
| pandas/core/series.py | 55 | pandas | {
"docstring": "\n Unstack, also known as pivot, Series with MultiIndex to produce DataFrame.\n\n Parameters\n ----------\n level : int, str, or list of these, default last level\n Level(s) to unstack, can pass level name.\n fill_value : scalar value, default None\n ... | 19 | Python | 17 | 6294d8490162442f9e73186f38b5545e5f22f7cb | series.py | 163,809 | 44 | 36 | unstack | https://github.com/pandas-dev/pandas.git | DOC: Improve reshaping.rst (#45612) | 46 | 0 | 39,502 | 7 | |
1 | 10 | def sync_to_async_iter(iter):
loop = asyncio.get_event_loop()
q = asyncio.Queue(1)
exception = None
_END = object()
| freqtrade/misc.py | 52 | freqtrade | {
"docstring": "\n Wrap blocking iterator into an asynchronous by\n offloading computation to thread and using\n pubsub pattern for yielding results\n\n :param iter: A synchronous iterator\n :returns: An asynchronous iterator\n ",
"language": "en",
"n_whitespaces": 46,
"n_words": 27,
"vocab_... | 14 | Python | 11 | f268187e9b357127151ae45704538aed6c89f7f5 | misc.py | 151,752 | 9 | 50 | sync_to_async_iter | https://github.com/freqtrade/freqtrade.git | offload initial df computation to thread | 29 | 0 | 35,131 | 8 | |
3 | 6 | def is_right(self):
s = self.sides
return Segment.is_perpendicular(s[0], s[1]) or \
Segment.is_perpendicular(s[1], s[2]) or \
Segment.is_perpendicular(s[0], s[2])
| sympy/geometry/polygon.py | 84 | sympy | {
"docstring": "Is the triangle right-angled.\n\n Returns\n =======\n\n is_right : boolean\n\n See Also\n ========\n\n sympy.geometry.line.LinearEntity.is_perpendicular\n is_equilateral, is_isosceles, is_scalene\n\n Examples\n ========\n\n >>> from... | 16 | Python | 12 | 498015021131af4dbb07eb110e5badaba8250c7b | polygon.py | 196,288 | 5 | 58 | is_right | https://github.com/sympy/sympy.git | Updated import locations | 59 | 0 | 47,788 | 10 | |
2 | 6 | def killable(self):
return not (self.error and self.error.msg == Error.KILLED_MESSAGE)
| mitmproxy/flow.py | 39 | mitmproxy | {
"docstring": "*Read-only:* `True` if this flow can be killed, `False` otherwise.",
"language": "en",
"n_whitespaces": 9,
"n_words": 10,
"vocab_size": 10
} | 9 | Python | 9 | fd43ca19c4a34915bdbfb9c127716fb5a63156e1 | flow.py | 250,578 | 2 | 23 | killable | https://github.com/mitmproxy/mitmproxy.git | Flow.kill: don't depend on reply status.
In principle, a flow is killable as long as the connection handler is still
checking the error status of the flow.
This is patch 2/4 of the reply-ectomy. | 23 | 0 | 73,510 | 11 | |
4 | 13 | def _check_valid_data(self) -> bool:
logger.debug("Validating data. %s",
{key: len(val) for key, val in self._display_data.stats.items()})
if any(len(val) == 0 # pylint:disable=len-as-condition
for val in self._display_data.stats.values()):
retur... | lib/gui/popup_session.py | 105 | faceswap | {
"docstring": " Check that the selections holds valid data to display\n NB: len-as-condition is used as data could be a list or a numpy array\n\n Returns\n -------\n bool\n ``True` if there is data to be displayed, otherwise ``False``\n ",
"language": "en",
"n_wh... | 28 | Python | 24 | afec52309326304f4323029039e49bfcf928ef43 | popup_session.py | 100,727 | 15 | 64 | _check_valid_data | https://github.com/deepfakes/faceswap.git | Bugfixes:
- Stats graph - Handle NaNs in data
- logger - de-elevate matplotlib font messages | 102 | 0 | 20,182 | 13 | |
5 | 9 | def promote_types(a, b):
# Note: we deliberately avoid `if a in _weak_types` here because we want to check
# object identity, not object equality, due to the behavior of np.dtype.__eq__
a = a if any(a is t for t in _weak_types) else np.dtype(a)
b = b if any(b is t for t in _weak_types) else np.dtype(b)
ret... | jax/_src/dtypes.py | 97 | jax | {
"docstring": "Returns the type to which a binary operation should cast its arguments.\n\n For details of JAX's type promotion semantics, see :ref:`type-promotion`.\n\n Args:\n a: a :class:`numpy.dtype` or a dtype specifier.\n b: a :class:`numpy.dtype` or a dtype specifier.\n\n Returns:\n A :class:`numpy... | 59 | Python | 41 | 2588c98586400a9a457670eabeba67085528e95f | dtypes.py | 120,237 | 4 | 62 | promote_types | https://github.com/google/jax.git | Add comment explaining implementation in promote_types | 65 | 0 | 26,803 | 10 | |
7 | 19 | def _get_mask_channels(self) -> List[int]:
eye_multiplier = self._config["eye_multiplier"]
mouth_multiplier = self._config["mouth_multiplier"]
if not self._config["penalized_mask_loss"] and (eye_multiplier > 1 or
mouth_multiplier >... | plugins/train/model/_base/settings.py | 215 | faceswap | {
"docstring": " Obtain the channels from the face targets that the masks reside in from the training\n data generator.\n\n Returns\n -------\n list:\n A list of channel indices that contain the mask for the corresponding config item\n ",
"language": "en",
"n_whitespa... | 86 | Python | 62 | ff6b0209dd5ad57b81b0aca570df7f39a7119bfb | settings.py | 100,848 | 28 | 130 | _get_mask_channels | https://github.com/deepfakes/faceswap.git | Refactoring and TravisCI to Github Actions (#1239)
* refactor training
* travis to actions | 353 | 0 | 20,299 | 12 | |
1 | 4 | def testDynamicScalingForegroundLauncher(self):
self.helperDynamicScaling(foreground_node_launcher=True)
| python/ray/tests/test_autoscaler.py | 26 | ray | {
"docstring": "Test autoscaling with node launcher in the foreground.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | 3 | Python | 3 | c51b0c9a5664e5c6df3d92f9093b56e61b48f514 | test_autoscaler.py | 136,563 | 2 | 14 | testDynamicScalingForegroundLauncher | https://github.com/ray-project/ray.git | [autoscaler][kuberay] Batching node provider (#29933)
Implements the abstract subclass of NodeProvider proposed in
https://docs.google.com/document/d/1JyQINBFirZw7YenA_14zize0R3hIII1_fnfQytIXTPo/
The goal is to simplify the autoscaler's interactions with external cluster managers like the KubeRay operator.
A fo... | 17 | 0 | 30,943 | 8 | |
1 | 14 | async def test_switch_change_lock_state(hass, utcnow):
helper = await setup_test_component(hass, create_lock_service)
await hass.services.async_call(
"lock", "lock", {"entity_id": "lock.testdevice"}, blocking=True
)
helper.async_assert_service_values(
ServicesTypes.LOCK_MECHANISM,
... | tests/components/homekit_controller/test_lock.py | 158 | core | {
"docstring": "Test that we can turn a HomeKit lock on and off again.",
"language": "en",
"n_whitespaces": 11,
"n_words": 12,
"vocab_size": 12
} | 39 | Python | 23 | 58b8c30221a6f6e5acbbe98b7e3298b03fb741f5 | test_lock.py | 311,520 | 20 | 95 | test_switch_change_lock_state | https://github.com/home-assistant/core.git | Improve homekit_controller tests (#65266) | 147 | 0 | 110,185 | 11 | |
2 | 22 | def test_edit_get_locked_by_self(self):
cases = [
(["change", "unlock"]),
(["change"]), # Can unlock even without unlock permission
]
for permissions in cases:
with self.subTest(
"User can edit and unlock an object they have locked",... | wagtail/snippets/tests/test_locking.py | 287 | wagtail | {
"docstring": "A user can edit and unlock a snippet that is locked by themselves.",
"language": "en",
"n_whitespaces": 12,
"n_words": 13,
"vocab_size": 13
} | 159 | Python | 103 | 10dbbddaf35607e4257f50dd960520a1268dd225 | test_locking.py | 80,225 | 43 | 159 | test_edit_get_locked_by_self | https://github.com/wagtail/wagtail.git | Add tests for locking snippets | 957 | 0 | 17,034 | 16 | |
11 | 39 | def linear_eq_to_matrix(equations, *symbols):
r
if not symbols:
raise ValueError(filldedent())
if hasattr(symbols[0], '__iter__'):
symbols = symbols[0]
if has_dups(symbols):
raise ValueError('Symbols must be unique')
equations = sympify(equations)
if isinstance(equatio... | sympy/solvers/solveset.py | 353 | sympy | {
"docstring": "\n Converts a given System of Equations into Matrix form.\n Here `equations` must be a linear system of equations in\n `symbols`. Element ``M[i, j]`` corresponds to the coefficient\n of the jth symbol in the ith equation.\n\n The Matrix form corresponds to the augmented matrix form.\n ... | 109 | Python | 79 | e0aaa724190c49f2725bb7880eddd13ce4fef4b7 | solveset.py | 199,158 | 109 | 221 | linear_eq_to_matrix | https://github.com/sympy/sympy.git | more efficient coefficient extraction | 224 | 0 | 49,172 | 13 | |
4 | 25 | def _make_attention_mask(self) -> None:
# Make masks for shift case
if any(self.shift_size):
# calculate attention mask for SW-MSA
H, W = self.feat_size
img_mask = torch.zeros((1, H, W, 1)) # 1 H W 1
cnt = 0
for h in (
... | timm/models/swin_transformer_v2_cr.py | 365 | pytorch-image-models | {
"docstring": "Method generates the attention mask used in shift case.",
"language": "en",
"n_whitespaces": 8,
"n_words": 9,
"vocab_size": 9
} | 99 | Python | 69 | c6e4b7895a7dbcd9b98396cbef383dd1c72b0ad3 | swin_transformer_v2_cr.py | 331,786 | 23 | 244 | _make_attention_mask | https://github.com/huggingface/pytorch-image-models.git | Swin V2 CR impl refactor.
* reformat and change some naming so closer to existing timm vision transformers
* remove typing that wasn't adding clarity (or causing torchscript issues)
* support non-square windows
* auto window size adjust from image size
* post-norm + main-branch no | 425 | 0 | 119,924 | 15 | |
1 | 8 | def _map_multiprocess(func, iterable, chunksize=1):
# type: (Callable[[S], T], Iterable[S], int) -> Iterator[T]
with closing(ProcessPool()) as pool:
return pool.imap_unordered(func, iterable, chunksize)
| .venv/lib/python3.8/site-packages/pip/_internal/utils/parallel.py | 56 | transferlearning | {
"docstring": "Chop iterable into chunks and submit them to a process pool.\n\n For very long iterables using a large value for chunksize can make\n the job complete much faster than using the default value of 1.\n\n Return an unordered iterator of the results.\n ",
"language": "en",
"n_whitespaces":... | 20 | Python | 19 | f638f5d0e6c8ebed0e69a6584bc7f003ec646580 | parallel.py | 61,287 | 3 | 33 | _map_multiprocess | https://github.com/jindongwang/transferlearning.git | upd; format | 36 | 0 | 12,489 | 12 | |
7 | 26 | def serialize(items):
data = QByteArray()
stream = QDataStream(data, QIODevice.OpenModeFlag.ReadWrite)
user_data: List[Mapping[str, Any]] = []
current_idx = None
for i, item in enumerate(items):
if item.active:
if current_idx is not None:
raise ValueError("... | qutebrowser/browser/webkit/tabhistory.py | 219 | qutebrowser | {
"docstring": "Serialize a list of TabHistoryItems to a data stream.\n\n Args:\n items: An iterable of TabHistoryItems.\n\n Return:\n A (stream, data, user_data) tuple.\n stream: The reset QDataStream.\n data: The QByteArray with the raw data.\n user_data: A list ... | 73 | Python | 52 | 0877fb0d78635692e481c8bde224fac5ad0dd430 | tabhistory.py | 321,174 | 21 | 135 | serialize | https://github.com/qutebrowser/qutebrowser.git | Run scripts/dev/rewrite_enums.py | 213 | 0 | 117,577 | 17 | |
1 | 17 | def test_copy_with_expression(self):
expression = "col1, col2"
op = DatabricksCopyIntoOperator(
file_location=COPY_FILE_LOCATION,
file_format='CSV',
table_name='test',
task_id=TASK_ID,
pattern='folder1/file_[a-g].csv',
expression_li... | tests/providers/databricks/operators/test_databricks_sql.py | 114 | airflow | {
"docstring": "COPY INTO test\nFROM (SELECT {expression} FROM '{COPY_FILE_LOCATION}')\nFILEFORMAT = CSV\nPATTERN = 'folder1/file_[a-g].csv'\nFORMAT_OPTIONS ('header' = 'true')\nCOPY_OPTIONS ('force' = 'true')\n",
"language": "en",
"n_whitespaces": 16,
"n_words": 22,
"vocab_size": 17
} | 25 | Python | 23 | 27d19e7626ef80687997a6799762fa00162c1328 | test_databricks_sql.py | 45,337 | 22 | 64 | test_copy_with_expression | https://github.com/apache/airflow.git | Databricks SQL operators (#21363) | 169 | 0 | 8,547 | 12 | |
1 | 9 | def _register_serializers(self):
import ray.serialization_addons
from ray.util.serialization import StandaloneSerializationContext
ctx = StandaloneSerializationContext()
ray.serialization_addons.apply(ctx)
| python/ray/util/client/__init__.py | 52 | ray | {
"docstring": "Register the custom serializer addons at the client side.\n\n The server side should have already registered the serializers via\n regular worker's serialization_context mechanism.\n ",
"language": "en",
"n_whitespaces": 44,
"n_words": 23,
"vocab_size": 21
} | 12 | Python | 11 | 7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065 | __init__.py | 132,908 | 5 | 31 | _register_serializers | https://github.com/ray-project/ray.git | [CI] Format Python code with Black (#21975)
See #21316 and #21311 for the motivation behind these changes. | 47 | 0 | 29,864 | 8 | |
2 | 18 | def _postprocess_tf(self, policy, sample_batch, tf_sess):
if self.framework == "tf":
obs_embeds = tf_sess.run(
self._obs_embeds,
feed_dict={self._obs_ph: sample_batch[SampleBatch.OBS]},
)
else:
obs_embeds = tf.stop_gradient(
... | rllib/utils/exploration/random_encoder.py | 137 | ray | {
"docstring": "Calculate states' embeddings and add it to SampleBatch.",
"language": "en",
"n_whitespaces": 7,
"n_words": 8,
"vocab_size": 8
} | 28 | Python | 24 | b32c784c7fbeab39f77ec47e66c18e987efb582d | random_encoder.py | 125,607 | 12 | 88 | _postprocess_tf | https://github.com/ray-project/ray.git | [RLLib] RE3 exploration algorithm TF2 framework support (#25221) | 152 | 0 | 27,923 | 20 | |
3 | 23 | async def test_backfill_state_name(db, flow):
connection_url = PREFECT_ORION_DATABASE_CONNECTION_URL.value()
dialect = get_dialect(connection_url)
# get the proper migration revisions
if dialect.name == "postgresql":
revisions = ("605ebb4e9155", "14dc68cc5853")
else:
revisions ... | tests/orion/database/test_migrations.py | 191 | async def test_backfill_state_name(db, flow):
"""
Tests state_name is backfilled correctly for the flow_run
and task_run tables by a specific migration
"""
connection_url = PREFECT_ORION_DATABASE_CONNECTION_URL.value()
dialect = get_dialect(connection_url)
# get the proper migration revisio... | prefect | {
"docstring": "\n Tests state_name is backfilled correctly for the flow_run\n and task_run tables by a specific migration\n ",
"language": "en",
"n_whitespaces": 25,
"n_words": 15,
"vocab_size": 15
} | 67 | Python | 43 | fc9f253912945e088e48cc723af383e6a9f46faf | test_migrations.py | 54,795 | 99 | 385 | test_backfill_state_name | https://github.com/PrefectHQ/prefect.git | Add run.state_name columns | 147 | 1 | 11,146 | 10 |
1 | 13 | def test_legacy_check_event_allowed(self) -> None:
channel = self.make_request(
"PUT",
"/_matrix/client/r0/rooms/%s/send/m.room.message/1" % self.room_id,
{
"msgtype": "m.text",
"body": "Original body",
},
acces... | tests/rest/client/test_third_party_rules.py | 240 | synapse | {
"docstring": "Tests that the wrapper for legacy check_event_allowed callbacks works\n correctly.\n ",
"language": "en",
"n_whitespaces": 24,
"n_words": 10,
"vocab_size": 10
} | 43 | Python | 33 | 2ffaf30803f93273a4d8a65c9e6c3110c8433488 | test_third_party_rules.py | 247,323 | 23 | 142 | test_legacy_check_event_allowed | https://github.com/matrix-org/synapse.git | Add type hints to `tests/rest/client` (#12108)
* Add type hints to `tests/rest/client`
* newsfile
* fix imports
* add `test_account.py`
* Remove one type hint in `test_report_event.py`
* change `on_create_room` to `async`
* update new functions in `test_third_party_rules.py`
* Add `test_filter.py`... | 231 | 0 | 71,589 | 11 | |
2 | 8 | def bulk_to_python(self, values):
objects = self.target_model.objects.in_bulk(values)
return [
objects.get(id) for id in values
] # Keeps the ordering the same as in values.
| wagtail/core/blocks/field_block.py | 54 | wagtail | {
"docstring": "Return the model instances for the given list of primary keys.\n\n The instances must be returned in the same order as the values and keep None values.\n ",
"language": "en",
"n_whitespaces": 41,
"n_words": 27,
"vocab_size": 23
} | 23 | Python | 21 | d10f15e55806c6944827d801cd9c2d53f5da4186 | field_block.py | 73,658 | 5 | 33 | bulk_to_python | https://github.com/wagtail/wagtail.git | Reformat with black | 63 | 0 | 16,083 | 10 | |
7 | 9 | def supported_python_versions(self): # type: () -> t.Optional[t.Tuple[str, ...]]
versions = super().supported_python_versions
if self.minimum_python_version:
versions = tuple(version for version in versions if str_to_version(version) >= str_to_version(self.minimum_python_version))... | test/lib/ansible_test/_internal/commands/sanity/__init__.py | 113 | ansible | {
"docstring": "A tuple of supported Python versions or None if the test does not depend on specific Python versions.",
"language": "en",
"n_whitespaces": 17,
"n_words": 18,
"vocab_size": 17
} | 39 | Python | 24 | dfde4be444ee66a1a0e44751b80bcf1afd6661d7 | __init__.py | 267,309 | 7 | 69 | supported_python_versions | https://github.com/ansible/ansible.git | Add Python 3.11 support.
ci_complete
ci_coverage | 97 | 0 | 78,848 | 15 | |
8 | 37 | def sync_status_outbound(self, external_issue, is_resolved, project_id, **kwargs):
client = self.get_client()
jira_issue = client.get_issue(external_issue.key)
jira_project = jira_issue["fields"]["project"]
try:
external_project = IntegrationExternalProject.objects.... | src/sentry/integrations/jira_server/integration.py | 352 | sentry | {
"docstring": "\n Propagate a sentry issue's status to a linked issue's status.\n ",
"language": "en",
"n_whitespaces": 25,
"n_words": 10,
"vocab_size": 8
} | 103 | Python | 81 | 2fbf550ec05c8501cbc9eca62e73526e717dcbdf | integration.py | 93,732 | 36 | 213 | sync_status_outbound | https://github.com/getsentry/sentry.git | ref(Jira): Split Jira Cloud and Jira Server (#37034)
* Split Jira Cloud and Jira Server | 525 | 0 | 19,015 | 17 | |
1 | 12 | def test_return_expanded(self):
self.assertEqual(StateFilter.all().return_expanded(), StateFilter.all())
self.assertEqual(StateFilter.none().return_expanded(), StateFilter.none())
# Concrete-only state filters stay the same
# (Case: mixed filter)
self.assertEqual(
... | tests/storage/test_state.py | 668 | synapse | {
"docstring": "\n Tests the behaviour of the return_expanded() function that expands\n StateFilters to include more state types (for the sake of cache hit rate).\n ",
"language": "en",
"n_whitespaces": 44,
"n_words": 22,
"vocab_size": 19
} | 203 | Python | 63 | eb609c65d0794dd49efcd924bdc8743fd4253a93 | test_state.py | 246,360 | 81 | 410 | test_return_expanded | https://github.com/matrix-org/synapse.git | Fix bug in `StateFilter.return_expanded()` and add some tests. (#12016) | 1,317 | 0 | 71,177 | 15 | |
2 | 6 | def parent(self) -> DOMNode:
if self._parent is None:
raise NoParent(f"{self} has no parent")
assert isinstance(self._parent, DOMNode)
return self._parent
| src/textual/dom.py | 60 | textual | {
"docstring": "Get the parent node.\n\n Raises:\n NoParent: If this is the root node.\n\n Returns:\n DOMNode: The node which is the direct parent of this node.\n ",
"language": "en",
"n_whitespaces": 67,
"n_words": 24,
"vocab_size": 17
} | 18 | Python | 17 | 2635f58e7c3d10b161ee69a15ebfe6499ac26daa | dom.py | 181,946 | 13 | 34 | parent | https://github.com/Textualize/textual.git | docstrings and tidy | 57 | 0 | 43,685 | 11 | |
5 | 10 | def _maybe_add_default_serving_output(export_outputs):
if len(export_outputs) == 1:
((key, value),) = export_outputs.items()
if key != tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
export_outputs[
tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY
] = v... | keras/saving/utils_v1/export_utils.py | 131 | keras | {
"docstring": "Add a default serving output to the export_outputs if not present.\n\n Args:\n export_outputs: Describes the output signatures to be exported to\n `SavedModel` and used during serving. Should be a dict.\n\n Returns:\n export_outputs dict with default serving signature added if n... | 58 | Python | 49 | 84afc5193d38057e2e2badf9c889ea87d80d8fbf | export_utils.py | 276,301 | 19 | 77 | _maybe_add_default_serving_output | https://github.com/keras-team/keras.git | Reformatting the codebase with black.
PiperOrigin-RevId: 450093126 | 238 | 0 | 81,623 | 13 |
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