semeru/text-code-galeras-code-generation-from-docstring-3k-deduped

2

6

def on_predict_end(self, logs=None): logs = self._process_logs(logs) for callback in self.callbacks: callback.on_predict_end(logs)

keras/callbacks.py

51

keras

{ "docstring": "Calls the `on_predict_end` methods of its callbacks.\n\n Args:\n logs: Dict. Currently, no data is passed via this argument\n for this method, but that may change in the future.\n ", "language": "en", "n_whitespaces": 66, "n_words": 28, "vocab_size": 26 }

11

Python

11

84afc5193d38057e2e2badf9c889ea87d80d8fbf

callbacks.py

269,909

4

31

on_predict_end

https://github.com/keras-team/keras.git

Reformatting the codebase with black. PiperOrigin-RevId: 450093126

43

0

80,323

9

3

5

def get_func(cls, key, **kwargs): if "agg_func" in kwargs: return cls.inplace_applyier_builder(key, kwargs["agg_func"]) elif "func_dict" in kwargs: return cls.inplace_applyier_builder(key, kwargs["func_dict"]) else: return cls.inplace_applyier_builder...

modin/core/dataframe/algebra/default2pandas/groupby.py

92

modin

{ "docstring": "\n Extract aggregation function from groupby arguments.\n\n Parameters\n ----------\n key : callable or str\n Default aggregation function. If aggregation function is not specified\n via groupby arguments, then `key` function is used.\n **kwargs...

21

Python

16

1e65a4afd191cf61ba05b80545d23f9b88962f41

groupby.py

153,097

7

54

get_func

https://github.com/modin-project/modin.git

FIX-#3197: do not pass lambdas to the backend in GroupBy (#3373) Signed-off-by: Dmitry Chigarev <dmitry.chigarev@intel.com>

82

0

35,257

12

2

30

def mock_json_schema(request, monkeypatch, tmp_path): # Do not patch integration tests if "integration" in request.keywords: return # Mock the subclasses list to make it very small, containing only mock nodes monkeypatch.setattr( haystack.nodes._json_schema, "find_subclasse...

test/test_pipeline_yaml.py

209

@pytest.mark.integration @pytest.mark.elasticsearch

haystack

{ "docstring": "\n JSON schema with the unstable version and only mocked nodes.\n ", "language": "en", "n_whitespaces": 17, "n_words": 10, "vocab_size": 10 }

82

Python

68

11cf94a9652a577732941f27ad59eb7c8bc5063e

test_pipeline_yaml.py

256,915

13

116

mock_json_schema

https://github.com/deepset-ai/haystack.git

Pipeline's YAML: syntax validation (#2226) * Add BasePipeline.validate_config, BasePipeline.validate_yaml, and some new custom exception classes * Make error composition work properly * Clarify typing * Help mypy a bit more * Update Documentation & Code Style * Enable autogenerated docs for Milvus1 and ...

148

1

74,961

11

2

6

def _get_name_info(name_index, name_list): argval = name_index if name_list is not None: argval = name_list[name_index] argrepr = argval else: argrepr = repr(argval) return argval, argrepr

python3.10.4/Lib/dis.py

63

XX-Net

{ "docstring": "Helper to get optional details about named references\n\n Returns the dereferenced name as both value and repr if the name\n list is defined.\n Otherwise returns the name index and its repr().\n ", "language": "en", "n_whitespaces": 52, "n_words": 31, "vocab_size": 26 }

24

Python

17

8198943edd73a363c266633e1aa5b2a9e9c9f526

dis.py

222,538

8

38

_get_name_info

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

60

0

56,627

11

9

10

def cast_losses_to_common_dtype(losses): highest_float = None for loss in losses: if loss.dtype.is_floating: if highest_float is None or loss.dtype.size > highest_float.size: highest_float = loss.dtype elif {loss.dtype, highest_float} == {"bfloat16", "float16...

keras/utils/losses_utils.py

148

keras

{ "docstring": "Cast a list of losses to a common dtype.\n\n If any loss is floating-point, they will all be casted to the most-precise\n floating-point loss. Otherwise the losses are not casted. We also skip casting\n losses if there are any complex losses.\n\n Args:\n losses: A list of losses.\n\n ...

61

Python

43

84afc5193d38057e2e2badf9c889ea87d80d8fbf

losses_utils.py

276,973

15

91

cast_losses_to_common_dtype

https://github.com/keras-team/keras.git

Reformatting the codebase with black. PiperOrigin-RevId: 450093126

187

0

81,807

14

5

17

def get_available_models() -> List[str]: modelpath = os.path.join(os.path.dirname(__file__), "train", "model") models = sorted(item.name.replace(".py", "").replace("_", "-") for item in os.scandir(modelpath) if not item.name.startswith("_") ...

plugins/plugin_loader.py

163

faceswap

{ "docstring": " Return a list of available training models\n\n Returns\n -------\n list:\n A list of the available training model plugin names\n ", "language": "en", "n_whitespaces": 59, "n_words": 19, "vocab_size": 15 }

28

Python

24

13cfb3f39e72e9ca181f173b7b3db2a048db0d08

plugin_loader.py

101,476

15

93

get_available_models

https://github.com/deepfakes/faceswap.git

extract: Add batch processing mode

148

0

20,889

15

1

13

def cosine_similarity(cooccurrence): diag_rows, diag_cols = _get_row_and_column_matrix(cooccurrence.diagonal()) with np.errstate(invalid="ignore", divide="ignore"): result = cooccurrence / np.sqrt(diag_rows * diag_cols) return np.array(result)

recommenders/utils/python_utils.py

90

recommenders

{ "docstring": "Helper method to calculate the Cosine similarity of a matrix of\n co-occurrences.\n\n Cosine similarity can be interpreted as the angle between the i-th\n and j-th item.\n\n Args:\n cooccurrence (numpy.ndarray): The symmetric matrix of co-occurrences of items.\n\n Returns:\n ...

18

Python

17

1d7341e93d1f03387699fb3c6ae0b6c0e464296f

python_utils.py

39,442

5

51

cosine_similarity

https://github.com/microsoft/recommenders.git

Add new item similarity metrics for SAR (#1754) * Add mutual information similarity in SAR * Add lexicographers mutual information similarity for SAR * Add cosine similarity for SAR * Add inclusion index for SAR * Typos * Change SARSingleNode to SAR * Convert item similarity matrix to np.array * U...

37

0

7,234

12

1

2

def ray_start_client_server_for_address(address):

python/ray/util/client/ray_client_helpers.py

13

ray

{ "docstring": "\n Starts a Ray client server that initializes drivers at the specified address.\n ", "language": "en", "n_whitespaces": 19, "n_words": 12, "vocab_size": 12 }

2

Python

2

297341e107daee1ea3aff991ae8ea8c90993c683

ray_client_helpers.py

133,959

4

20

ray_start_client_server_for_address

https://github.com/ray-project/ray.git

[Test][Client] Only start ray once in client tests (#28835) It looks like we're frequently starting and shutting down Ray in this test because `ray_start_client_server` isn't connecting to the Ray created by `ray_start_regular_shared`, and is instead starting a new Ray head process every time it launches. Ray clien...

5

0

30,162

6

1

5

def voidcmd(self, cmd): self.putcmd(cmd) return self.voidresp()

python3.10.4/Lib/ftplib.py

35

XX-Net

{ "docstring": "Send a command and expect a response beginning with '2'.", "language": "en", "n_whitespaces": 9, "n_words": 10, "vocab_size": 9 }

6

Python

6

8198943edd73a363c266633e1aa5b2a9e9c9f526

ftplib.py

217,436

3

20

voidcmd

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

27

0

54,784

7

5

14

def all_shortest_paths(G, source, target, weight=None, method="dijkstra"): method = "unweighted" if weight is None else method if method == "unweighted": pred = nx.predecessor(G, source) elif method == "dijkstra": pred, dist = nx.dijkstra_predecessor_and_distance(G, source, weight=weigh...

networkx/algorithms/shortest_paths/generic.py

168

networkx

{ "docstring": "Compute all shortest simple paths in the graph.\n\n Parameters\n ----------\n G : NetworkX graph\n\n source : node\n Starting node for path.\n\n target : node\n Ending node for path.\n\n weight : None, string or function, optional (default = None)\n If None, every ...

53

Python

36

b5d41847b8db0c82372faf69cd3a339d11da7ef0

generic.py

176,292

11

103

all_shortest_paths

https://github.com/networkx/networkx.git

DOC: Update documentation to include callables for weight argument (#5307) Update docs to include functions as valid input for weight argument.

102

0

41,809

12

1

8

def test_assumptions_about_jsonpatch(self): patch_1 = JsonPatch([{"op": "add", "path": "/hi", "value": "there"}]) patch_2 = JsonPatch([{"op": "add", "path": "/hi", "value": "there"}]) patch_3 = JsonPatch([{"op": "add", "path": "/different", "value": "there"}]) assert patch_1 is ...

tests/flow_runners/test_kubernetes.py

239

prefect

{ "docstring": "Assert our assumptions about the behavior of the jsonpatch library, so we\n can be alert to any upstream changes", "language": "en", "n_whitespaces": 25, "n_words": 19, "vocab_size": 18 }

55

Python

24

ab322ef9b1bb65887984854dc39b316f98da3b97

test_kubernetes.py

56,187

11

131

test_assumptions_about_jsonpatch

https://github.com/PrefectHQ/prefect.git

Allow Kubernetes users to customize or replace the Job manifest for flow runs Adding support for either replacing the base `job=` for a KubernetesFlowRunner, applying a list of RFC 6902 JSON patches provided by `customizations=`, or both. This implements the core changes, while preserving backwards compatiblity with t...

132

0

11,459

12

23

def can_fast_delete(self, objs, from_field=None): if from_field and from_field.remote_field.on_delete is not CASCADE: return False if hasattr(objs, "_meta"): model = objs._meta.model elif hasattr(objs, "model") and hasattr(objs, "_raw_delete"): model ...

django/db/models/deletion.py

230

django

{ "docstring": "\n Determine if the objects in the given queryset-like or single object\n can be fast-deleted. This can be done if there are no cascades, no\n parents and no signal listeners for the object class.\n\n The 'from_field' tells where we are coming from - we need this to\n ...

108

Python

70

9c19aff7c7561e3a82978a272ecdaad40dda5c00

deletion.py

205,460

29

142

can_fast_delete

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

471

0

51,132

16

4

12

def get_chunk_n_rows(row_bytes, *, max_n_rows=None, working_memory=None): if working_memory is None: working_memory = get_config()["working_memory"] chunk_n_rows = int(working_memory * (2**20) // row_bytes) if max_n_rows is not None: chunk_n_rows = min(chunk_n_rows, max_n_rows) if...

sklearn/utils/__init__.py

148

scikit-learn

{ "docstring": "Calculates how many rows can be processed within working_memory.\n\n Parameters\n ----------\n row_bytes : int\n The expected number of bytes of memory that will be consumed\n during the processing of each row.\n max_n_rows : int, default=None\n The maximum return valu...

55

Python

40

1fc86b6aacd89da44a3b4e8abf7c3e2ba4336ffe

__init__.py

258,953

14

88

get_chunk_n_rows

https://github.com/scikit-learn/scikit-learn.git

MNT Update black to stable version (#22474)

141

0

75,492

16

6

25

def _prepare_socket_file(self, socket_path, default_prefix): result = socket_path is_mac = sys.platform.startswith("darwin") if sys.platform == "win32": if socket_path is None: result = f"tcp://{self._localhost}" f":{self._get_unused_port()}" else: ...

python/ray/node.py

234

ray

{ "docstring": "Prepare the socket file for raylet and plasma.\n\n This method helps to prepare a socket file.\n 1. Make the directory if the directory does not exist.\n 2. If the socket file exists, do nothing (this just means we aren't the\n first worker on the node).\n\n Args:...

77

Python

56

7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065

node.py

130,803

20

127

_prepare_socket_file

https://github.com/ray-project/ray.git

[CI] Format Python code with Black (#21975) See #21316 and #21311 for the motivation behind these changes.

333

0

29,375

17

1

6

def make_union(*transformers, n_jobs=None, verbose=False): return FeatureUnion(_name_estimators(transformers), n_jobs=n_jobs, verbose=verbose)

sklearn/pipeline.py

48

scikit-learn

{ "docstring": "Construct a FeatureUnion from the given transformers.\n\n This is a shorthand for the FeatureUnion constructor; it does not require,\n and does not permit, naming the transformers. Instead, they will be given\n names automatically based on their types. It also does not allow weighting.\n\n ...

8

Python

8

ecef8cb7f44ab6a8438b43eb33f519269511cbbf

pipeline.py

260,484

2

31

make_union

https://github.com/scikit-learn/scikit-learn.git

DOC numpydoc validation for `make_union` (#23909) Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com> Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>

14

0

76,280

9

3

10

def sections(self) -> List[str]: return sorted(set(plugin.split(".")[0] for plugin in self._config.config.sections() if plugin.split(".")[0] != "writer"))

tools/preview/preview.py

87

faceswap

{ "docstring": " list: The sorted section names that exist within the convert Configuration options. ", "language": "en", "n_whitespaces": 13, "n_words": 12, "vocab_size": 12 }

14

Python

14

1022651eb8a7741014f5d2ec7cbfe882120dfa5f

preview.py

101,443

4

51

sections

https://github.com/deepfakes/faceswap.git

Bugfix: convert - Gif Writer - Fix non-launch error on Gif Writer - convert plugins - linting - convert/fs_media/preview/queue_manager - typing - Change convert items from dict to Dataclass

53

0

20,856

15

3

8

def get_conn(self) -> paramiko.SFTPClient: # type: ignore[override] if self.conn is None: # TODO: remove support for ssh_hook when it is removed from SFTPOperator if self.ssh_hook is not None: self.conn = self.ssh_hook.get_conn().open_sftp() else: ...

airflow/providers/sftp/hooks/sftp.py

105

airflow

{ "docstring": "\n Opens an SFTP connection to the remote host\n\n :rtype: paramiko.SFTPClient\n ", "language": "en", "n_whitespaces": 32, "n_words": 10, "vocab_size": 10 }

37

Python

28

f3aacebe502c4ea5dc2b7d29373539296fa037eb

sftp.py

43,253

12

61

get_conn

https://github.com/apache/airflow.git

Convert sftp hook to use paramiko instead of pysftp (#24512)

122

0

7,891

17

2

10

def only_targets(self, target_type): # type: (t.Type[THostConfig]) -> t.List[THostConfig] if not self.targets: raise Exception('There must be one or more targets.') assert type_guard(self.targets, target_type) return t.cast(t.List[THostConfig], self.targets)

test/lib/ansible_test/_internal/config.py

72

ansible

{ "docstring": "\n Return a list of target host configurations.\n Requires that there are one or more targets, all the specified type.\n ", "language": "en", "n_whitespaces": 41, "n_words": 19, "vocab_size": 19 }

25

Python

25

a06fa496d3f837cca3c437ab6e9858525633d147

config.py

266,768

5

44

only_targets

https://github.com/ansible/ansible.git

ansible-test - Code cleanup and refactoring. (#77169) * Remove unnecessary PyCharm ignores. * Ignore intentional undefined attribute usage. * Add missing type hints. Fix existing type hints. * Fix docstrings and comments. * Use function to register completion handler. * Pass strings to display functions. * Fix C...

65

0

78,571

10

4

32

def update_replay_sample_priority(self) -> int: num_samples_trained_this_itr = 0 for _ in range(self.learner_thread.outqueue.qsize()): if self.learner_thread.is_alive(): ( replay_actor, priority_dict, env_st...

rllib/agents/dqn/apex.py

296

ray

{ "docstring": "Update the priorities of the sample batches with new priorities that are\n computed by the learner thread.\n\n Returns:\n The number of samples trained by the learner thread since the last\n training iteration.\n ", "language": "en", "n_whitespaces": 75, ...

63

Python

48

b76273357bd1b74757b0aa1d64cee551369d7fa6

apex.py

139,297

35

183

update_replay_sample_priority

https://github.com/ray-project/ray.git

[RLlib] APEX-DQN replay buffer config validation fix. (#24588)

451

0

31,651

15

4

10

def make_action_immutable(obj): if isinstance(obj, np.ndarray): obj.setflags(write=False) return obj elif isinstance(obj, OrderedDict): return MappingProxyType(dict(obj)) elif isinstance(obj, dict): return MappingProxyType(obj) else: return ob...

rllib/utils/numpy.py

96

ray

{ "docstring": "Flags actions immutable to notify users when trying to change\n them.\n\n Can also be used with any tree-like structure containing either\n dictionaries, numpy arrays or already immutable objects per se.\n Note, however that `tree.map_structure()` will in general not \n include the shal...

21

Python

14

ff575eeafc610b5a71fac37682e388476b2fb8ea

numpy.py

138,869

10

59

make_action_immutable

https://github.com/ray-project/ray.git

[RLlib] Make actions sent by RLlib to the env immutable. (#24262)

87

0

31,539

12

2

6

def test_system_config(ray_start_cluster_head): cluster = ray_start_cluster_head worker = cluster.add_node() cluster.wait_for_nodes()

python/ray/tests/test_multi_node_2.py

39

ray

{ "docstring": "Checks that the internal configuration setting works.\n\n We set the cluster to timeout nodes after 2 seconds of no timeouts. We\n then remove a node, wait for 1 second to check that the cluster is out\n of sync, then wait another 2 seconds (giving 1 second of leeway) to check\n that the c...

9

Python

8

fdc7077dbcd8f54991cd36f6890d219519260dc4

test_multi_node_2.py

135,576

12

83

test_system_config

https://github.com/ray-project/ray.git

[core] Introduce pull based health check to GCS. (#29442) This PR introduced the pull-based health check to GCS. This is to fix the false positive issues when GCS is overloaded and incorrectly marks the healthy node as dead. The health check service in each ray component is implemented using gRPC built-in services....

21

0

30,660

8

1

3

def get_backend() -> ValidBackends: return _FS_BACKEND

lib/utils.py

18

faceswap

{ "docstring": " Get the backend that Faceswap is currently configured to use.\n\n Returns\n -------\n str\n The backend configuration in use by Faceswap\n ", "language": "en", "n_whitespaces": 40, "n_words": 20, "vocab_size": 18 }

6

Python

6

91fecc47b2157d684ab9c219a860df51543222a3

utils.py

100,998

9

get_backend

https://github.com/deepfakes/faceswap.git

lib.Utils - add DPI detector

12

0

20,441

6

1

4

def quote_name(self, name): raise NotImplementedError( "subclasses of BaseDatabaseOperations may require a quote_name() method" )

django/db/backends/base/operations.py

25

django

{ "docstring": "\n Return a quoted version of the given table, index, or column name. Do\n not quote the given name if it's already been quoted.\n ", "language": "en", "n_whitespaces": 45, "n_words": 23, "vocab_size": 21 }

14

Python

14

9c19aff7c7561e3a82978a272ecdaad40dda5c00

operations.py

204,863

4

13

quote_name

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

46

0

50,940

8

1

6

def inspect(self) -> DockerInspect: return docker_inspect(self.args, self.container_id)

test/lib/ansible_test/_internal/connections.py

32

ansible

{ "docstring": "Inspect the container and return a DockerInspect instance with the results.", "language": "en", "n_whitespaces": 10, "n_words": 11, "vocab_size": 10 }

7

Python

7

3eb0485dd92c88cc92152d3656d94492db44b183

connections.py

267,949

3

19

inspect

https://github.com/ansible/ansible.git

ansible-test - Use more native type hints. (#78435) * ansible-test - Use more native type hints. Simple search and replace to switch from comments to native type hints for return types of functions with no arguments. * ansible-test - Use more native type hints. Conversion of simple single-line function annota...

21

0

79,224

8

2

14

def to_state_create(self) -> schemas.actions.StateCreate: from prefect.results import BaseResult return schemas.actions.StateCreate( type=self.type, name=self.name, message=self.message, data=self.data if isinstance(self.data, BaseResult) else No...

src/prefect/client/schemas.py

99

prefect

{ "docstring": "\n Convert this state to a `StateCreate` type which can be used to set the state of\n a run in the API.\n\n This method will drop this state's `data` if it is not a result type. Only\n results should be sent to the API. Other data is only available locally.\n ", "l...

21

Python

21

2f2faf370f602cfd9df307ff71e785c1c9d6a538

schemas.py

59,285

16

67

to_state_create

https://github.com/PrefectHQ/prefect.git

Update engine to use new results (#7094) # Conflicts: # .github/workflows/integration-tests.yaml # src/prefect/deployments.py # src/prefect/engine.py

104

0

11,889

12

1

13

def _jvp(f, primals, tangents): with tf.autodiff.ForwardAccumulator(primals, tangents) as acc: primals_out = f(*primals) return primals_out, acc.jvp( primals_out, unconnected_gradients=tf.UnconnectedGradients.ZERO )

keras/integration_test/forwardprop_test.py

78

keras

{ "docstring": "Compute the jacobian of `f` at `primals` multiplied by `tangents`.", "language": "en", "n_whitespaces": 9, "n_words": 10, "vocab_size": 10 }

18

Python

17

84afc5193d38057e2e2badf9c889ea87d80d8fbf

forwardprop_test.py

272,179

6

48

_jvp

https://github.com/keras-team/keras.git

Reformatting the codebase with black. PiperOrigin-RevId: 450093126

44

0

80,971

11

5

14

def _signature_bound_method(sig): params = tuple(sig.parameters.values()) if not params or params[0].kind in (_VAR_KEYWORD, _KEYWORD_ONLY): raise ValueError('invalid method signature') kind = params[0].kind if kind in (_POSITIONAL_OR_KEYWORD, _POSITIONAL_ONLY): # Drop first param...

python3.10.4/Lib/inspect.py

147

XX-Net

{ "docstring": "Private helper to transform signatures for unbound\n functions to bound methods.\n ", "language": "en", "n_whitespaces": 17, "n_words": 11, "vocab_size": 10 }

77

Python

52

8198943edd73a363c266633e1aa5b2a9e9c9f526

inspect.py

218,395

11

86

_signature_bound_method

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

180

0

55,281

13

5

13

def subs(self, *args, **kwargs): # should mirror core.basic.subs if len(args) == 1 and not isinstance(args[0], (dict, set)) and iter(args[0]) and not is_sequence(args[0]): args = (list(args[0]),) return self.applyfunc(lambda x: x.subs(*args, **kwargs))

sympy/matrices/common.py

130

sympy

{ "docstring": "Return a new matrix with subs applied to each entry.\n\n Examples\n ========\n\n >>> from sympy.abc import x, y\n >>> from sympy import SparseMatrix, Matrix\n >>> SparseMatrix(1, 1, [x])\n Matrix([[x]])\n >>> _.subs(x, y)\n Matrix([[y]])\n ...

30

Python

27

59d22b6bb7287613d598611027f640d068ca5748

common.py

196,366

4

83

subs

https://github.com/sympy/sympy.git

Moved imports to higher level

64

0

47,866

12

4

12

def _resolve_script(self, script_entity_id) -> None: for entity in script.entities_in_script(self.hass, script_entity_id): self._add_or_resolve("entity", entity) for device in script.devices_in_script(self.hass, script_entity_id): self._add_or_resolve("device", device) ...

homeassistant/components/search/__init__.py

120

core

{ "docstring": "Resolve a script.\n\n Will only be called if script is an entry point.\n ", "language": "en", "n_whitespaces": 27, "n_words": 13, "vocab_size": 13 }

26

Python

20

c0b04e9f91a34dfee0ceb12770148317fe3e2cbf

__init__.py

307,722

11

76

_resolve_script

https://github.com/home-assistant/core.git

Sort some code in the search integration (#78519)

87

0

106,489

10

1

7

def test_escape_sequence_resulting_in_multiple_keypresses(parser): events = list(parser.feed("\x1b[2;4~")) assert len(events) == 2 assert events[0].key == "escape" assert events[1].key == "shift+insert"

tests/test_xterm_parser.py

75

textual

{ "docstring": "Some sequences are interpreted as more than 1 keypress", "language": "en", "n_whitespaces": 8, "n_words": 9, "vocab_size": 9 }

17

Python

13

bfb962bacf274373e5706090cd854b6aa0857270

test_xterm_parser.py

183,781

5

42

test_escape_sequence_resulting_in_multiple_keypresses

https://github.com/Textualize/textual.git

Backtracking unknown escape sequences, various tests for XTermParser

32

0

44,334

11

2

5

async def _api_startup_event(self): if not ApiServer._message_stream: ApiServer._message_stream = MessageStream()

freqtrade/rpc/api_server/webserver.py

36

freqtrade

{ "docstring": "\n Creates the MessageStream class on startup\n so it has access to the same event loop\n as uvicorn\n ", "language": "en", "n_whitespaces": 46, "n_words": 17, "vocab_size": 16 }

9

Python

9

442467e8aed2ff639bfba04e7a2f6e175f774af1

webserver.py

151,672

3

19

_api_startup_event

https://github.com/freqtrade/freqtrade.git

remove old comments and code

34

0

35,096

10

1

24

def test_ohe_infrequent_three_levels_drop_frequent(drop): X_train = np.array([["a"] * 5 + ["b"] * 20 + ["c"] * 10 + ["d"] * 3]).T ohe = OneHotEncoder( handle_unknown="infrequent_if_exist", sparse=False, max_categories=3, drop=drop ).fit(X_train) X_test = np.array([["b"], ["c"], ["d"]]) ...

sklearn/preprocessing/tests/test_encoders.py

322

@pytest.mark.parametrize("drop", [["a"], ["d"]])

scikit-learn

{ "docstring": "Test three levels and dropping the frequent category.", "language": "en", "n_whitespaces": 7, "n_words": 8, "vocab_size": 8 }

63

Python

49

7f0006c8aad1a09621ad19c3db19c3ff0555a183

test_encoders.py

259,235

12

176

test_ohe_infrequent_three_levels_drop_frequent

https://github.com/scikit-learn/scikit-learn.git

ENH Adds infrequent categories to OneHotEncoder (#16018) * ENH Completely adds infrequent categories * STY Linting * STY Linting * DOC Improves wording * DOC Lint * BUG Fixes * CLN Address comments * CLN Address comments * DOC Uses math to description float min_frequency * DOC Adds comment r...

109

1

75,667

16

1

3

def indented(self): cli_logger = self

python/ray/autoscaler/_private/cli_logger.py

18

ray

{ "docstring": "Context manager that starts an indented block of output.", "language": "en", "n_whitespaces": 8, "n_words": 9, "vocab_size": 9 }

5

Python

5

7f1bacc7dc9caf6d0ec042e39499bbf1d9a7d065

cli_logger.py

130,421

6

20

indented

https://github.com/ray-project/ray.git

[CI] Format Python code with Black (#21975) See #21316 and #21311 for the motivation behind these changes.

19

0

29,267

6

1

3

def lsb_release_info(self): # type: () -> Dict[str, str] return self._lsb_release_info

pipenv/patched/notpip/_vendor/distro.py

20

pipenv

{ "docstring": "\n Return a dictionary containing key-value pairs for the information\n items from the lsb_release command data source of the OS\n distribution.\n\n For details, see :func:`distro.lsb_release_info`.\n ", "language": "en", "n_whitespaces": 60, "n_words": 24, "...

10

Python

10

f3166e673fe8d40277b804d35d77dcdb760fc3b3

distro.py

20,074

2

10

lsb_release_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...

31

0

3,219

6

1

5

def test_batch_mapper_numpy_data_format(ds_with_expected_pandas_numpy_df): ds, expected_df, expected_numpy_df = ds_with_expected_pandas_numpy_df

python/ray/data/tests/test_batch_mapper.py

23

ray

{ "docstring": "Tests batch mapper functionality for numpy data format.\n\n Note:\n For single column pandas dataframes, we automatically convert it to\n single column tensor with column name as `__value__`.\n ", "language": "en", "n_whitespaces": 47, "n_words": 27, "vocab_size": 24 }

7

Python

7

9c39a28ba2f6221ffd8327fa21cb8294f0390fee

test_batch_mapper.py

128,154

20

145

test_batch_mapper_numpy_data_format

https://github.com/ray-project/ray.git

[AIR][Numpy] Add numpy narrow waist to `Preprocessor` and `BatchMapper` (#28418) Co-authored-by: Eric Liang <ekhliang@gmail.com> Co-authored-by: Clark Zinzow <clarkzinzow@gmail.com> Co-authored-by: Amog Kamsetty <amogkamsetty@yahoo.com>

13

0

28,614

7

1

14

def test_realm_admin_remove_others_from_public_stream(self) -> None: result = self.attempt_unsubscribe_of_principal( query_count=15, target_users=[self.example_user("cordelia")], is_realm_admin=True, is_subbed=True, invite_only=False, ...

zerver/tests/test_subs.py

120

zulip

{ "docstring": "\n If you're a realm admin, you can remove people from public streams, even\n those you aren't on.\n ", "language": "en", "n_whitespaces": 39, "n_words": 17, "vocab_size": 16 }

21

Python

20

803982e87254e3b1ebcb16ed795e224afceea3a3

test_subs.py

83,836

16

76

test_realm_admin_remove_others_from_public_stream

https://github.com/zulip/zulip.git

message_flags: Short-circuit if no messages changed. Omit sending an event, and updating the database, if there are no matching messages.

129

0

17,731

13

5

11

def _splitext(p, sep, altsep, extsep): # NOTE: This code must work for text and bytes strings. sepIndex = p.rfind(sep) if altsep: altsepIndex = p.rfind(altsep) sepIndex = max(sepIndex, altsepIndex) dotIndex = p.rfind(extsep) if dotIndex > sepIndex: # skip all leading d...

python3.10.4/Lib/genericpath.py

154

XX-Net

{ "docstring": "Split the extension from a pathname.\n\n Extension is everything from the last dot to the end, ignoring\n leading dots. Returns \"(root, ext)\"; ext may be empty.", "language": "en", "n_whitespaces": 32, "n_words": 26, "vocab_size": 23 }

62

Python

48

8198943edd73a363c266633e1aa5b2a9e9c9f526

genericpath.py

217,520

13

97

_splitext

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

155

0

54,832

14

1

23

def any_numeric_dtype(request): return request.param # categoricals are handled separately _any_skipna_inferred_dtype = [ ("string", ["a", np.nan, "c"]), ("string", ["a", pd.NA, "c"]), ("mixed", ["a", pd.NaT, "c"]), # pd.NaT not considered valid by is_string_array ("bytes", [b"a", np.nan, b"...

pandas/conftest.py

591

@pytest.fixture(params=_any_skipna_inferred_dtype, ids=ids)

pandas

{ "docstring": "\n Parameterized fixture for all numeric dtypes.\n\n * int\n * 'int8'\n * 'uint8'\n * 'int16'\n * 'uint16'\n * 'int32'\n * 'uint32'\n * 'int64'\n * 'uint64'\n * float\n * 'float32'\n * 'float64'\n * complex\n * 'complex64'\n * 'complex128'\n * 'UInt8'...

149

Python

103

fe9e5d023e20304ad1bdfa1da53f3af452c72a00

conftest.py

169,100

2

10

any_numeric_dtype

https://github.com/pandas-dev/pandas.git

REGR: .describe on unsigned dtypes results in object (#48473)

244

1

40,391

10

3

11

def get_variation_axes(self): try: axes = self.font.getvaraxes() except AttributeError as e: msg = "FreeType 2.9.1 or greater is required" raise NotImplementedError(msg) from e for axis in axes: axis["name"] = axis["name"].replace(b"\x00",...

src/PIL/ImageFont.py

100

Pillow

{ "docstring": "\n :returns: A list of the axes in a variation font.\n :exception OSError: If the font is not a variation font.\n ", "language": "en", "n_whitespaces": 42, "n_words": 20, "vocab_size": 16 }

32

Python

29

2ae55ccbdad9c842929fb238ea1eb81d1f999024

ImageFont.py

243,751

9

57

get_variation_axes

https://github.com/python-pillow/Pillow.git

Improve exception traceback readability

111

0

70,111

12

2

20

def flatten(index, name="segmented_flatten"): batch_size = tf.reduce_prod(index.batch_shape()) offset = tf.range(batch_size) * index.num_segments offset = tf.reshape(offset, index.batch_shape()) for _ in range(index.batch_dims, index.indices.shape.rank): offset = tf.expand_dims(offset, -1) ...

src/transformers/models/tapas/modeling_tf_tapas.py

193

transformers

{ "docstring": "\n Flattens a batched index map to a 1d index map. This operation relabels the segments to keep batch elements\n distinct. The k-th batch element will have indices shifted by `num_segments` * (k - 1). The result is a tensor with\n `num_segments` multiplied by the number of elements in the bat...

37

Python

30

f04257fdbcb6ecb5a9bef75f4c2a8d2e8b5a6209

modeling_tf_tapas.py

38,044

8

124

flatten

https://github.com/huggingface/transformers.git

Add test to ensure models can take int64 inputs (#17210) * Add test to ensure models can take int64 inputs * is_integer is an attribute, not a method * Fix test when some inputs aren't tensors * Add casts to blenderbot and blenderbot-small * Add casts to the other failing models

65

0

6,902

12

1

37

def test_job_job_events_children_summary_is_tree(get, organization_factory, job_template_factory): objs = organization_factory("org", superusers=['admin']) jt = job_template_factory("jt", organization=objs.organization, inventory='test_inv', project='test_proj').job_template job = jt.create_unified_job...

awx/main/tests/functional/api/test_events.py

722

awx

{ "docstring": "\n children_summary should return {is_tree: False} if the event structure is not tree-like\n \n E1\n E2\n E3\n E4 (verbose)\n E5\n E6 <-- parent is E2, but comes after another \"branch\" E5\n ", "language": "en", "n_whitespaces": 74, "n_words": 29, "v...

128

Python

65

550d9d5e42a605a23cb540584bf439c07c4185d4

test_events.py

81,243

40

442

test_job_job_events_children_summary_is_tree

https://github.com/ansible/awx.git

detect if job events are tree-like and collapsable in the UI

248

0

17,173

12

4

22

def normalize_span_op_histogram_results(span_op, histogram_params, results): histogram_column = get_span_count_histogram_column(span_op, histogram_params) bin_name = get_function_alias(histogram_column) # zerofill and rename the columns while making sure to adjust for precision bucket_map = {} ...

src/sentry/snuba/discover.py

203

sentry

{ "docstring": "\n Normalizes the span histogram results by renaming the columns to key and bin\n and make sure to zerofill any missing values.\n\n :param str span_op: The span op for which you want to generate the\n histograms for.\n :param HistogramParams histogram_params: The histogram parameter...

90

Python

71

12bb908ad28a4c1b6564253053a6f65ba4cdded9

discover.py

93,873

15

124

normalize_span_op_histogram_results

https://github.com/getsentry/sentry.git

feat(spans): Add a span count distribution endpoint (#36957) * hack histogram endpoint to serve span counts * wip * clean up * more clean up * clean up * fixes and test * address comments

184

0

19,022

13

5

11

def simplify_ner_for_qa(output): compact_output = [] for answer in output["answers"]: entities = [] for entity in answer.meta["entities"]: if ( entity["start"] >= answer.offsets_in_document[0].start and entity["end"] <= answer.offsets_in_document...

haystack/nodes/extractor/entity.py

152

haystack

{ "docstring": "\n Returns a simplified version of the output dictionary\n with the following structure:\n [\n {\n answer: { ... }\n entities: [ { ... }, {} ]\n }\n ]\n The entities included are only the ones that overlap with\n the answer itself.\n\n :param ou...

33

Python

28

15a59fd04071dc1e13c256680407ba1b63e7b1f2

entity.py

257,972

12

90

simplify_ner_for_qa

https://github.com/deepset-ai/haystack.git

feat: Updated EntityExtractor to handle long texts and added better postprocessing (#3154) * Remove dependence on HuggingFace TokenClassificationPipeline and group all postprocessing functions under one class * Added copyright notice for HF and deepset to entity file to acknowledge that a lot of the postprocess...

133

0

75,176

15

1

7

def _combine_individual_stats(self, operator_count, cv_score, individual_stats): stats = deepcopy( individual_stats ) # Deepcopy, since the string reference to predecessor should be cloned stats["operator_count"] = operator_count stats["internal_cv_score"] = cv_scor...

tpot/base.py

55

tpot

{ "docstring": "Combine the stats with operator count and cv score and preprare to be written to _evaluated_individuals\n\n Parameters\n ----------\n operator_count: int\n number of components in the pipeline\n cv_score: float\n internal cross validation score\n ...

29

Python

26

388616b6247ca4ea8de4e2f340d6206aee523541

base.py

181,816

7

32

_combine_individual_stats

https://github.com/EpistasisLab/tpot.git

Revert "Deployed 7ccda9a with MkDocs version: 1.3.0" This reverts commit bd9629c40e01241766197119b581a99409b07068.

83

0

43,600

8

1

13

def test_ridgecv_normalize_deprecated(Estimator): X = np.array([[1, -1], [1, 1]]) y = np.array([0, 1]) estimator = Estimator(normalize=True) with pytest.warns( FutureWarning, match=r"Set parameter alphas to: original_alphas \* n_samples" ): estimator.fit(X, y)

sklearn/linear_model/tests/test_ridge.py

108

scikit-learn

{ "docstring": "Check that the normalize deprecation warning mentions the rescaling of alphas\n\n Non-regression test for issue #22540\n ", "language": "en", "n_whitespaces": 22, "n_words": 16, "vocab_size": 15 }

28

Python

26

f14af688b7e77ecb6df9dfee93ec39b6c0334b86

test_ridge.py

259,066

8

68

test_ridgecv_normalize_deprecated

https://github.com/scikit-learn/scikit-learn.git

FIX Make Ridge*CV warn about rescaling alphas with scaling (#22585)

60

0

75,551

11

4

12

def load(cls, request_or_site=None): # We can only cache on the request, so if there is no request then # we know there's nothing in the cache. if request_or_site is None or isinstance(request_or_site, Site): return cls._get_or_create() # Check if we already have t...

wagtail/contrib/settings/models.py

110

wagtail

{ "docstring": "\n Get or create an instance of this model. There is only ever one\n instance of models inheriting from `AbstractSetting` so we can\n use `pk=1`.\n\n If `request_or_site` is present and is a request object, then we cache\n the result on the request for faster repeat ...

72

Python

53

d967eccef28ce47f60d26be1c28f2d83a25f40b0

models.py

78,250

9

67

load

https://github.com/wagtail/wagtail.git

Add generic settings to compliment site-specific settings (#8327)

171

0

16,749

9

1

6

def map_to_type(self, name, cls): self.registry[name.lower()] = cls

python3.10.4/Lib/email/headerregistry.py

36

XX-Net

{ "docstring": "Register cls as the specialized class for handling \"name\" headers.\n\n ", "language": "en", "n_whitespaces": 17, "n_words": 10, "vocab_size": 10 }

7

Python

7

8198943edd73a363c266633e1aa5b2a9e9c9f526

headerregistry.py

223,760

2

22

map_to_type

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

21

0

57,051

9

2

5

def search_projects(self, group=None, query=None, simple=True):

src/sentry/integrations/gitlab/client.py

28

sentry

{ "docstring": "Get projects\n\n See https://docs.gitlab.com/ee/api/groups.html#list-a-group-s-projects\n and https://docs.gitlab.com/ee/api/projects.html#list-all-projects\n ", "language": "en", "n_whitespaces": 27, "n_words": 6, "vocab_size": 6 }

5

Python

5

73959a1d9b946cd0b7054bebcbc9f50929bc9dc3

client.py

95,879

8

55

search_projects

https://github.com/getsentry/sentry.git

I have rebased 15188 (round #2) (#31375) * Make GitLab Group Path optional Co-authored-by: King Chung Huang <kinghuang@mac.com> Co-authored-by: Colleen O'Rourke <colleen@sentry.io>

12

0

19,254

6

1

11

def test_launcher_ensures_stdio(self): from kitty.constants import kitty_exe import subprocess exe = kitty_exe() cp = subprocess.run([exe, '+runpy', f]) self.assertEqual(cp.returncode, 0)

kitty_tests/check_build.py

76

kitty

{ "docstring": "\\\nimport os, sys\nif sys.stdin:\n os.close(sys.stdin.fileno())\nif sys.stdout:\n os.close(sys.stdout.fileno())\nif sys.stderr:\n os.close(sys.stderr.fileno())\nos.execlp({exe!r}, 'kitty', '+runpy', 'import sys; raise SystemExit(1 if sys.stdout is None or sys.stdin is None or sys.stderr is N...

18

Python

16

e2a1f8dde783c55dbca449691986923cb4025721

check_build.py

103,729

15

43

test_launcher_ensures_stdio

https://github.com/kovidgoyal/kitty.git

...

52

0

21,712

11

1

15

def test_redirect_to_default(self): start_url = reverse("wagtailsettings:edit", args=["tests", "testsetting"]) dest_url = reverse( "wagtailsettings:edit", args=["tests", "testsetting", self.default_site.pk] ) response = self.client.get(start_url, follow=True) ...

wagtail/contrib/settings/tests/test_admin.py

116

wagtail

{ "docstring": "\n Should redirect to the setting for the default site.\n ", "language": "en", "n_whitespaces": 24, "n_words": 9, "vocab_size": 8 }

25

Python

21

d10f15e55806c6944827d801cd9c2d53f5da4186

test_admin.py

73,498

9

70

test_redirect_to_default

https://github.com/wagtail/wagtail.git

Reformat with black

96

0

16,029

12

1

14

def _unfold(arr, axis, size, step): new_shape = [*arr.shape, size] new_strides = [*arr.strides, arr.strides[axis]] new_shape[axis] = (new_shape[axis] - size) // step + 1 new_strides[axis] = new_strides[axis] * step return np.lib.stride_tricks.as_strided(arr, ...

lib/matplotlib/cbook/__init__.py

129

matplotlib

{ "docstring": "\n Append an extra dimension containing sliding windows along *axis*.\n\n All windows are of size *size* and begin with every *step* elements.\n\n Parameters\n ----------\n arr : ndarray, shape (N_1, ..., N_k)\n The input array\n axis : int\n Axis along which the window...

32

Python

27

13438f842729df1b04445d44ea83f616d1b85567

__init__.py

110,054

9

85

_unfold

https://github.com/matplotlib/matplotlib.git

Fix some minor docstring typos

176

0

23,899

11

2

18

def test_5_model(self): query = predict_query = for cid, char in [(CID_A, 'a'), (CID_B, 'b')]: self.sql_via_http( query.format(char, char), company_id=cid, expected_resp_type=RESPONSE_TYPE.OK ) response = se...

tests/integration_tests/flows/test_company_independent.py

142

mindsdb

{ "docstring": "\n CREATE MODEL mindsdb.model_{}\n FROM test_integration_{} (\n select * from test_data.home_rentals limit 50\n ) PREDICT rental_price\n USING join_learn_process=true, time_aim=5\n \n select * from mindsdb.model_{} where sqft...

29

Python

24

7c02e15aa403a4ca1fa34489dd2df9136d6c961c

test_company_independent.py

117,189

23

90

test_5_model

https://github.com/mindsdb/mindsdb.git

Projects structure (#3532) Projects structure

196

0

25,918

13

1

22

def test_predictor_tableau_header(self, mock_handler): df = pd.DataFrame([ {'a': 1, 'b': 'one'}, {'a': 2, 'b': 'two'}, {'a': 1, 'b': 'three'}, ]) self.set_handler(mock_handler, name='pg', tables={'tasks': df}) # --- use predictor --- predicted...

tests/unit/test_executor.py

250

mindsdb

{ "docstring": "\n SELECT \n SUM(1) AS `cnt__0B4A4E8BD11C48FFB4730D4D2C32191A_ok`,\n sum(`Custom SQL Query`.`a`) AS `sum_height_ok`,\n max(`Custom SQL Query`.`p`) AS `sum_length1_ok`\n FROM (\n SELECT res.a, res.p \n FROM pg.tasks ...

82

Python

64

02a831997cdffafca7cb160eb1938e72020ee049

test_executor.py

116,154

32

143

test_predictor_tableau_header

https://github.com/mindsdb/mindsdb.git

executor tests

298

0

25,675

12

1

9

def test_single_file_metadata(pyi_builder): # Add directory containing the my-test-package metadata to search path extra_path = os.path.join(_MODULES_DIR, "pyi_single_file_metadata") pyi_builder.test_source( , pyi_args=['--paths', extra_path] )

tests/functional/test_misc.py

54

pyinstaller

{ "docstring": "\n import pkg_resources\n\n # The pkg_resources.get_distribution() call automatically triggers collection of the metadata. While it does not\n # raise an error if metadata is not found while freezing, the calls below will fall at run-time in that case.\n dist = pkg_resource...

21

Python

21

460a53842a220faa70f892ab0127b6d4dd21c4eb

test_misc.py

262,791

17

31

test_single_file_metadata

https://github.com/pyinstaller/pyinstaller.git

tests: add a test for single-file metadata collection

46

0

77,372

10

2

8

def should_toggle_mask(self) -> bool: with self._lock: retval = self._triggers["toggle_mask"] if retval: logger.debug("Sending toggle mask") self._triggers["toggle_mask"] = False return retval

scripts/train.py

74

faceswap

{ "docstring": " Check whether the mask should be toggled and return the value. If ``True`` is returned\n then resets mask toggle back to ``False``\n\n Returns\n -------\n bool\n ``True`` if the mask should be toggled otherwise ``False``. ", "language": "en", "n_whitespaces"...

19

Python

16

3c73ae4ec9f0f30649a5e20465a268bbcfd690eb

train.py

101,049

14

40

should_toggle_mask

https://github.com/deepfakes/faceswap.git

bugfix: Update preview screen in GUI

92

0

20,487

12

1

3

def shape(self): return self.table.shape

src/datasets/table.py

22

datasets

{ "docstring": "\n Dimensions of the table: (#rows, #columns).\n\n Returns:\n :obj:`(int, int)`: Number of rows and number of columns.\n ", "language": "en", "n_whitespaces": 49, "n_words": 16, "vocab_size": 14 }

4

Python

4

e35be138148333078284b942ccc9ed7b1d826f97

table.py

104,426

2

12

shape

https://github.com/huggingface/datasets.git

Update docs to new frontend/UI (#3690) * WIP: update docs to new UI * make style * Rm unused * inject_arrow_table_documentation __annotations__ * hasattr(arrow_table_method, "__annotations__") * Update task_template.rst * Codeblock PT-TF-SPLIT * Convert loading scripts * Convert docs to mdx ...

18

0

21,862

7

1

7

def add_preheated_app_session(self) -> None: session = self._create_or_reuse_app_session(ws=None) session.handle_rerun_script_request(is_preheat=True)

lib/streamlit/server/server.py

45

streamlit

{ "docstring": "Register a fake browser with the server and run the script.\n\n This is used to start running the user's script even before the first\n browser connects.\n ", "language": "en", "n_whitespaces": 47, "n_words": 26, "vocab_size": 22 }

8

Python

8

704eab3478cf69847825b23dabf15813a8ac9fa2

server.py

118,567

8

26

add_preheated_app_session

https://github.com/streamlit/streamlit.git

Rename and refactor `Report` machinery (#4141) This refactor renames (almost) everything related to the outdated "report" concept with more precise concepts that we use throughout our code, primarily "script run", "session", and "app".

29

0

26,297

9

3

21

def sample_y(self, X, n_samples=1, random_state=0): rng = check_random_state(random_state) y_mean, y_cov = self.predict(X, return_cov=True) if y_mean.ndim == 1: y_samples = rng.multivariate_normal(y_mean, y_cov, n_samples).T else: y_samples = [ ...

sklearn/gaussian_process/_gpr.py

171

scikit-learn

{ "docstring": "Draw samples from Gaussian process and evaluate at X.\n\n Parameters\n ----------\n X : array-like of shape (n_samples_X, n_features) or list of object\n Query points where the GP is evaluated.\n\n n_samples : int, default=1\n Number of samples drawn f...

44

Python

36

3786daf7dc5c301478d489b0756f90d0ac5d010f

_gpr.py

258,794

14

114

sample_y

https://github.com/scikit-learn/scikit-learn.git

BUG Fix covariance and stdev shape in GPR with normalize_y (#22199) Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com> Co-authored-by: Nakamura-Zimmerer, Tenavi (ARC-AF) <tenavi.nakamura-zimmerer@nasa.gov>

194

0

75,430

16

1

16

def test_regex_includes_scripts_for(gm_manager, url, expected_matches): gh_dark_example = textwrap.dedent(r) _save_script(gh_dark_example, 'test.user.js') gm_manager.load_scripts() scripts = gm_manager.scripts_for(QUrl(url)) assert len(scripts.start + scripts.end + scripts.idle) == expected_ma...

tests/unit/javascript/test_greasemonkey.py

96

qutebrowser

{ "docstring": "Ensure our GM @*clude support supports regular expressions.\n // ==UserScript==\n // @include /^https?://((gist|guides|help|raw|status|developer)\\.)?github\\.com/((?!generated_pages\\/preview).)*$/\n // @exclude /https?://github\\.com/foo/\n // @run-at document-sta...

21

Python

19

21419c9ef5a90ea36a27afaf2503a57f8f9f8536

test_greasemonkey.py

320,963

12

58

test_regex_includes_scripts_for

https://github.com/qutebrowser/qutebrowser.git

greasemonkey: Don't implicitly load scripts Needed for #7245 and also seems like cleaner code.

39

0

117,467

11

3

19

def cal_predicts_accuracy(char_ops, preds, preds_lod, labels, labels_lod, is_remove_duplicate=False): acc_num = 0 img_num = 0 for ino in range(len(labels_lod) - 1): beg_no = preds_lod[ino] end_no = preds_lod[ino + 1] preds_text = preds[beg_no:end_no].reshape(-1) preds_te...

modules/image/text_recognition/ppocrv3_rec_ch/character.py

209

PaddleHub

{ "docstring": "\n Calculate prediction accuracy\n Args:\n char_ops: CharacterOps\n preds: preds result,text index\n preds_lod: lod tensor of preds\n labels: label of input image, text index\n labels_lod: lod tensor of label\n is_remove_duplicate: Whether to remove dup...

70

Python

44

9b3119dfb63c4cbb7acfb9f1f1c09ac24e6d68d2

character.py

49,450

17

139

cal_predicts_accuracy

https://github.com/PaddlePaddle/PaddleHub.git

add module

169

0

9,747

12

1

6

def fit_predict(self, X, y=None): # As fit_predict would be different from fit.predict, fit_predict is # only available for outlier detection (novelty=False) return self.fit(X)._predict()

sklearn/neighbors/_lof.py

40

scikit-learn

{ "docstring": "Fit the model to the training set X and return the labels.\n\n **Not available for novelty detection (when novelty is set to True).**\n Label is 1 for an inlier and -1 for an outlier according to the LOF\n score and the contamination parameter.\n\n Parameters\n -----...

23

Python

21

60cc5b596f38d0d236dab34e02c05d98b5a72bad

_lof.py

260,993

2

23

fit_predict

https://github.com/scikit-learn/scikit-learn.git

FEA Fused sparse-dense support for `PairwiseDistancesReduction` (#23585) Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org> Co-authored-by: Christian Lorentzen <lorentzen.ch@gmail.com> Co-authored-by: Jérémie du Boisberranger <jeremiedbb@users.noreply.github.com> Co-authored-by: Thomas J. Fan <thomasjpf...

51

0

76,611

9

3

24

def get_attendance_years() -> str: Attendance = frappe.qb.DocType('Attendance') year_list = ( frappe.qb.from_(Attendance) .select(Extract('year', Attendance.attendance_date).as_('year')) .distinct() ).run(as_dict=True) if year_list: year_list.sort(key=lambda d: d.year, reverse=True) else: year_list = ...

erpnext/hr/report/monthly_attendance_sheet/monthly_attendance_sheet.py

177

erpnext

{ "docstring": "Returns all the years for which attendance records exist", "language": "en", "n_whitespaces": 8, "n_words": 9, "vocab_size": 9 }

31

Python

28

e79d292233000985a04c5d46859513c1e0d7c88c

monthly_attendance_sheet.py

68,213

13

104

get_attendance_years

https://github.com/frappe/erpnext.git

refactor: Monthly Attendance Sheet - split into smaller functions - add type hints - get rid of unnecessary db calls and loops - add docstrings for functions

19

0

14,743

18

2

10

def _set_gradient_checkpointing(self, module, value=False): if isinstance(module, ConvNextModel): module.gradient_checkpointing = value CONVNEXT_START_DOCSTRING = r CONVNEXT_INPUTS_DOCSTRING = r @add_start_docstrings( "The bare ConvNext model outputting raw features without any specific hea...

src/transformers/models/convnext/modeling_convnext.py

64

@add_start_docstrings( "The bare ConvNext model outputting raw features without any specific head on top.", CONVNEXT_START_DOCSTRING, )

transformers

{ "docstring": "\n This model is a PyTorch [torch.nn.Module](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) subclass. Use it\n as a regular PyTorch Module and refer to the PyTorch documentation for all matter related to general usage and\n behavior.\n\n Parameters:\n config ([`ConvNextCon...

32

Python

29

84eec9e6ba55c5aceee2a92fd820fcca4b67c510

modeling_convnext.py

34,876

3

24

_set_gradient_checkpointing

https://github.com/huggingface/transformers.git

Add ConvNeXT (#15277) * First draft * Add conversion script * Improve conversion script * Improve docs and implement tests * Define model output class * Fix tests * Fix more tests * Add model to README * Apply suggestions from code review Co-authored-by: Sylvain Gugger <35901082+sgugger@user...

51

1

6,354

9

1

10

def test_rbf_sampler_gamma_scale(): X, y = [[0.0], [1.0]], [0, 1] rbf = RBFSampler(gamma="scale") rbf.fit(X, y) assert rbf._gamma == pytest.approx(4)

sklearn/tests/test_kernel_approximation.py

83

scikit-learn

{ "docstring": "Check the inner value computed when `gamma='scale'`.", "language": "en", "n_whitespaces": 6, "n_words": 7, "vocab_size": 7 }

18

Python

17

61ae92a7786baa132970cdc69da786f9952d8bda

test_kernel_approximation.py

261,468

5

55

test_rbf_sampler_gamma_scale

https://github.com/scikit-learn/scikit-learn.git

ENH Add gamma='scale' option to RBFSampler (#24755) Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>

33

0

76,824

10

3

8

def vocab_size(self) -> int: if self.is_category_target: return self.model.training_set_metadata[self.target_feature_name]["vocab_size"] elif self.is_binary_target: return 2 return 1

ludwig/explain/explainer.py

60

ludwig

{ "docstring": "The vocab size of the target feature.\n\n For regression (number) this is 1, for binary it is 2, and for category it is the vocab size.\n ", "language": "en", "n_whitespaces": 40, "n_words": 26, "vocab_size": 20 }

14

Python

12

1caede3a2da4ec71cb8650c7e45120c26948a5b9

explainer.py

8,246

10

36

vocab_size

https://github.com/ludwig-ai/ludwig.git

Explanation API and feature importance for GBM (#2564) * add docstring for explain_ig * solidify Explainer API * add gbm explainer * add dataclasses for typed explanations * add GBM feature importance * remove unused imports * add tests * fix test * extract explanation into file * rename bas...

64

0

1,380

11

1

2

def zaxis(self): return self["zaxis"]

packages/python/plotly/plotly/graph_objs/layout/_scene.py

22

plotly.py

{ "docstring": "\n The 'zaxis' property is an instance of ZAxis\n that may be specified as:\n - An instance of :class:`plotly.graph_objs.layout.scene.ZAxis`\n - A dict of string/value properties that will be passed\n to the ZAxis constructor\n\n Supported dict pro...

4

Python

4

43e3a4011080911901176aab919c0ecf5046ddd3

_scene.py

231,647

2

11

zaxis

https://github.com/plotly/plotly.py.git

switch to black .22

18

0

63,091

7

1

5

def get_deployment_statuses() -> Dict[str, DeploymentStatusInfo]: return internal_get_global_client().get_deployment_statuses()

python/ray/serve/api.py

35

ray

{ "docstring": "Returns a dictionary of deployment statuses.\n\n A deployment's status is one of {UPDATING, UNHEALTHY, and HEALTHY}.\n\n Example:\n >>> from ray.serve.api import get_deployment_statuses\n >>> statuses = get_deployment_statuses() # doctest: +SKIP\n >>> status_info = statuses[\"deployment...

7

Python

7

60054995e65304fb14e6d0ab69bdec07aa9389fe

api.py

147,381

18

20

get_deployment_statuses

https://github.com/ray-project/ray.git

[docs] fix doctests and activate CI (#23418)

13

0

33,930

9

15

7

def lexicographical_topological_sort(G, key=None): if not G.is_directed(): msg = "Topological sort not defined on undirected graphs." raise nx.NetworkXError(msg) if key is None:

networkx/algorithms/dag.py

58

networkx

{ "docstring": "Generate the nodes in the unique lexicographical topological sort order.\n\n Generates a unique ordering of nodes by first sorting topologically (for which there are often\n multiple valid orderings) and then additionally by sorting lexicographically.\n\n A topological sort arranges the nodes...

21

Python

19

99a925f695080787d077f620972c6552c4b0b4ba

dag.py

177,149

32

212

lexicographical_topological_sort

https://github.com/networkx/networkx.git

docstring update to lexicographical_topological_sort issue 5681 (#5930) * docstring update to lex-topo-sort - explain effect and purpose for lexi sort - add hints for fixing non-sortable nodes - add hint to exception msg - Add examples * Shorten the first line of the doc_string Co-authored-by: Dan Schult <...

44

0

42,289

9

1

17

def test_run_summarization_no_trainer(self): tmp_dir = self.get_auto_remove_tmp_dir() testargs = f.split() run_command(self._launch_args + testargs) result = get_results(tmp_dir) self.assertGreaterEqual(result["eval_rouge1"], 10) self.assertGreaterEqual(result["eval_roug...

examples/pytorch/test_accelerate_examples.py

213

transformers

{ "docstring": "\n {self.examples_dir}/pytorch/summarization/run_summarization_no_trainer.py\n --model_name_or_path t5-small\n --train_file tests/fixtures/tests_samples/xsum/sample.json\n --validation_file tests/fixtures/tests_samples/xsum/sample.json\n --output_...

26

Python

22

99eb9b523f9b9ea6096323ce5610ce6633acc88a

test_accelerate_examples.py

32,333

24

122

test_run_summarization_no_trainer

https://github.com/huggingface/transformers.git

Fix `no_trainer` CI (#18242) * Fix all tests

95

0

5,907

12

3

21

def test_views(self, postgres_db): query = for cid, char in [(CID_A, 'a'), (CID_B, 'b')]: self.sql_via_http( query.format(f'test_view_{char}', char), company_id=cid, expected_resp_type=RESPONSE_TYPE.OK ) tables = sel...

tests/integration_tests/flows/test_company_independent.py

309

mindsdb

{ "docstring": "\n CREATE VIEW mindsdb.{}\n FROM test_integration_{} (\n select * from rentals limit 50\n )\n ", "language": "en", "n_whitespaces": 69, "n_words": 13, "vocab_size": 13 }

81

Python

43

b96825c643cb2ce062d80868a5b7824d99bca07f

test_company_independent.py

118,187

54

200

test_views

https://github.com/mindsdb/mindsdb.git

fix tests

602

0

26,187

13

7

27

def plot(*args, show=True, **kwargs): args = list(map(sympify, args)) free = set() for a in args: if isinstance(a, Expr): free |= a.free_symbols if len(free) > 1: raise ValueError( 'The same variable should be used in all ' ...

sympy/plotting/plot.py

246

sympy

{ "docstring": "Plots a function of a single variable as a curve.\n\n Parameters\n ==========\n\n args :\n The first argument is the expression representing the function\n of single variable to be plotted.\n\n The last argument is a 3-tuple denoting the range of the free\n variabl...

76

Python

59

1473b1782d0e440c17ee0ce6283bff0aa7f515af

plot.py

197,253

20

148

plot

https://github.com/sympy/sympy.git

Use LaTeX for labels in matplotlib backend

204

0

48,412

15

1

4

def setcbreak(filehandle): set_console_mode(filehandle, CBREAK_MODE)

src/textual/drivers/win32.py

22

textual

{ "docstring": "\n Args:\n filehandle(int): Windows filehandle object as returned by :py:func:`msvcrt.get_osfhandle`\n\n Raises:\n OSError: Error calling Windows API\n\n Convenience function which mimics :py:func:`tty.setcbreak` behavior\n\n All console input options are disabled except ``EN...

4

Python

4

54e63428644710112215c4f2d27cd64daeeda6fa

win32.py

182,009

2

12

setcbreak

https://github.com/Textualize/textual.git

windows driver

10

0

43,728

7

1

9

def test_pandas_arff_parser_strip_double_quotes(parser_func): pd = pytest.importorskip("pandas") arff_file = BytesIO( textwrap.dedent(

sklearn/datasets/tests/test_arff_parser.py

39

arff_file = BytesIO( textwrap.dedent( """

scikit-learn

{ "docstring": "Check that we properly strip double quotes from the data.", "language": "en", "n_whitespaces": 9, "n_words": 10, "vocab_size": 10 }

9

Python

8

8515b486810e844bc7f5f1a4fb2227405d46871e

test_arff_parser.py

260,158

54

186

test_pandas_arff_parser_strip_double_quotes

https://github.com/scikit-learn/scikit-learn.git

FIX make pandas and liac arff parser quoting behaviour closer (#23497) Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org> Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com> Co-authored-by: Loïc Estève <loic.esteve@ymail.com>

37

1

76,098

9

6

10

def url_result(url, ie=None, video_id=None, video_title=None, *, url_transparent=False, **kwargs): if ie is not None: kwargs['ie_key'] = ie if isinstance(ie, str) else ie.ie_key() if video_id is not None: kwargs['id'] = video_id if video_title is not None: ...

yt_dlp/extractor/common.py

151

yt-dlp

{ "docstring": "Returns a URL that points to a page that should be processed", "language": "en", "n_whitespaces": 11, "n_words": 12, "vocab_size": 10 }

49

Python

33

311b6615d85d3530f2709c50e4223ff3b6b14361

common.py

162,332

12

94

url_result

https://github.com/yt-dlp/yt-dlp.git

[extractor] Improve `url_result` and related

157

0

39,190

11

4

12

def stamp(self, visitor=None, **headers): headers = headers.copy() if visitor is not None: headers.update(visitor.on_signature(self, **headers)) else: headers["stamped_headers"] = [header for header in headers.keys() if header not in self.options] _me...

celery/canvas.py

130

celery

{ "docstring": "Apply this task asynchronously.\n\n Arguments:\n visitor (StampingVisitor): Visitor API object.\n headers (Dict): Stamps that should be added to headers.\n ", "language": "en", "n_whitespaces": 55, "n_words": 19, "vocab_size": 19 }

31

Python

26

1c4ff33bd22cf94e297bd6449a06b5a30c2c1fbc

canvas.py

208,054

8

81

stamp

https://github.com/celery/celery.git

Canvas Header Stamping (#7384) * Strip down the header-stamping PR to the basics. * Serialize groups. * Add groups to result backend meta data. * Fix spelling mistake. * Revert changes to canvas.py * Revert changes to app/base.py * Add stamping implementation to canvas.py * Send task to AMQP with ...

99

0

52,183

13

1

3

def input_specs_inference(self) -> ModelSpec: return ModelSpec()

rllib/core/rl_module/rl_module.py

23

ray

{ "docstring": "Returns the input specs of the forward_inference method.", "language": "en", "n_whitespaces": 7, "n_words": 8, "vocab_size": 7 }

6

Python

6

37de814a8598e0ea3dea23d5ae0caf9df54fa0e6

rl_module.py

134,355

3

12

input_specs_inference

https://github.com/ray-project/ray.git

[RLlib] RLModule base class, RLModule PR 3/N (#29642) Signed-off-by: Kourosh Hakhamaneshi <kourosh@anyscale.com>

20

0

30,267

7

1

13

def test_payment_refund_or_void_void_called(void_mock, payment): # given payment.can_void = Mock(return_value=True) assert payment.can_void() is True payment.transactions.count() == 0 # when gateway.payment_refund_or_void(payment, get_plugins_manager(), None) # then assert void_mo...

saleor/payment/tests/test_gateway.py

101

@patch("saleor.payment.gateway.void")

saleor

{ "docstring": "Ensure that the refund method is called when payment can be voided\n and there is no void transaction for given payment.", "language": "en", "n_whitespaces": 23, "n_words": 21, "vocab_size": 20 }

25

Python

22

0881beec1ac02dfa97525c5173687defb356d85c

test_gateway.py

26,688

6

53

test_payment_refund_or_void_void_called

https://github.com/saleor/saleor.git

Fix payment flow (#9504) * Do not capture payment again when it should be refunded or voided * Do not create order when then is ongoing refund

51

1

5,047

9

2

11

def idxmin(self, axis=0, skipna=True, *args, **kwargs): i = self.argmin(axis, skipna, *args, **kwargs) if i == -1: return np.nan return self.index[i]

pandas/core/series.py

80

pandas

{ "docstring": "\n Return the row label of the minimum value.\n\n If multiple values equal the minimum, the first row label with that\n value is returned.\n\n Parameters\n ----------\n axis : {0 or 'index'}\n Unused. Parameter needed for compatibility with DataFram...

20

Python

17

244f747bb63f45c1c439193f0672c6162853b168

series.py

166,614

5

53

idxmin

https://github.com/pandas-dev/pandas.git

make series axis parameter docs consistent (#47109) * make series docs consistent add series unused param info to DF docs * fix trailing whitespace * fix docs build * add unused * add or update docs for all series methods * small fix * fix line length * fix param order * fix param order *...

59

0

39,843

9

1

15

def test_04_query_predictor_single_where_condition(self): time.sleep(120) # TODO query = f response = self.handler.native_query(query) self.assertTrue(response.type == RESPONSE_TYPE.TABLE) self.assertTrue(len(response.data_frame) == 1) self.assertTrue(response.data_frame...

mindsdb/integrations/handlers/lightwood_handler/tests/test_lightwood_handler.py

143

mindsdb

{ "docstring": "\n SELECT target\n from {self.test_model_1}\n WHERE sqft=100\n ", "language": "en", "n_whitespaces": 47, "n_words": 6, "vocab_size": 6 }

24

Python

21

b999051fd8153a1d3624471cac5483867116f985

test_lightwood_handler.py

116,582

12

83

test_04_query_predictor_single_where_condition

https://github.com/mindsdb/mindsdb.git

test fix

73

0

25,781

11

1

19

def test_archive_too_large_for_disk_cache(self, cache_getfile): release = Release.objects.create(version="1", organization_id=self.project.organization_id) self._create_archive(release, "foo") # cache.getfile is only called for index, not for the archive with override_options(...

tests/sentry/lang/javascript/test_processor.py

134

sentry

{ "docstring": "ReleaseFile.cache is not used if the archive is too large", "language": "en", "n_whitespaces": 9, "n_words": 10, "vocab_size": 9 }

38

Python

32

8cdaa4e86e8296cdbc145f2a53d3eb38cb7a1c2b

test_processor.py

90,777

8

79

test_archive_too_large_for_disk_cache

https://github.com/getsentry/sentry.git

ref: close files explicitly in tests.sentry.lang.javascript.test_processor (#35262)

105

0

18,688

12

3

6

def _is_current_explicit_device(device_type): device_type = device_type.upper() if device_type not in ["CPU", "GPU"]: raise ValueError('`device_type` should be either "CPU" or "GPU".') device = _get_current_tf_device() return device is not None and device.device_type == device_type.upper() ...

keras/backend.py

85

keras

{ "docstring": "Check if the current device is explicitly set on the device type specified.\n\n Args:\n device_type: A string containing `GPU` or `CPU` (case-insensitive).\n\n Returns:\n A boolean indicating if the current device scope is explicitly set on the\n device type.\n\n Raises:\...

31

Python

26

84afc5193d38057e2e2badf9c889ea87d80d8fbf

backend.py

269,492

6

48

_is_current_explicit_device

https://github.com/keras-team/keras.git

Reformatting the codebase with black. PiperOrigin-RevId: 450093126

53

0

80,124

10

8

17

def _promote_fields(dt1, dt2): # Both must be structured and have the same names in the same order if (dt1.names is None or dt2.names is None) or dt1.names != dt2.names: raise TypeError("invalid type promotion") new_fields = [] for name in dt1.names: field1 = dt1.fields[name] ...

numpy/core/_internal.py

231

numpy

{ "docstring": " Perform type promotion for two structured dtypes.\n\n Parameters\n ----------\n dt1 : structured dtype\n First dtype.\n dt2 : structured dtype\n Second dtype.\n\n Returns\n -------\n out : dtype\n The promoted dtype\n\n Notes\n -----\n If one of the ...

81

Python

62

a0c2e826738daa0cbd83aba85852405b73878f5b

_internal.py

160,283

15

147

_promote_fields

https://github.com/numpy/numpy.git

API: Fix structured dtype cast-safety, promotion, and comparison This PR replaces the old gh-15509 implementing proper type promotion for structured voids. It further fixes the casting safety to consider casts with equivalent field number and matching order as "safe" and if the names, titles, and offsets match as "eq...

188

0

38,591

15

1

29

def test_read_video_from_file_rescale_width_and_height(self, test_video): # video related width, height, min_dimension, max_dimension = 320, 240, 0, 0 video_start_pts, video_end_pts = 0, -1 video_timebase_num, video_timebase_den = 0, 1 # audio related samples, ch...

test/test_video_reader.py

208

vision

{ "docstring": "\n Test the case when decoder starts with a video file to decode frames, and\n both video height and width are set.\n ", "language": "en", "n_whitespaces": 43, "n_words": 21, "vocab_size": 19 }

84

Python

52

c50d48845f7b1ca86d6a3b7f37a59be0ae11e36b

test_video_reader.py

192,311

31

145

test_read_video_from_file_rescale_width_and_height

https://github.com/pytorch/vision.git

Improve test_video_reader (#5498) * Improve test_video_reader * Fix linter error

394

0

46,880

10

1

20

def test_queries(self): sql = "SELECT 1" + connection.features.bare_select_suffix with connection.cursor() as cursor: reset_queries() cursor.execute(sql) self.assertEqual(1, len(connection.queries)) self.assertIsInstance(connection.queries, list) ...

tests/backends/tests.py

421

django

{ "docstring": "\n Test the documented API of connection.queries.\n ", "language": "en", "n_whitespaces": 21, "n_words": 6, "vocab_size": 6 }

79

Python

58

9c19aff7c7561e3a82978a272ecdaad40dda5c00

tests.py

201,818

24

257

test_queries

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

274

0

50,001

11

3

14

def b16decode(s, casefold=False): s = _bytes_from_decode_data(s) if casefold: s = s.upper() if re.search(b'[^0-9A-F]', s): raise binascii.Error('Non-base16 digit found') return binascii.unhexlify(s) # # Ascii85 encoding/decoding # _a85chars = None _a85chars2 = None _A85START = b"<...

python3.10.4/Lib/base64.py

113

XX-Net

{ "docstring": "Decode the Base16 encoded bytes-like object or ASCII string s.\n\n Optional casefold is a flag specifying whether a lowercase alphabet is\n acceptable as input. For security purposes, the default is False.\n\n The result is returned as a bytes object. A binascii.Error is raised if\n s is...

37

Python

27

8198943edd73a363c266633e1aa5b2a9e9c9f526

base64.py

221,084

7

51

b16decode

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

59

0

56,192

10

2

15

def timezone_tag(parser, token): bits = token.split_contents() if len(bits) != 2: raise TemplateSyntaxError("'%s' takes one argument (timezone)" % bits[0]) tz = parser.compile_filter(bits[1]) nodelist = parser.parse(("endtimezone",)) parser.delete_first_token() return TimezoneNode(n...

django/templatetags/tz.py

126

@register.tag("get_current_timezone")

django

{ "docstring": "\n Enable a given time zone just for this block.\n\n The ``timezone`` argument must be an instance of a ``tzinfo`` subclass, a\n time zone name, or ``None``. If it is ``None``, the default time zone is\n used within the block.\n\n Sample usage::\n\n {% timezone \"Europe/Paris\" %...

29

Python

27

9c19aff7c7561e3a82978a272ecdaad40dda5c00

tz.py

206,336

8

67

timezone_tag

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

56

1

51,491

11

4

15

def rich_text_style(self) -> Style: # TODO: Feels like there may be opportunity for caching here. background = Color(0, 0, 0, 0) color = Color(255, 255, 255, 0) style = Style() for node in reversed(self.ancestors): styles = node.styles if styles...

src/textual/dom.py

165

textual

{ "docstring": "Get the text style object.\n\n A widget's style is influenced by its parent. For instance if a widgets background has an alpha,\n then its parent's background color will show throw. Additionally, widgets will inherit their\n parent's text style (i.e. bold, italic etc).\n\n ...

58

Python

41

4090d351684342b8e28ef9d5451c7c821e18d1ae

dom.py

183,097

22

103

rich_text_style

https://github.com/Textualize/textual.git

new layout

188

0

44,049

11

37

def to_numpy_recarray(G, nodelist=None, dtype=None, order=None): import numpy as np if dtype is None: dtype = [("weight", float)] if nodelist is None: nodelist = list(G) nodeset = G nlen = len(G) else: nlen = len(nodelist) nodeset = set(G.nbunch_ite...

networkx/convert_matrix.py

385

networkx

{ "docstring": "Returns the graph adjacency matrix as a NumPy recarray.\n\n Parameters\n ----------\n G : graph\n The NetworkX graph used to construct the NumPy recarray.\n\n nodelist : list, optional\n The rows and columns are ordered according to the nodes in `nodelist`.\n If `nodelis...

119

Python

75

78cd999e9b60d1b403cb4b736311cb0e00335eea

convert_matrix.py

176,299

28

246

to_numpy_recarray

https://github.com/networkx/networkx.git

Document default dtype in to_numpy_recarray docstring. (#5315)

323

0

41,816

18

2

13

def __new__(cls, name, manifold, **kwargs): if not isinstance(name, Str): name = Str(name) obj = super().__new__(cls, name, manifold) obj.manifold.patches.append(obj) # deprecated obj.coord_systems = _deprecated_list( , []) return obj

sympy/diffgeom/diffgeom.py

101

sympy

{ "docstring": "\n Patch.coord_systms is deprecated. The Patch class is now\n immutable. Instead use a separate list to keep track of coordinate\n systems.\n ", "language": "en", "n_whitespaces": 65, "n_words": 20, "vocab_size": 19 }

27

Python

23

f8674bfe4988332e7ce60ceb36b365ce9aff662a

diffgeom.py

197,095

12

64

__new__

https://github.com/sympy/sympy.git

Update the sympy.diffgeom mutability deprecations

83

0

48,335

10

1

12

def real_quick_ratio(self): la, lb = len(self.a), len(self.b) # can't have more matches than the number of elements in the # shorter sequence return _calculate_ratio(min(la, lb), la + lb) __class_getitem__ = classmethod(GenericAlias)

python3.10.4/Lib/difflib.py

72

XX-Net

{ "docstring": "Return an upper bound on ratio() very quickly.\n\n This isn't defined beyond that it is an upper bound on .ratio(), and\n is faster to compute than either .ratio() or .quick_ratio().\n ", "language": "en", "n_whitespaces": 51, "n_words": 30, "vocab_size": 25 }

31

Python

28

8198943edd73a363c266633e1aa5b2a9e9c9f526

difflib.py

222,485

3

37

real_quick_ratio

https://github.com/XX-net/XX-Net.git

add python 3.10.4 for windows

69

0

56,586

10

1

def test_model_exclude_copy_on_model_validation():

tests/test_main.py

12

pydantic

{ "docstring": "When `Config.copy_on_model_validation` is set, it should keep private attributes and excluded fields", "language": "en", "n_whitespaces": 11, "n_words": 12, "vocab_size": 12 }

2

Python

2

5490ad5173743ef2bf85216d11b9ff0822b3d25b

test_main.py

14,093

29

236

test_model_exclude_copy_on_model_validation

https://github.com/pydantic/pydantic.git

fix: `Config.copy_on_model_validation` does a deep copy and not a shallow one (#3642) * fix: `Config.copy_on_model_validation` does a deep copy and not a shallow one closes #3641 * fix: typo * use python 3.10 to run fastapi tests * fix fastapi test call Co-authored-by: Samuel Colvin <s@muelcolvin.com>

5

0

2,817

6

3

12

def calculate_env(self): env = dict(os.environ) # Make sure we're using a local executor flavour if conf.get("core", "executor") not in [ executor_constants.LOCAL_EXECUTOR, executor_constants.SEQUENTIAL_EXECUTOR, ]: if "sqlite" in conf.get("da...

airflow/cli/commands/standalone_command.py

153

airflow

{ "docstring": "\n Works out the environment variables needed to run subprocesses.\n We override some settings as part of being standalone.\n ", "language": "en", "n_whitespaces": 40, "n_words": 18, "vocab_size": 18 }

47

Python

36

d8889da29ccfcbecd2c89b9e8e278c480767d678

standalone_command.py

47,323

13

84

calculate_env

https://github.com/apache/airflow.git

Move the database configuration to a new section (#22284) Co-authored-by: gitstart-airflow <gitstart@users.noreply.github.com> Co-authored-by: GitStart <1501599+gitstart@users.noreply.github.com> Co-authored-by: Egbosi Kelechi <egbosikelechi@gmail.com>

193

0

9,065

13

4

76

def interpret(*args): df = pd.DataFrame([args], columns=X_train.columns) df = df.astype({col: "category" for col in categorical_columns}) shap_values = explainer.shap_values(xgb.DMatrix(df, enable_categorical=True)) scores_desc = list(zip(shap_values[0], X_train.columns)) scores_desc = sorted(scores...

demo/xgboost-income-prediction-with-explainability/run.py

1,103

gradio

{ "docstring": "\n **Income Classification with XGBoost 💰**: This demo uses an XGBoost classifier predicts income based on demographic factors, along with Shapley value-based *explanations*. The [source code for this Gradio demo is here](https://huggingface.co/spaces/gradio/xgboost-income-prediction-with-explain...

239

Python

149

597337dcb8762cca6e718b59a4ab6f5e333645fd

run.py

180,915

13

138

interpret

https://github.com/gradio-app/gradio.git

Adding a Playground Tab to the Website (#1860) * added playground with 12 demos * change name to recipes, restyle navbar * add explanatory text to page * fix demo mapping * categorize demos, clean up design * styling * cateogry naming and emojis * refactor and add text demos * add view code but...

1,686

0

43,252

16

1

4

def regex_lookup(self, lookup_type): raise NotImplementedError( "subclasses of BaseDatabaseOperations may require a regex_lookup() method" )

django/db/backends/base/operations.py

25

django

{ "docstring": "\n Return the string to use in a query when performing regular expression\n lookups (using \"regex\" or \"iregex\"). It should contain a '%s'\n placeholder for the column being searched against.\n\n If the feature is not supported (or part of it is not supported), raise\n ...

14

Python

14

9c19aff7c7561e3a82978a272ecdaad40dda5c00

operations.py

204,878

4

13

regex_lookup

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

46

0

50,951

8

2

8

def execute(): frappe.reload_doc("accounts", "doctype", "gl_entry") for doctype in ["Sales Invoice", "Purchase Invoice", "Journal Entry"]: frappe.reload_doc("accounts", "doctype", frappe.scrub(doctype)) frappe.db.sql( .format( # nosec doctype=doctype ) )

erpnext/patches/v12_0/update_due_date_in_gle.py

101

erpnext

{ "docstring": " UPDATE `tabGL Entry`, `tab{doctype}`\n SET\n `tabGL Entry`.due_date = `tab{doctype}`.due_date\n WHERE\n `tabGL Entry`.voucher_no = `tab{doctype}`.name and `tabGL Entry`.party is not null\n and `tabGL Entry`.voucher_type in ('Sales Inv...

24

Python

20

494bd9ef78313436f0424b918f200dab8fc7c20b

update_due_date_in_gle.py

66,693

15

55

execute

https://github.com/frappe/erpnext.git

style: format code with black

16

0

14,296

12

1

2

async def async_tear_down(self) -> None:

homeassistant/components/mqtt/mixins.py

17

core

{ "docstring": "Handle the cleanup of platform specific parts, extend to the platform.", "language": "en", "n_whitespaces": 10, "n_words": 11, "vocab_size": 10 }

5

Python

5

3b2aae5045f9f08dc8f174c5d975852588e1a132

mixins.py

296,364

2

8

async_tear_down

https://github.com/home-assistant/core.git

Refactor MQTT discovery (#67966) * Proof of concept * remove notify platform * remove loose test * Add rework from #67912 (#1) * Move notify serviceupdater to Mixins * Move tag discovery handler to Mixins * fix tests * Add typing for async_load_platform_helper * Add add entry unload support for...

12

0

95,348

6

7

13

def unpolarify(eq, subs=None, exponents_only=False): if isinstance(eq, bool): return eq eq = sympify(eq) if subs is not None: return unpolarify(eq.subs(subs)) changed = True pause = False if exponents_only: pause = True while changed: changed = False ...

sympy/functions/elementary/complexes.py

184

sympy

{ "docstring": "\n If `p` denotes the projection from the Riemann surface of the logarithm to\n the complex line, return a simplified version `eq'` of `eq` such that\n `p(eq') = p(eq)`.\n Also apply the substitution subs in the end. (This is a convenience, since\n ``unpolarify``, in a certain sense, un...

75

Python

46

cda8dfe6f45dc5ed394c2f5cda706cd6c729f713

complexes.py

195,857

19

116

unpolarify

https://github.com/sympy/sympy.git

Improved documentation formatting

190

0

47,444

11

1

4

def get_url_name(self, view_name): return self.name + ":" + view_name

wagtail/admin/viewsets/base.py

29

wagtail

{ "docstring": "\n Returns the namespaced URL name for the given view.\n ", "language": "en", "n_whitespaces": 24, "n_words": 9, "vocab_size": 8 }

9

Python

8

b4d3cf1c30b5fbe7eed09fab90c845f0cd0f678c

base.py

77,721

2

16

get_url_name

https://github.com/wagtail/wagtail.git

Docs for base ViewSet class

23

0

16,698

8

4

10

def text(self, data): data = data middle = data.lstrip(spaceCharacters) left = data[:len(data) - len(middle)] if left: yield {"type": "SpaceCharacters", "data": left} data = middle middle = data.rstrip(spaceCharacters) right = data[len(middle)...

.venv/lib/python3.8/site-packages/pip/_vendor/html5lib/treewalkers/base.py

169

transferlearning

{ "docstring": "Generates SpaceCharacters and Characters tokens\n\n Depending on what's in the data, this generates one or more\n ``SpaceCharacters`` and ``Characters`` tokens.\n\n For example:\n\n >>> from html5lib.treewalkers.base import TreeWalker\n >>> # Give it an empty...

44

Python

26

f638f5d0e6c8ebed0e69a6584bc7f003ec646580

base.py

62,629

13

94

text

https://github.com/jindongwang/transferlearning.git

upd; format

147

0

13,021

11

5

13

def adapt_datetimefield_value(self, value): if value is None: return None # Expression values are adapted by the database. if hasattr(value, "resolve_expression"): return value # cx_Oracle doesn't support tz-aware datetimes if timezone.is_aware...

django/db/backends/oracle/operations.py

112

django

{ "docstring": "\n Transform a datetime value to an object compatible with what is expected\n by the backend driver for datetime columns.\n\n If naive datetime is passed assumes that is in UTC. Normally Django\n models.DateTimeField makes sure that if USE_TZ is True passed datetime\n ...

53

Python

42

9c19aff7c7561e3a82978a272ecdaad40dda5c00

operations.py

205,092

13

66

adapt_datetimefield_value

https://github.com/django/django.git

Refs #33476 -- Reformatted code with Black.

210

0

51,013

14