repo stringlengths 7 55 | path stringlengths 4 223 | url stringlengths 87 315 | code stringlengths 75 104k | code_tokens list | docstring stringlengths 1 46.9k | docstring_tokens list | language stringclasses 1
value | partition stringclasses 3
values | avg_line_len float64 7.91 980 |
|---|---|---|---|---|---|---|---|---|---|
nccgroup/Scout2 | AWSScout2/configs/regions.py | https://github.com/nccgroup/Scout2/blob/5d86d46d7ed91a92000496189e9cfa6b98243937/AWSScout2/configs/regions.py#L91-L136 | def fetch_all(self, credentials, regions = [], partition_name = 'aws', targets = None):
"""
Fetch all the configuration supported by Scout2 for a given service
:param credentials: F
:param service: Name of the service
:param regions: N... | [
"def",
"fetch_all",
"(",
"self",
",",
"credentials",
",",
"regions",
"=",
"[",
"]",
",",
"partition_name",
"=",
"'aws'",
",",
"targets",
"=",
"None",
")",
":",
"# Initialize targets",
"# Tweak params",
"realtargets",
"=",
"(",
")",
"if",
"not",
"targets",
... | Fetch all the configuration supported by Scout2 for a given service
:param credentials: F
:param service: Name of the service
:param regions: Name of regions to fetch data from
:param partition_name: AWS partition to connect to
... | [
"Fetch",
"all",
"the",
"configuration",
"supported",
"by",
"Scout2",
"for",
"a",
"given",
"service"
] | python | train | 51.326087 |
Qiskit/qiskit-terra | qiskit/quantum_info/operators/channel/chi.py | https://github.com/Qiskit/qiskit-terra/blob/d4f58d903bc96341b816f7c35df936d6421267d1/qiskit/quantum_info/operators/channel/chi.py#L256-L270 | def multiply(self, other):
"""Return the QuantumChannel self + other.
Args:
other (complex): a complex number.
Returns:
Chi: the scalar multiplication other * self as a Chi object.
Raises:
QiskitError: if other is not a valid scalar.
"""
... | [
"def",
"multiply",
"(",
"self",
",",
"other",
")",
":",
"if",
"not",
"isinstance",
"(",
"other",
",",
"Number",
")",
":",
"raise",
"QiskitError",
"(",
"\"other is not a number\"",
")",
"return",
"Chi",
"(",
"other",
"*",
"self",
".",
"_data",
",",
"self"... | Return the QuantumChannel self + other.
Args:
other (complex): a complex number.
Returns:
Chi: the scalar multiplication other * self as a Chi object.
Raises:
QiskitError: if other is not a valid scalar. | [
"Return",
"the",
"QuantumChannel",
"self",
"+",
"other",
"."
] | python | test | 31.666667 |
mikicz/arca | arca/backend/vagrant.py | https://github.com/mikicz/arca/blob/e67fdc00be473ecf8ec16d024e1a3f2c47ca882c/arca/backend/vagrant.py#L226-L292 | def run(self, repo: str, branch: str, task: Task, git_repo: Repo, repo_path: Path):
""" Starts up a VM, builds an docker image and gets it to the VM, runs the script over SSH, returns result.
Stops the VM if ``keep_vm_running`` is not set.
"""
from fabric import api
from fabr... | [
"def",
"run",
"(",
"self",
",",
"repo",
":",
"str",
",",
"branch",
":",
"str",
",",
"task",
":",
"Task",
",",
"git_repo",
":",
"Repo",
",",
"repo_path",
":",
"Path",
")",
":",
"from",
"fabric",
"import",
"api",
"from",
"fabric",
".",
"exceptions",
... | Starts up a VM, builds an docker image and gets it to the VM, runs the script over SSH, returns result.
Stops the VM if ``keep_vm_running`` is not set. | [
"Starts",
"up",
"a",
"VM",
"builds",
"an",
"docker",
"image",
"and",
"gets",
"it",
"to",
"the",
"VM",
"runs",
"the",
"script",
"over",
"SSH",
"returns",
"result",
".",
"Stops",
"the",
"VM",
"if",
"keep_vm_running",
"is",
"not",
"set",
"."
] | python | train | 44.208955 |
tnkteja/myhelp | virtualEnvironment/lib/python2.7/site-packages/coverage/files.py | https://github.com/tnkteja/myhelp/blob/fb3a4809d448ad14d5b2e6ddf2e7e89ad52b71cb/virtualEnvironment/lib/python2.7/site-packages/coverage/files.py#L288-L309 | def find_python_files(dirname):
"""Yield all of the importable Python files in `dirname`, recursively.
To be importable, the files have to be in a directory with a __init__.py,
except for `dirname` itself, which isn't required to have one. The
assumption is that `dirname` was specified directly, so th... | [
"def",
"find_python_files",
"(",
"dirname",
")",
":",
"for",
"i",
",",
"(",
"dirpath",
",",
"dirnames",
",",
"filenames",
")",
"in",
"enumerate",
"(",
"os",
".",
"walk",
"(",
"dirname",
")",
")",
":",
"if",
"i",
">",
"0",
"and",
"'__init__.py'",
"not... | Yield all of the importable Python files in `dirname`, recursively.
To be importable, the files have to be in a directory with a __init__.py,
except for `dirname` itself, which isn't required to have one. The
assumption is that `dirname` was specified directly, so the user knows
best, but subdirectori... | [
"Yield",
"all",
"of",
"the",
"importable",
"Python",
"files",
"in",
"dirname",
"recursively",
"."
] | python | test | 50.227273 |
ratcave/ratcave | ratcave/shader.py | https://github.com/ratcave/ratcave/blob/e3862cdaba100ac2c6c78c08c4b09638e0c88fd4/ratcave/shader.py#L197-L218 | def bind(self):
"""Activate this Shader, making it the currently-bound program.
Any Mesh.draw() calls after bind() will have their data processed by this Shader. To unbind, call Shader.unbind().
Example::
shader.bind()
mesh.draw()
shader.unbind()
.. ... | [
"def",
"bind",
"(",
"self",
")",
":",
"if",
"not",
"self",
".",
"is_linked",
":",
"if",
"not",
"self",
".",
"is_compiled",
":",
"self",
".",
"compile",
"(",
")",
"self",
".",
"link",
"(",
")",
"super",
"(",
"self",
".",
"__class__",
",",
"self",
... | Activate this Shader, making it the currently-bound program.
Any Mesh.draw() calls after bind() will have their data processed by this Shader. To unbind, call Shader.unbind().
Example::
shader.bind()
mesh.draw()
shader.unbind()
.. note:: Shader.bind() and Sh... | [
"Activate",
"this",
"Shader",
"making",
"it",
"the",
"currently",
"-",
"bound",
"program",
"."
] | python | train | 31.045455 |
googleapis/google-cloud-python | firestore/google/cloud/firestore_v1beta1/client.py | https://github.com/googleapis/google-cloud-python/blob/85e80125a59cb10f8cb105f25ecc099e4b940b50/firestore/google/cloud/firestore_v1beta1/client.py#L342-L354 | def collections(self):
"""List top-level collections of the client's database.
Returns:
Sequence[~.firestore_v1beta1.collection.CollectionReference]:
iterator of subcollections of the current document.
"""
iterator = self._firestore_api.list_collection_ids(
... | [
"def",
"collections",
"(",
"self",
")",
":",
"iterator",
"=",
"self",
".",
"_firestore_api",
".",
"list_collection_ids",
"(",
"self",
".",
"_database_string",
",",
"metadata",
"=",
"self",
".",
"_rpc_metadata",
")",
"iterator",
".",
"client",
"=",
"self",
"i... | List top-level collections of the client's database.
Returns:
Sequence[~.firestore_v1beta1.collection.CollectionReference]:
iterator of subcollections of the current document. | [
"List",
"top",
"-",
"level",
"collections",
"of",
"the",
"client",
"s",
"database",
"."
] | python | train | 37.769231 |
heitzmann/gdspy | gdspy/__init__.py | https://github.com/heitzmann/gdspy/blob/2c8d1313248c544e2066d19095b7ad7158c79bc9/gdspy/__init__.py#L2397-L2432 | def get_bounding_box(self):
"""
Returns the bounding box for this cell.
Returns
-------
out : Numpy array[2,2] or ``None``
Bounding box of this cell [[x_min, y_min], [x_max, y_max]],
or ``None`` if the cell is empty.
"""
if len(self.elemen... | [
"def",
"get_bounding_box",
"(",
"self",
")",
":",
"if",
"len",
"(",
"self",
".",
"elements",
")",
"==",
"0",
":",
"return",
"None",
"if",
"not",
"(",
"self",
".",
"_bb_valid",
"and",
"all",
"(",
"ref",
".",
"_bb_valid",
"for",
"ref",
"in",
"self",
... | Returns the bounding box for this cell.
Returns
-------
out : Numpy array[2,2] or ``None``
Bounding box of this cell [[x_min, y_min], [x_max, y_max]],
or ``None`` if the cell is empty. | [
"Returns",
"the",
"bounding",
"box",
"for",
"this",
"cell",
"."
] | python | train | 45.444444 |
BerkeleyAutomation/autolab_core | autolab_core/rigid_transformations.py | https://github.com/BerkeleyAutomation/autolab_core/blob/8f3813f6401972868cc5e3981ba1b4382d4418d5/autolab_core/rigid_transformations.py#L863-L880 | def y_axis_rotation(theta):
"""Generates a 3x3 rotation matrix for a rotation of angle
theta about the y axis.
Parameters
----------
theta : float
amount to rotate, in radians
Returns
-------
:obj:`numpy.ndarray` of float
A random... | [
"def",
"y_axis_rotation",
"(",
"theta",
")",
":",
"R",
"=",
"np",
".",
"array",
"(",
"[",
"[",
"np",
".",
"cos",
"(",
"theta",
")",
",",
"0",
",",
"np",
".",
"sin",
"(",
"theta",
")",
"]",
",",
"[",
"0",
",",
"1",
",",
"0",
"]",
",",
"[",... | Generates a 3x3 rotation matrix for a rotation of angle
theta about the y axis.
Parameters
----------
theta : float
amount to rotate, in radians
Returns
-------
:obj:`numpy.ndarray` of float
A random 3x3 rotation matrix. | [
"Generates",
"a",
"3x3",
"rotation",
"matrix",
"for",
"a",
"rotation",
"of",
"angle",
"theta",
"about",
"the",
"y",
"axis",
"."
] | python | train | 27.888889 |
objectrocket/python-client | objectrocket/acls.py | https://github.com/objectrocket/python-client/blob/a65868c7511ff49a5fbe304e53bf592b7fc6d5ef/objectrocket/acls.py#L78-L90 | def get(self, instance, acl):
"""Get an ACL by ID belonging to the instance specified by name.
:param str instance: The name of the instance from which to fetch the ACL.
:param str acl: The ID of the ACL to fetch.
:returns: An :py:class:`Acl` object, or None if ACL does not exist.
... | [
"def",
"get",
"(",
"self",
",",
"instance",
",",
"acl",
")",
":",
"base_url",
"=",
"self",
".",
"_url",
".",
"format",
"(",
"instance",
"=",
"instance",
")",
"url",
"=",
"'{base}{aclid}/'",
".",
"format",
"(",
"base",
"=",
"base_url",
",",
"aclid",
"... | Get an ACL by ID belonging to the instance specified by name.
:param str instance: The name of the instance from which to fetch the ACL.
:param str acl: The ID of the ACL to fetch.
:returns: An :py:class:`Acl` object, or None if ACL does not exist.
:rtype: :py:class:`Acl` | [
"Get",
"an",
"ACL",
"by",
"ID",
"belonging",
"to",
"the",
"instance",
"specified",
"by",
"name",
"."
] | python | train | 47.923077 |
dusktreader/flask-praetorian | flask_praetorian/base.py | https://github.com/dusktreader/flask-praetorian/blob/d530cf3ffeffd61bfff1b8c79e8b45e9bfa0db0c/flask_praetorian/base.py#L303-L318 | def encode_eternal_jwt_token(self, user, **custom_claims):
"""
This utility function encodes a jwt token that never expires
.. note:: This should be used sparingly since the token could become
a security concern if it is ever lost. If you use this
method, you... | [
"def",
"encode_eternal_jwt_token",
"(",
"self",
",",
"user",
",",
"*",
"*",
"custom_claims",
")",
":",
"return",
"self",
".",
"encode_jwt_token",
"(",
"user",
",",
"override_access_lifespan",
"=",
"VITAM_AETERNUM",
",",
"override_refresh_lifespan",
"=",
"VITAM_AETER... | This utility function encodes a jwt token that never expires
.. note:: This should be used sparingly since the token could become
a security concern if it is ever lost. If you use this
method, you should be sure that your application also
implements a black... | [
"This",
"utility",
"function",
"encodes",
"a",
"jwt",
"token",
"that",
"never",
"expires"
] | python | train | 43.9375 |
googleads/googleads-python-lib | examples/adwords/v201809/migration/migrate_to_extension_settings.py | https://github.com/googleads/googleads-python-lib/blob/aa3b1b474b0f9789ca55ca46f4b2b57aeae38874/examples/adwords/v201809/migration/migrate_to_extension_settings.py#L324-L350 | def GetFeedItemIdsForCampaign(campaign_feed):
"""Gets the Feed Item Ids used by a campaign through a given Campaign Feed.
Args:
campaign_feed: the Campaign Feed we are retrieving Feed Item Ids from.
Returns:
A list of Feed Item IDs.
"""
feed_item_ids = set()
try:
lhs_operand = campaign_feed['... | [
"def",
"GetFeedItemIdsForCampaign",
"(",
"campaign_feed",
")",
":",
"feed_item_ids",
"=",
"set",
"(",
")",
"try",
":",
"lhs_operand",
"=",
"campaign_feed",
"[",
"'matchingFunction'",
"]",
"[",
"'lhsOperand'",
"]",
"except",
"KeyError",
":",
"lhs_operand",
"=",
"... | Gets the Feed Item Ids used by a campaign through a given Campaign Feed.
Args:
campaign_feed: the Campaign Feed we are retrieving Feed Item Ids from.
Returns:
A list of Feed Item IDs. | [
"Gets",
"the",
"Feed",
"Item",
"Ids",
"used",
"by",
"a",
"campaign",
"through",
"a",
"given",
"Campaign",
"Feed",
"."
] | python | train | 31.555556 |
PaulHancock/Aegean | AegeanTools/MIMAS.py | https://github.com/PaulHancock/Aegean/blob/185d2b4a51b48441a1df747efc9a5271c79399fd/AegeanTools/MIMAS.py#L77-L92 | def galactic2fk5(l, b):
"""
Convert galactic l/b to fk5 ra/dec
Parameters
----------
l, b : float
Galactic coordinates in radians.
Returns
-------
ra, dec : float
FK5 ecliptic coordinates in radians.
"""
a = SkyCoord(l, b, unit=(u.radian, u.radian), frame='galac... | [
"def",
"galactic2fk5",
"(",
"l",
",",
"b",
")",
":",
"a",
"=",
"SkyCoord",
"(",
"l",
",",
"b",
",",
"unit",
"=",
"(",
"u",
".",
"radian",
",",
"u",
".",
"radian",
")",
",",
"frame",
"=",
"'galactic'",
")",
"return",
"a",
".",
"fk5",
".",
"ra"... | Convert galactic l/b to fk5 ra/dec
Parameters
----------
l, b : float
Galactic coordinates in radians.
Returns
-------
ra, dec : float
FK5 ecliptic coordinates in radians. | [
"Convert",
"galactic",
"l",
"/",
"b",
"to",
"fk5",
"ra",
"/",
"dec"
] | python | train | 22.1875 |
inveniosoftware/invenio-communities | invenio_communities/models.py | https://github.com/inveniosoftware/invenio-communities/blob/5c4de6783724d276ae1b6dd13a399a9e22fadc7a/invenio_communities/models.py#L114-L152 | def create(cls, community, record, user=None, expires_at=None,
notify=True):
"""Create a record inclusion request to a community.
:param community: Community object.
:param record: Record API object.
:param expires_at: Time after which the request expires and shouldn't
... | [
"def",
"create",
"(",
"cls",
",",
"community",
",",
"record",
",",
"user",
"=",
"None",
",",
"expires_at",
"=",
"None",
",",
"notify",
"=",
"True",
")",
":",
"if",
"expires_at",
"and",
"expires_at",
"<",
"datetime",
".",
"utcnow",
"(",
")",
":",
"rai... | Create a record inclusion request to a community.
:param community: Community object.
:param record: Record API object.
:param expires_at: Time after which the request expires and shouldn't
be resolved anymore. | [
"Create",
"a",
"record",
"inclusion",
"request",
"to",
"a",
"community",
"."
] | python | train | 33.384615 |
Dispersive-Hydrodynamics-Lab/PACE | PACE/PACE.py | https://github.com/Dispersive-Hydrodynamics-Lab/PACE/blob/4ce27d5fc9b02cc2ce55f6fea7fc8d6015317e1f/PACE/PACE.py#L310-L326 | def plot_file(self, name: str=None, time: int=None) -> None:
"""
Plot specific time for provided datafile.
If no time provided, will plot middle.
:param: savefile name
:param: time/data column
"""
if not time:
time = int(len(self.times) / 2)
i... | [
"def",
"plot_file",
"(",
"self",
",",
"name",
":",
"str",
"=",
"None",
",",
"time",
":",
"int",
"=",
"None",
")",
"->",
"None",
":",
"if",
"not",
"time",
":",
"time",
"=",
"int",
"(",
"len",
"(",
"self",
".",
"times",
")",
"/",
"2",
")",
"if"... | Plot specific time for provided datafile.
If no time provided, will plot middle.
:param: savefile name
:param: time/data column | [
"Plot",
"specific",
"time",
"for",
"provided",
"datafile",
".",
"If",
"no",
"time",
"provided",
"will",
"plot",
"middle",
"."
] | python | train | 33.941176 |
Erotemic/utool | utool/util_dict.py | https://github.com/Erotemic/utool/blob/3b27e1f4e6e6fb23cd8744af7b7195b57d99e03a/utool/util_dict.py#L1317-L1350 | def merge_dicts(*args):
r"""
add / concatenate / union / join / merge / combine dictionaries
Copies the first dictionary given and then repeatedly calls update using
the rest of the dicts given in args. Duplicate keys will receive the last
value specified the list of dictionaries.
Returns:
... | [
"def",
"merge_dicts",
"(",
"*",
"args",
")",
":",
"iter_",
"=",
"iter",
"(",
"args",
")",
"mergedict_",
"=",
"six",
".",
"next",
"(",
"iter_",
")",
".",
"copy",
"(",
")",
"for",
"dict_",
"in",
"iter_",
":",
"mergedict_",
".",
"update",
"(",
"dict_"... | r"""
add / concatenate / union / join / merge / combine dictionaries
Copies the first dictionary given and then repeatedly calls update using
the rest of the dicts given in args. Duplicate keys will receive the last
value specified the list of dictionaries.
Returns:
dict: mergedict_
C... | [
"r",
"add",
"/",
"concatenate",
"/",
"union",
"/",
"join",
"/",
"merge",
"/",
"combine",
"dictionaries"
] | python | train | 30.088235 |
fabaff/python-mystrom | pymystrom/bulb.py | https://github.com/fabaff/python-mystrom/blob/86410f8952104651ef76ad37c84c29740c50551e/pymystrom/bulb.py#L139-L149 | def set_color_hsv(self, hue, saturation, value):
"""Turn the bulb on with the given values as HSV."""
try:
data = "action=on&color={};{};{}".format(hue, saturation, value)
request = requests.post(
'{}/{}/{}'.format(self.resource, URI, self._mac),
d... | [
"def",
"set_color_hsv",
"(",
"self",
",",
"hue",
",",
"saturation",
",",
"value",
")",
":",
"try",
":",
"data",
"=",
"\"action=on&color={};{};{}\"",
".",
"format",
"(",
"hue",
",",
"saturation",
",",
"value",
")",
"request",
"=",
"requests",
".",
"post",
... | Turn the bulb on with the given values as HSV. | [
"Turn",
"the",
"bulb",
"on",
"with",
"the",
"given",
"values",
"as",
"HSV",
"."
] | python | train | 48.090909 |
apache/incubator-mxnet | python/mxnet/image/detection.py | https://github.com/apache/incubator-mxnet/blob/1af29e9c060a4c7d60eeaacba32afdb9a7775ba7/python/mxnet/image/detection.py#L235-L250 | def _check_satisfy_constraints(self, label, xmin, ymin, xmax, ymax, width, height):
"""Check if constrains are satisfied"""
if (xmax - xmin) * (ymax - ymin) < 2:
return False # only 1 pixel
x1 = float(xmin) / width
y1 = float(ymin) / height
x2 = float(xmax) / width
... | [
"def",
"_check_satisfy_constraints",
"(",
"self",
",",
"label",
",",
"xmin",
",",
"ymin",
",",
"xmax",
",",
"ymax",
",",
"width",
",",
"height",
")",
":",
"if",
"(",
"xmax",
"-",
"xmin",
")",
"*",
"(",
"ymax",
"-",
"ymin",
")",
"<",
"2",
":",
"re... | Check if constrains are satisfied | [
"Check",
"if",
"constrains",
"are",
"satisfied"
] | python | train | 51.9375 |
guaix-ucm/pyemir | emirdrp/processing/wavecal/rectwv_coeff_add_longslit_model.py | https://github.com/guaix-ucm/pyemir/blob/fef6bbabcb13f80123cafd1800a0f508a3c21702/emirdrp/processing/wavecal/rectwv_coeff_add_longslit_model.py#L44-L266 | def rectwv_coeff_add_longslit_model(rectwv_coeff, geometry, debugplot=0):
"""Compute longslit_model coefficients for RectWaveCoeff object.
Parameters
----------
rectwv_coeff : RectWaveCoeff instance
Rectification and wavelength calibration coefficients for a
particular CSU configuration... | [
"def",
"rectwv_coeff_add_longslit_model",
"(",
"rectwv_coeff",
",",
"geometry",
",",
"debugplot",
"=",
"0",
")",
":",
"logger",
"=",
"logging",
".",
"getLogger",
"(",
"__name__",
")",
"# check grism and filter",
"grism_name",
"=",
"rectwv_coeff",
".",
"tags",
"[",... | Compute longslit_model coefficients for RectWaveCoeff object.
Parameters
----------
rectwv_coeff : RectWaveCoeff instance
Rectification and wavelength calibration coefficients for a
particular CSU configuration corresponding to a longslit
observation.
geometry : TBD
debugplo... | [
"Compute",
"longslit_model",
"coefficients",
"for",
"RectWaveCoeff",
"object",
"."
] | python | train | 36.520179 |
zhanglab/psamm | psamm/datasource/sbml.py | https://github.com/zhanglab/psamm/blob/dc427848c4f9d109ca590f0afa024c63b685b3f4/psamm/datasource/sbml.py#L891-L914 | def _make_safe_id(self, id):
"""Returns a modified id that has been made safe for SBML.
Replaces or deletes the ones that aren't allowed.
"""
substitutions = {
'-': '_DASH_',
'/': '_FSLASH_',
'\\': '_BSLASH_',
'(': '_LPAREN_',
... | [
"def",
"_make_safe_id",
"(",
"self",
",",
"id",
")",
":",
"substitutions",
"=",
"{",
"'-'",
":",
"'_DASH_'",
",",
"'/'",
":",
"'_FSLASH_'",
",",
"'\\\\'",
":",
"'_BSLASH_'",
",",
"'('",
":",
"'_LPAREN_'",
",",
"')'",
":",
"'_RPAREN_'",
",",
"'['",
":",... | Returns a modified id that has been made safe for SBML.
Replaces or deletes the ones that aren't allowed. | [
"Returns",
"a",
"modified",
"id",
"that",
"has",
"been",
"made",
"safe",
"for",
"SBML",
"."
] | python | train | 28.291667 |
iotile/coretools | iotilesensorgraph/iotile/sg/parser/scopes/gated_clock_scope.py | https://github.com/iotile/coretools/blob/2d794f5f1346b841b0dcd16c9d284e9bf2f3c6ec/iotilesensorgraph/iotile/sg/parser/scopes/gated_clock_scope.py#L48-L86 | def clock(self, interval, basis):
"""Return a NodeInput tuple for triggering an event every interval.
We request each distinct type of clock at most once and combine it with our
latch stream each time it is requested.
Args:
interval (int): The interval (in seconds) at which... | [
"def",
"clock",
"(",
"self",
",",
"interval",
",",
"basis",
")",
":",
"cache_name",
"=",
"self",
".",
"_classify_clock",
"(",
"interval",
",",
"basis",
")",
"cache_data",
"=",
"self",
".",
"clock_cache",
".",
"get",
"(",
"cache_name",
")",
"if",
"cache_d... | Return a NodeInput tuple for triggering an event every interval.
We request each distinct type of clock at most once and combine it with our
latch stream each time it is requested.
Args:
interval (int): The interval (in seconds) at which this input should
trigger. | [
"Return",
"a",
"NodeInput",
"tuple",
"for",
"triggering",
"an",
"event",
"every",
"interval",
"."
] | python | train | 43.153846 |
NoneGG/aredis | aredis/scripting.py | https://github.com/NoneGG/aredis/blob/204caad740ac13e5760d46444a2ba7632982a046/aredis/scripting.py#L15-L31 | async def execute(self, keys=[], args=[], client=None):
"Execute the script, passing any required ``args``"
if client is None:
client = self.registered_client
args = tuple(keys) + tuple(args)
# make sure the Redis server knows about the script
if isinstance(client, Ba... | [
"async",
"def",
"execute",
"(",
"self",
",",
"keys",
"=",
"[",
"]",
",",
"args",
"=",
"[",
"]",
",",
"client",
"=",
"None",
")",
":",
"if",
"client",
"is",
"None",
":",
"client",
"=",
"self",
".",
"registered_client",
"args",
"=",
"tuple",
"(",
"... | Execute the script, passing any required ``args`` | [
"Execute",
"the",
"script",
"passing",
"any",
"required",
"args"
] | python | train | 49.823529 |
SheffieldML/GPy | GPy/kern/src/stationary.py | https://github.com/SheffieldML/GPy/blob/54c32d79d289d622fb18b898aee65a2a431d90cf/GPy/kern/src/stationary.py#L118-L123 | def dK_dr_via_X(self, X, X2):
"""
compute the derivative of K wrt X going through X
"""
#a convenience function, so we can cache dK_dr
return self.dK_dr(self._scaled_dist(X, X2)) | [
"def",
"dK_dr_via_X",
"(",
"self",
",",
"X",
",",
"X2",
")",
":",
"#a convenience function, so we can cache dK_dr",
"return",
"self",
".",
"dK_dr",
"(",
"self",
".",
"_scaled_dist",
"(",
"X",
",",
"X2",
")",
")"
] | compute the derivative of K wrt X going through X | [
"compute",
"the",
"derivative",
"of",
"K",
"wrt",
"X",
"going",
"through",
"X"
] | python | train | 35.5 |
jthacker/terseparse | terseparse/utils.py | https://github.com/jthacker/terseparse/blob/236a31faf819f3ae9019a545613b8e7a6808f7b2/terseparse/utils.py#L20-L32 | def rep(obj, *attrs, **kwargs):
"""Create a repr of a property based class quickly
Args:
obj -- instance of class
*attrs -- list of attrs to add to the representation
**kwargs -- Extra arguments to add that are not captured as attributes
Returns: A string representing the cla... | [
"def",
"rep",
"(",
"obj",
",",
"*",
"attrs",
",",
"*",
"*",
"kwargs",
")",
":",
"s",
"=",
"obj",
".",
"__class__",
".",
"__name__",
"args",
"=",
"chain",
"(",
"(",
"(",
"attr",
",",
"getattr",
"(",
"obj",
",",
"attr",
")",
")",
"for",
"attr",
... | Create a repr of a property based class quickly
Args:
obj -- instance of class
*attrs -- list of attrs to add to the representation
**kwargs -- Extra arguments to add that are not captured as attributes
Returns: A string representing the class | [
"Create",
"a",
"repr",
"of",
"a",
"property",
"based",
"class",
"quickly",
"Args",
":",
"obj",
"--",
"instance",
"of",
"class",
"*",
"attrs",
"--",
"list",
"of",
"attrs",
"to",
"add",
"to",
"the",
"representation",
"**",
"kwargs",
"--",
"Extra",
"argumen... | python | train | 39.307692 |
PMBio/limix-backup | limix/deprecated/utils/plot.py | https://github.com/PMBio/limix-backup/blob/1e201fdb5c694d0d5506f207f3de65d8ef66146c/limix/deprecated/utils/plot.py#L180-L225 | def plot_normal(x=None, mean_x=None,std_x=None,color='red',linewidth=2,alpha=1,bins=20,xlim=False,plot_mean=True,plot_std=False,plot_2std=True,figure=None,annotate=True,histogram=True):
"""
plot a fit of a normal distribution to the data in x.
"""
import pylab
if figure is None:
figure=pylab... | [
"def",
"plot_normal",
"(",
"x",
"=",
"None",
",",
"mean_x",
"=",
"None",
",",
"std_x",
"=",
"None",
",",
"color",
"=",
"'red'",
",",
"linewidth",
"=",
"2",
",",
"alpha",
"=",
"1",
",",
"bins",
"=",
"20",
",",
"xlim",
"=",
"False",
",",
"plot_mean... | plot a fit of a normal distribution to the data in x. | [
"plot",
"a",
"fit",
"of",
"a",
"normal",
"distribution",
"to",
"the",
"data",
"in",
"x",
"."
] | python | train | 55.391304 |
boriel/zxbasic | zxbparser.py | https://github.com/boriel/zxbasic/blob/23b28db10e41117805bdb3c0f78543590853b132/zxbparser.py#L1618-L1629 | def p_restore(p):
""" statement : RESTORE
| RESTORE ID
| RESTORE NUMBER
"""
if len(p) == 2:
id_ = '__DATA__{0}'.format(len(gl.DATAS))
else:
id_ = p[2]
lbl = check_and_make_label(id_, p.lineno(1))
p[0] = make_sentence('RESTORE', lbl) | [
"def",
"p_restore",
"(",
"p",
")",
":",
"if",
"len",
"(",
"p",
")",
"==",
"2",
":",
"id_",
"=",
"'__DATA__{0}'",
".",
"format",
"(",
"len",
"(",
"gl",
".",
"DATAS",
")",
")",
"else",
":",
"id_",
"=",
"p",
"[",
"2",
"]",
"lbl",
"=",
"check_and... | statement : RESTORE
| RESTORE ID
| RESTORE NUMBER | [
"statement",
":",
"RESTORE",
"|",
"RESTORE",
"ID",
"|",
"RESTORE",
"NUMBER"
] | python | train | 24.833333 |
JdeRobot/base | src/drivers/MAVLinkServer/MAVProxy/pymavlink/quaternion.py | https://github.com/JdeRobot/base/blob/303b18992785b2fe802212f2d758a60873007f1f/src/drivers/MAVLinkServer/MAVProxy/pymavlink/quaternion.py#L320-L346 | def _q_to_dcm(self, q):
"""
Create DCM from q
:param q: array q which represents a quaternion [w, x, y, z]
:returns: 3x3 dcm array
"""
assert(len(q) == 4)
assert(np.allclose(QuaternionBase.norm_array(q), 1))
dcm = np.zeros([3, 3])
a = q[0]
... | [
"def",
"_q_to_dcm",
"(",
"self",
",",
"q",
")",
":",
"assert",
"(",
"len",
"(",
"q",
")",
"==",
"4",
")",
"assert",
"(",
"np",
".",
"allclose",
"(",
"QuaternionBase",
".",
"norm_array",
"(",
"q",
")",
",",
"1",
")",
")",
"dcm",
"=",
"np",
".",
... | Create DCM from q
:param q: array q which represents a quaternion [w, x, y, z]
:returns: 3x3 dcm array | [
"Create",
"DCM",
"from",
"q",
":",
"param",
"q",
":",
"array",
"q",
"which",
"represents",
"a",
"quaternion",
"[",
"w",
"x",
"y",
"z",
"]",
":",
"returns",
":",
"3x3",
"dcm",
"array"
] | python | train | 30.259259 |
apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/boost_1_68_0/tools/build/src/build/targets.py#L508-L515 | def create_main_target (self, name):
""" Returns a 'MainTarget' class instance corresponding to the 'name'.
"""
assert isinstance(name, basestring)
if not self.built_main_targets_:
self.build_main_targets ()
return self.main_targets_.get (name, None) | [
"def",
"create_main_target",
"(",
"self",
",",
"name",
")",
":",
"assert",
"isinstance",
"(",
"name",
",",
"basestring",
")",
"if",
"not",
"self",
".",
"built_main_targets_",
":",
"self",
".",
"build_main_targets",
"(",
")",
"return",
"self",
".",
"main_targ... | Returns a 'MainTarget' class instance corresponding to the 'name'. | [
"Returns",
"a",
"MainTarget",
"class",
"instance",
"corresponding",
"to",
"the",
"name",
"."
] | python | train | 37 |
TorkamaniLab/metapipe | metapipe/models/command_template.py | https://github.com/TorkamaniLab/metapipe/blob/15592e5b0c217afb00ac03503f8d0d7453d4baf4/metapipe/models/command_template.py#L155-L163 | def _search_for_files(parts):
""" Given a list of parts, return all of the nested file parts. """
file_parts = []
for part in parts:
if isinstance(part, list):
file_parts.extend(_search_for_files(part))
elif isinstance(part, FileToken):
file_parts.append(part)
ret... | [
"def",
"_search_for_files",
"(",
"parts",
")",
":",
"file_parts",
"=",
"[",
"]",
"for",
"part",
"in",
"parts",
":",
"if",
"isinstance",
"(",
"part",
",",
"list",
")",
":",
"file_parts",
".",
"extend",
"(",
"_search_for_files",
"(",
"part",
")",
")",
"e... | Given a list of parts, return all of the nested file parts. | [
"Given",
"a",
"list",
"of",
"parts",
"return",
"all",
"of",
"the",
"nested",
"file",
"parts",
"."
] | python | train | 36.222222 |
marcomusy/vtkplotter | vtkplotter/vtkio.py | https://github.com/marcomusy/vtkplotter/blob/692c3396782722ec525bc1346a26999868c650c6/vtkplotter/vtkio.py#L508-L530 | def loadImageData(filename, spacing=()):
"""Read and return a ``vtkImageData`` object from file."""
if not os.path.isfile(filename):
colors.printc("~noentry File not found:", filename, c=1)
return None
if ".tif" in filename.lower():
reader = vtk.vtkTIFFReader()
elif ".slc" in fi... | [
"def",
"loadImageData",
"(",
"filename",
",",
"spacing",
"=",
"(",
")",
")",
":",
"if",
"not",
"os",
".",
"path",
".",
"isfile",
"(",
"filename",
")",
":",
"colors",
".",
"printc",
"(",
"\"~noentry File not found:\"",
",",
"filename",
",",
"c",
"=",
"1... | Read and return a ``vtkImageData`` object from file. | [
"Read",
"and",
"return",
"a",
"vtkImageData",
"object",
"from",
"file",
"."
] | python | train | 36.521739 |
edublancas/sklearn-evaluation | docs/sphinxext/ipython_sphinxext/ipython_directive.py | https://github.com/edublancas/sklearn-evaluation/blob/79ee6e4dfe911b5a5a9b78a5caaed7c73eef6f39/docs/sphinxext/ipython_sphinxext/ipython_directive.py#L640-L708 | def process_block(self, block):
"""
process block from the block_parser and return a list of processed lines
"""
ret = []
output = None
input_lines = None
lineno = self.IP.execution_count
input_prompt = self.promptin % lineno
output_prompt = self.... | [
"def",
"process_block",
"(",
"self",
",",
"block",
")",
":",
"ret",
"=",
"[",
"]",
"output",
"=",
"None",
"input_lines",
"=",
"None",
"lineno",
"=",
"self",
".",
"IP",
".",
"execution_count",
"input_prompt",
"=",
"self",
".",
"promptin",
"%",
"lineno",
... | process block from the block_parser and return a list of processed lines | [
"process",
"block",
"from",
"the",
"block_parser",
"and",
"return",
"a",
"list",
"of",
"processed",
"lines"
] | python | train | 41 |
hotdoc/hotdoc | hotdoc/extensions/c/clang/cindex.py | https://github.com/hotdoc/hotdoc/blob/1067cdc8482b585b364a38fb52ca5d904e486280/hotdoc/extensions/c/clang/cindex.py#L1727-L1735 | def walk_preorder(self):
"""Depth-first preorder walk over the cursor and its descendants.
Yields cursors.
"""
yield self
for child in self.get_children():
for descendant in child.walk_preorder():
yield descendant | [
"def",
"walk_preorder",
"(",
"self",
")",
":",
"yield",
"self",
"for",
"child",
"in",
"self",
".",
"get_children",
"(",
")",
":",
"for",
"descendant",
"in",
"child",
".",
"walk_preorder",
"(",
")",
":",
"yield",
"descendant"
] | Depth-first preorder walk over the cursor and its descendants.
Yields cursors. | [
"Depth",
"-",
"first",
"preorder",
"walk",
"over",
"the",
"cursor",
"and",
"its",
"descendants",
"."
] | python | train | 30.444444 |
OpenAssets/openassets | openassets/protocol.py | https://github.com/OpenAssets/openassets/blob/e8eb5b80b9703c80980cb275dd85f17d50e39c60/openassets/protocol.py#L54-L78 | def get_output(self, transaction_hash, output_index):
"""
Gets an output and information about its asset ID and asset quantity.
:param bytes transaction_hash: The hash of the transaction containing the output.
:param int output_index: The index of the output.
:return: An object ... | [
"def",
"get_output",
"(",
"self",
",",
"transaction_hash",
",",
"output_index",
")",
":",
"cached_output",
"=",
"yield",
"from",
"self",
".",
"_cache",
".",
"get",
"(",
"transaction_hash",
",",
"output_index",
")",
"if",
"cached_output",
"is",
"not",
"None",
... | Gets an output and information about its asset ID and asset quantity.
:param bytes transaction_hash: The hash of the transaction containing the output.
:param int output_index: The index of the output.
:return: An object containing the output as well as its asset ID and asset quantity.
... | [
"Gets",
"an",
"output",
"and",
"information",
"about",
"its",
"asset",
"ID",
"and",
"asset",
"quantity",
"."
] | python | train | 41.88 |
tcalmant/ipopo | pelix/shell/parser.py | https://github.com/tcalmant/ipopo/blob/2f9ae0c44cd9c34ef1a9d50837b3254e75678eb1/pelix/shell/parser.py#L556-L574 | def __print_command_help(self, session, namespace, cmd_name):
"""
Prints the documentation of the given command
:param session: Session handler
:param namespace: Name space of the command
:param cmd_name: Name of the command
"""
# Extract documentation
ar... | [
"def",
"__print_command_help",
"(",
"self",
",",
"session",
",",
"namespace",
",",
"cmd_name",
")",
":",
"# Extract documentation",
"args",
",",
"doc",
"=",
"self",
".",
"__extract_help",
"(",
"self",
".",
"_commands",
"[",
"namespace",
"]",
"[",
"cmd_name",
... | Prints the documentation of the given command
:param session: Session handler
:param namespace: Name space of the command
:param cmd_name: Name of the command | [
"Prints",
"the",
"documentation",
"of",
"the",
"given",
"command"
] | python | train | 33.947368 |
openai/baselines | baselines/deepq/replay_buffer.py | https://github.com/openai/baselines/blob/3301089b48c42b87b396e246ea3f56fa4bfc9678/baselines/deepq/replay_buffer.py#L100-L105 | def add(self, *args, **kwargs):
"""See ReplayBuffer.store_effect"""
idx = self._next_idx
super().add(*args, **kwargs)
self._it_sum[idx] = self._max_priority ** self._alpha
self._it_min[idx] = self._max_priority ** self._alpha | [
"def",
"add",
"(",
"self",
",",
"*",
"args",
",",
"*",
"*",
"kwargs",
")",
":",
"idx",
"=",
"self",
".",
"_next_idx",
"super",
"(",
")",
".",
"add",
"(",
"*",
"args",
",",
"*",
"*",
"kwargs",
")",
"self",
".",
"_it_sum",
"[",
"idx",
"]",
"=",... | See ReplayBuffer.store_effect | [
"See",
"ReplayBuffer",
".",
"store_effect"
] | python | valid | 43.333333 |
Gandi/gandi.cli | gandi/cli/core/params.py | https://github.com/Gandi/gandi.cli/blob/6ee5b8fc8ec44b0a6c232043ca610606ad8f693d/gandi/cli/core/params.py#L222-L225 | def _get_choices(self, gandi):
""" Internal method to get choices list """
packages = super(CertificatePackageType, self)._get_choices(gandi)
return list(set([pack.split('_')[1] for pack in packages])) | [
"def",
"_get_choices",
"(",
"self",
",",
"gandi",
")",
":",
"packages",
"=",
"super",
"(",
"CertificatePackageType",
",",
"self",
")",
".",
"_get_choices",
"(",
"gandi",
")",
"return",
"list",
"(",
"set",
"(",
"[",
"pack",
".",
"split",
"(",
"'_'",
")"... | Internal method to get choices list | [
"Internal",
"method",
"to",
"get",
"choices",
"list"
] | python | train | 55.5 |
mardix/Mocha | mocha/utils.py | https://github.com/mardix/Mocha/blob/bce481cb31a0972061dd99bc548701411dcb9de3/mocha/utils.py#L67-L82 | def is_username_valid(username):
"""
Check if a valid username.
valid:
oracle
bill-gates
steve.jobs
micro_soft
not valid
Bill Gates - no space allowed
me@yo.com - @ is not a valid character
:param username: string
:return:
"""
pattern = re.... | [
"def",
"is_username_valid",
"(",
"username",
")",
":",
"pattern",
"=",
"re",
".",
"compile",
"(",
"r\"^[a-zA-Z0-9_.-]+$\"",
")",
"return",
"bool",
"(",
"pattern",
".",
"match",
"(",
"username",
")",
")"
] | Check if a valid username.
valid:
oracle
bill-gates
steve.jobs
micro_soft
not valid
Bill Gates - no space allowed
me@yo.com - @ is not a valid character
:param username: string
:return: | [
"Check",
"if",
"a",
"valid",
"username",
".",
"valid",
":",
"oracle",
"bill",
"-",
"gates",
"steve",
".",
"jobs",
"micro_soft",
"not",
"valid",
"Bill",
"Gates",
"-",
"no",
"space",
"allowed",
"me"
] | python | train | 23.4375 |
sendgrid/sendgrid-python | sendgrid/helpers/mail/html_content.py | https://github.com/sendgrid/sendgrid-python/blob/266c2abde7a35dfcce263e06bedc6a0bbdebeac9/sendgrid/helpers/mail/html_content.py#L46-L59 | def get(self):
"""
Get a JSON-ready representation of this HtmlContent.
:returns: This HtmlContent, ready for use in a request body.
:rtype: dict
"""
content = {}
if self.mime_type is not None:
content["type"] = self.mime_type
if self.content... | [
"def",
"get",
"(",
"self",
")",
":",
"content",
"=",
"{",
"}",
"if",
"self",
".",
"mime_type",
"is",
"not",
"None",
":",
"content",
"[",
"\"type\"",
"]",
"=",
"self",
".",
"mime_type",
"if",
"self",
".",
"content",
"is",
"not",
"None",
":",
"conten... | Get a JSON-ready representation of this HtmlContent.
:returns: This HtmlContent, ready for use in a request body.
:rtype: dict | [
"Get",
"a",
"JSON",
"-",
"ready",
"representation",
"of",
"this",
"HtmlContent",
"."
] | python | train | 27.642857 |
quantmind/pulsar | pulsar/utils/context.py | https://github.com/quantmind/pulsar/blob/fee44e871954aa6ca36d00bb5a3739abfdb89b26/pulsar/utils/context.py#L74-L83 | def stack_get(self, key):
"""Set a value in a task context stack
"""
task = Task.current_task()
try:
context = task._context_stack
except AttributeError:
return
if key in context:
return context[key][-1] | [
"def",
"stack_get",
"(",
"self",
",",
"key",
")",
":",
"task",
"=",
"Task",
".",
"current_task",
"(",
")",
"try",
":",
"context",
"=",
"task",
".",
"_context_stack",
"except",
"AttributeError",
":",
"return",
"if",
"key",
"in",
"context",
":",
"return",
... | Set a value in a task context stack | [
"Set",
"a",
"value",
"in",
"a",
"task",
"context",
"stack"
] | python | train | 27.8 |
Karaage-Cluster/karaage | karaage/common/simple.py | https://github.com/Karaage-Cluster/karaage/blob/2f4c8b4e2d728b3fcbb151160c49000f1c04f5c9/karaage/common/simple.py#L35-L52 | def direct_to_template(
request, template, extra_context=None, mimetype=None, **kwargs):
"""
Render a given template with any extra URL parameters in the context as
``{{ params }}``.
"""
if extra_context is None:
extra_context = {}
dictionary = {'params': kwargs}
for key, val... | [
"def",
"direct_to_template",
"(",
"request",
",",
"template",
",",
"extra_context",
"=",
"None",
",",
"mimetype",
"=",
"None",
",",
"*",
"*",
"kwargs",
")",
":",
"if",
"extra_context",
"is",
"None",
":",
"extra_context",
"=",
"{",
"}",
"dictionary",
"=",
... | Render a given template with any extra URL parameters in the context as
``{{ params }}``. | [
"Render",
"a",
"given",
"template",
"with",
"any",
"extra",
"URL",
"parameters",
"in",
"the",
"context",
"as",
"{{",
"params",
"}}",
"."
] | python | train | 33.111111 |
AlecAivazis/graphql-over-kafka | nautilus/network/events/actionHandlers/queryHandler.py | https://github.com/AlecAivazis/graphql-over-kafka/blob/70e2acef27a2f87355590be1a6ca60ce3ab4d09c/nautilus/network/events/actionHandlers/queryHandler.py#L5-L29 | async def query_handler(service, action_type, payload, props, **kwds):
"""
This action handler interprets the payload as a query to be executed
by the api gateway service.
"""
# check that the action type indicates a query
if action_type == query_action_type():
print('encountered... | [
"async",
"def",
"query_handler",
"(",
"service",
",",
"action_type",
",",
"payload",
",",
"props",
",",
"*",
"*",
"kwds",
")",
":",
"# check that the action type indicates a query",
"if",
"action_type",
"==",
"query_action_type",
"(",
")",
":",
"print",
"(",
"'e... | This action handler interprets the payload as a query to be executed
by the api gateway service. | [
"This",
"action",
"handler",
"interprets",
"the",
"payload",
"as",
"a",
"query",
"to",
"be",
"executed",
"by",
"the",
"api",
"gateway",
"service",
"."
] | python | train | 37 |
brean/python-pathfinding | pathfinding/core/grid.py | https://github.com/brean/python-pathfinding/blob/b857bf85e514a1712b40e29ccb5a473cd7fd5c80/pathfinding/core/grid.py#L61-L68 | def inside(self, x, y):
"""
check, if field position is inside map
:param x: x pos
:param y: y pos
:return:
"""
return 0 <= x < self.width and 0 <= y < self.height | [
"def",
"inside",
"(",
"self",
",",
"x",
",",
"y",
")",
":",
"return",
"0",
"<=",
"x",
"<",
"self",
".",
"width",
"and",
"0",
"<=",
"y",
"<",
"self",
".",
"height"
] | check, if field position is inside map
:param x: x pos
:param y: y pos
:return: | [
"check",
"if",
"field",
"position",
"is",
"inside",
"map",
":",
"param",
"x",
":",
"x",
"pos",
":",
"param",
"y",
":",
"y",
"pos",
":",
"return",
":"
] | python | train | 26.5 |
llazzaro/django-scheduler | schedule/utils.py | https://github.com/llazzaro/django-scheduler/blob/0530b74a5fc0b1125645002deaa4da2337ed0f17/schedule/utils.py#L87-L91 | def get_additional_occurrences(self, start, end):
"""
Return persisted occurrences which are now in the period
"""
return [occ for _, occ in list(self.lookup.items()) if (occ.start < end and occ.end >= start and not occ.cancelled)] | [
"def",
"get_additional_occurrences",
"(",
"self",
",",
"start",
",",
"end",
")",
":",
"return",
"[",
"occ",
"for",
"_",
",",
"occ",
"in",
"list",
"(",
"self",
".",
"lookup",
".",
"items",
"(",
")",
")",
"if",
"(",
"occ",
".",
"start",
"<",
"end",
... | Return persisted occurrences which are now in the period | [
"Return",
"persisted",
"occurrences",
"which",
"are",
"now",
"in",
"the",
"period"
] | python | train | 51.8 |
apache/incubator-mxnet | python/mxnet/contrib/onnx/mx2onnx/_op_translations.py | https://github.com/apache/incubator-mxnet/blob/1af29e9c060a4c7d60eeaacba32afdb9a7775ba7/python/mxnet/contrib/onnx/mx2onnx/_op_translations.py#L924-L942 | def convert_l2normalization(node, **kwargs):
"""Map MXNet's L2Normalization operator attributes to onnx's LpNormalization operator
and return the created node.
"""
name, input_nodes, attrs = get_inputs(node, kwargs)
mode = attrs.get("mode", "instance")
if mode != "channel":
raise Attri... | [
"def",
"convert_l2normalization",
"(",
"node",
",",
"*",
"*",
"kwargs",
")",
":",
"name",
",",
"input_nodes",
",",
"attrs",
"=",
"get_inputs",
"(",
"node",
",",
"kwargs",
")",
"mode",
"=",
"attrs",
".",
"get",
"(",
"\"mode\"",
",",
"\"instance\"",
")",
... | Map MXNet's L2Normalization operator attributes to onnx's LpNormalization operator
and return the created node. | [
"Map",
"MXNet",
"s",
"L2Normalization",
"operator",
"attributes",
"to",
"onnx",
"s",
"LpNormalization",
"operator",
"and",
"return",
"the",
"created",
"node",
"."
] | python | train | 29.473684 |
miquelo/resort | packages/resort/engine/__init__.py | https://github.com/miquelo/resort/blob/097a25d3257c91a75c194fd44c2797ab356f85dd/packages/resort/engine/__init__.py#L69-L99 | def load(self, prof_name):
"""
Load the profile with the given name.
:param str prof_name:
Profile name.
:rtype:
ProfileStub
:return:
An stub to loaded profile.
"""
prof_dir = self.__profile_dir(prof_name)
prof_ini_path = self.__profile_ini_path(prof_dir)
if not os.path.exists(p... | [
"def",
"load",
"(",
"self",
",",
"prof_name",
")",
":",
"prof_dir",
"=",
"self",
".",
"__profile_dir",
"(",
"prof_name",
")",
"prof_ini_path",
"=",
"self",
".",
"__profile_ini_path",
"(",
"prof_dir",
")",
"if",
"not",
"os",
".",
"path",
".",
"exists",
"(... | Load the profile with the given name.
:param str prof_name:
Profile name.
:rtype:
ProfileStub
:return:
An stub to loaded profile. | [
"Load",
"the",
"profile",
"with",
"the",
"given",
"name",
".",
":",
"param",
"str",
"prof_name",
":",
"Profile",
"name",
".",
":",
"rtype",
":",
"ProfileStub",
":",
"return",
":",
"An",
"stub",
"to",
"loaded",
"profile",
"."
] | python | train | 24.096774 |
ellmetha/django-machina | machina/apps/forum_tracking/views.py | https://github.com/ellmetha/django-machina/blob/89ac083c1eaf1cfdeae6686ee094cc86362e8c69/machina/apps/forum_tracking/views.py#L41-L44 | def get(self, request, pk=None):
""" Handles GET requests. """
self.top_level_forum = get_object_or_404(Forum, pk=pk) if pk else None
return super().get(request, pk) | [
"def",
"get",
"(",
"self",
",",
"request",
",",
"pk",
"=",
"None",
")",
":",
"self",
".",
"top_level_forum",
"=",
"get_object_or_404",
"(",
"Forum",
",",
"pk",
"=",
"pk",
")",
"if",
"pk",
"else",
"None",
"return",
"super",
"(",
")",
".",
"get",
"("... | Handles GET requests. | [
"Handles",
"GET",
"requests",
"."
] | python | train | 46.5 |
singularityhub/singularity-python | singularity/utils.py | https://github.com/singularityhub/singularity-python/blob/498c3433724b332f7493fec632d8daf479f47b82/singularity/utils.py#L70-L85 | def run_command(cmd, sudo=False):
'''run_command uses subprocess to send a command to the terminal.
:param cmd: the command to send, should be a list for subprocess
:param error_message: the error message to give to user if fails,
if none specified, will alert that command failed.
:param sudopw: if ... | [
"def",
"run_command",
"(",
"cmd",
",",
"sudo",
"=",
"False",
")",
":",
"if",
"sudo",
"is",
"True",
":",
"cmd",
"=",
"[",
"'sudo'",
"]",
"+",
"cmd",
"output",
"=",
"Popen",
"(",
"cmd",
",",
"stderr",
"=",
"STDOUT",
",",
"stdout",
"=",
"PIPE",
")",... | run_command uses subprocess to send a command to the terminal.
:param cmd: the command to send, should be a list for subprocess
:param error_message: the error message to give to user if fails,
if none specified, will alert that command failed.
:param sudopw: if specified (not None) command will be run ... | [
"run_command",
"uses",
"subprocess",
"to",
"send",
"a",
"command",
"to",
"the",
"terminal",
".",
":",
"param",
"cmd",
":",
"the",
"command",
"to",
"send",
"should",
"be",
"a",
"list",
"for",
"subprocess",
":",
"param",
"error_message",
":",
"the",
"error",... | python | train | 37.6875 |
spyder-ide/spyder-notebook | spyder_notebook/widgets/dom.py | https://github.com/spyder-ide/spyder-notebook/blob/54e626b9d2a3fccd3e4625b0f97fe06e5bb1a6db/spyder_notebook/widgets/dom.py#L65-L71 | def set_class_value(self, selector, classname):
"""Set the class of element matched by the given selector."""
return self.evaluate("""
(function () {{
var element = document.querySelector({0});
element.className = {1};
}})();""".format(repr(selector), repr... | [
"def",
"set_class_value",
"(",
"self",
",",
"selector",
",",
"classname",
")",
":",
"return",
"self",
".",
"evaluate",
"(",
"\"\"\"\n (function () {{\n var element = document.querySelector({0});\n element.className = {1};\n }})();\"\"\"",
"... | Set the class of element matched by the given selector. | [
"Set",
"the",
"class",
"of",
"element",
"matched",
"by",
"the",
"given",
"selector",
"."
] | python | train | 46.714286 |
za-creature/gulpless | gulpless/handlers.py | https://github.com/za-creature/gulpless/blob/fd73907dbe86880086719816bb042233f85121f6/gulpless/handlers.py#L233-L240 | def deleted(self, src, path):
"""Update the reference tree when a handled file is deleted."""
if self.parents[path] is not None:
for parent in self.parents[path]:
self.children[parent].remove(path)
if not self.children[parent]:
del self.chi... | [
"def",
"deleted",
"(",
"self",
",",
"src",
",",
"path",
")",
":",
"if",
"self",
".",
"parents",
"[",
"path",
"]",
"is",
"not",
"None",
":",
"for",
"parent",
"in",
"self",
".",
"parents",
"[",
"path",
"]",
":",
"self",
".",
"children",
"[",
"paren... | Update the reference tree when a handled file is deleted. | [
"Update",
"the",
"reference",
"tree",
"when",
"a",
"handled",
"file",
"is",
"deleted",
"."
] | python | train | 44.625 |
ansibleplaybookbundle/ansible-playbook-bundle | src/apb/cli.py | https://github.com/ansibleplaybookbundle/ansible-playbook-bundle/blob/585694be9b417f1a88354cbfe286bfd68c2c9494/src/apb/cli.py#L686-L745 | def main():
""" main """
# BZ 1581651 - Override the ArgumentParser to disable argument abbreviations.
parser = OverrideArgumentParser(
description=u'APB tooling for '
u'assisting in building and packaging APBs.'
)
parser.add_argument(
'--debug',
action='store_true',... | [
"def",
"main",
"(",
")",
":",
"# BZ 1581651 - Override the ArgumentParser to disable argument abbreviations.",
"parser",
"=",
"OverrideArgumentParser",
"(",
"description",
"=",
"u'APB tooling for '",
"u'assisting in building and packaging APBs.'",
")",
"parser",
".",
"add_argument"... | main | [
"main"
] | python | train | 26.5 |
Opentrons/opentrons | api/src/opentrons/hardware_control/modules/magdeck.py | https://github.com/Opentrons/opentrons/blob/a7c15cc2636ecb64ab56c7edc1d8a57163aaeadf/api/src/opentrons/hardware_control/modules/magdeck.py#L99-L107 | def engage(self, height):
"""
Move the magnet to a specific height, in mm from home position
"""
if height > MAX_ENGAGE_HEIGHT or height < 0:
raise ValueError('Invalid engage height. Should be 0 to {}'.format(
MAX_ENGAGE_HEIGHT))
self._driver.move(heig... | [
"def",
"engage",
"(",
"self",
",",
"height",
")",
":",
"if",
"height",
">",
"MAX_ENGAGE_HEIGHT",
"or",
"height",
"<",
"0",
":",
"raise",
"ValueError",
"(",
"'Invalid engage height. Should be 0 to {}'",
".",
"format",
"(",
"MAX_ENGAGE_HEIGHT",
")",
")",
"self",
... | Move the magnet to a specific height, in mm from home position | [
"Move",
"the",
"magnet",
"to",
"a",
"specific",
"height",
"in",
"mm",
"from",
"home",
"position"
] | python | train | 38.222222 |
rosenbrockc/fortpy | fortpy/scripts/analyze.py | https://github.com/rosenbrockc/fortpy/blob/1ed0757c52d549e41d9d44bdea68cb89529293a5/fortpy/scripts/analyze.py#L1165-L1180 | def do_parse(self, arg, fullparse=False):
"""Parse the test results from the specified directory and load them under the name
of 'module.executable ' that they were created with. E.g. parse classes.polya/
"""
from os import path
fullpath = path.abspath(path.expanduser(arg))
... | [
"def",
"do_parse",
"(",
"self",
",",
"arg",
",",
"fullparse",
"=",
"False",
")",
":",
"from",
"os",
"import",
"path",
"fullpath",
"=",
"path",
".",
"abspath",
"(",
"path",
".",
"expanduser",
"(",
"arg",
")",
")",
"if",
"path",
".",
"isdir",
"(",
"f... | Parse the test results from the specified directory and load them under the name
of 'module.executable ' that they were created with. E.g. parse classes.polya/ | [
"Parse",
"the",
"test",
"results",
"from",
"the",
"specified",
"directory",
"and",
"load",
"them",
"under",
"the",
"name",
"of",
"module",
".",
"executable",
"that",
"they",
"were",
"created",
"with",
".",
"E",
".",
"g",
".",
"parse",
"classes",
".",
"po... | python | train | 40.9375 |
PhilipTrauner/Meh | meh/__init__.py | https://github.com/PhilipTrauner/Meh/blob/c9bb695c1cfbc645c3ccceb27e40dadba7678815/meh/__init__.py#L316-L326 | def dumps(self):
"""
Returns contents of config file as string
OUT: out (type: str, hint: config content)
"""
out = ""
for option in self.options:
value = make_value(option.default_value)
out += "%s = %s%s\n" % (option.name, value,
(" # %s" % option.comment) if option.comment else "")
return ou... | [
"def",
"dumps",
"(",
"self",
")",
":",
"out",
"=",
"\"\"",
"for",
"option",
"in",
"self",
".",
"options",
":",
"value",
"=",
"make_value",
"(",
"option",
".",
"default_value",
")",
"out",
"+=",
"\"%s = %s%s\\n\"",
"%",
"(",
"option",
".",
"name",
",",
... | Returns contents of config file as string
OUT: out (type: str, hint: config content) | [
"Returns",
"contents",
"of",
"config",
"file",
"as",
"string",
"OUT",
":",
"out",
"(",
"type",
":",
"str",
"hint",
":",
"config",
"content",
")"
] | python | train | 29.454545 |
kpdyer/libfte | fte/encoder.py | https://github.com/kpdyer/libfte/blob/74ed6ad197b6e72d1b9709c4dbc04041e05eb9b7/fte/encoder.py#L135-L166 | def decode(self, covertext):
"""Given an input string ``unrank(X[:n]) || X[n:]`` returns ``X``.
"""
if not isinstance(covertext, str):
raise InvalidInputException('Input must be of type string.')
insufficient = (len(covertext) < self._fixed_slice)
if insufficient:
... | [
"def",
"decode",
"(",
"self",
",",
"covertext",
")",
":",
"if",
"not",
"isinstance",
"(",
"covertext",
",",
"str",
")",
":",
"raise",
"InvalidInputException",
"(",
"'Input must be of type string.'",
")",
"insufficient",
"=",
"(",
"len",
"(",
"covertext",
")",
... | Given an input string ``unrank(X[:n]) || X[n:]`` returns ``X``. | [
"Given",
"an",
"input",
"string",
"unrank",
"(",
"X",
"[",
":",
"n",
"]",
")",
"||",
"X",
"[",
"n",
":",
"]",
"returns",
"X",
"."
] | python | train | 39.53125 |
trec-kba/streamcorpus-pipeline | streamcorpus_pipeline/_hyperlink_labels.py | https://github.com/trec-kba/streamcorpus-pipeline/blob/8bb82ea1beb83c6b40ed03fa1659df2897c2292a/streamcorpus_pipeline/_hyperlink_labels.py#L297-L370 | def byte_href_anchors_state_machine(self):
'''
byte-based state machine extractor of anchor tags, so we can
compute byte offsets for anchor texts and associate them with
their href.
Generates tuple(href_string, first_byte, byte_length, anchor_text)
'''
ta... | [
"def",
"byte_href_anchors_state_machine",
"(",
"self",
")",
":",
"tag_depth",
"=",
"0",
"a_tag_depth",
"=",
"0",
"vals",
"=",
"[",
"]",
"href",
"=",
"None",
"idx_bytes",
"=",
"enumerate",
"(",
"self",
".",
"clean_html",
")",
"while",
"1",
":",
"end_idx",
... | byte-based state machine extractor of anchor tags, so we can
compute byte offsets for anchor texts and associate them with
their href.
Generates tuple(href_string, first_byte, byte_length, anchor_text) | [
"byte",
"-",
"based",
"state",
"machine",
"extractor",
"of",
"anchor",
"tags",
"so",
"we",
"can",
"compute",
"byte",
"offsets",
"for",
"anchor",
"texts",
"and",
"associate",
"them",
"with",
"their",
"href",
".",
"Generates",
"tuple",
"(",
"href_string",
"fir... | python | test | 38.621622 |
larsks/thecache | thecache/cache.py | https://github.com/larsks/thecache/blob/e535f91031a7f92f19b5ff6fe2a1a03c7680e9e0/thecache/cache.py#L146-L151 | def store_lines(self, key, content):
'''like store_iter, but appends a newline to each chunk of
content'''
return self.store_iter(
key,
(data + '\n'.encode('utf-8') for data in content)) | [
"def",
"store_lines",
"(",
"self",
",",
"key",
",",
"content",
")",
":",
"return",
"self",
".",
"store_iter",
"(",
"key",
",",
"(",
"data",
"+",
"'\\n'",
".",
"encode",
"(",
"'utf-8'",
")",
"for",
"data",
"in",
"content",
")",
")"
] | like store_iter, but appends a newline to each chunk of
content | [
"like",
"store_iter",
"but",
"appends",
"a",
"newline",
"to",
"each",
"chunk",
"of",
"content"
] | python | train | 38.166667 |
daviddrysdale/python-phonenumbers | python/phonenumbers/phonenumberutil.py | https://github.com/daviddrysdale/python-phonenumbers/blob/9cc5bb4ab5e661e70789b4c64bf7a9383c7bdc20/python/phonenumbers/phonenumberutil.py#L1802-L1827 | def _example_number_anywhere_for_type(num_type):
"""Gets a valid number for the specified number type (it may belong to any country).
Arguments:
num_type -- The type of number that is needed.
Returns a valid number for the specified type. Returns None when the
metadata does not contain such inform... | [
"def",
"_example_number_anywhere_for_type",
"(",
"num_type",
")",
":",
"for",
"region_code",
"in",
"SUPPORTED_REGIONS",
":",
"example_numobj",
"=",
"example_number_for_type",
"(",
"region_code",
",",
"num_type",
")",
"if",
"example_numobj",
"is",
"not",
"None",
":",
... | Gets a valid number for the specified number type (it may belong to any country).
Arguments:
num_type -- The type of number that is needed.
Returns a valid number for the specified type. Returns None when the
metadata does not contain such information. This should only happen when
no numbers of th... | [
"Gets",
"a",
"valid",
"number",
"for",
"the",
"specified",
"number",
"type",
"(",
"it",
"may",
"belong",
"to",
"any",
"country",
")",
"."
] | python | train | 48.769231 |
happyleavesaoc/gstreamer-player | gsp/__init__.py | https://github.com/happyleavesaoc/gstreamer-player/blob/750edd95d4be4d2f8eee3aa3cb86d4781758f5fb/gsp/__init__.py#L165-L169 | def state(self, state):
"""Set state."""
self._state = state
self._manager[ATTR_STATE] = state
_LOGGER.info('state changed to %s', state) | [
"def",
"state",
"(",
"self",
",",
"state",
")",
":",
"self",
".",
"_state",
"=",
"state",
"self",
".",
"_manager",
"[",
"ATTR_STATE",
"]",
"=",
"state",
"_LOGGER",
".",
"info",
"(",
"'state changed to %s'",
",",
"state",
")"
] | Set state. | [
"Set",
"state",
"."
] | python | train | 33 |
timothydmorton/isochrones | isochrones/starmodel_old.py | https://github.com/timothydmorton/isochrones/blob/d84495573044c66db2fd6b959fe69e370757ea14/isochrones/starmodel_old.py#L767-L841 | def triangle(self, params=None, query=None, extent=0.999,
**kwargs):
"""
Makes a nifty corner plot.
Uses :func:`triangle.corner`.
:param params: (optional)
Names of columns (from :attr:`StarModel.samples`)
to plot. If ``None``, then it will plo... | [
"def",
"triangle",
"(",
"self",
",",
"params",
"=",
"None",
",",
"query",
"=",
"None",
",",
"extent",
"=",
"0.999",
",",
"*",
"*",
"kwargs",
")",
":",
"if",
"triangle",
"is",
"None",
":",
"raise",
"ImportError",
"(",
"'please run \"pip install triangle_plo... | Makes a nifty corner plot.
Uses :func:`triangle.corner`.
:param params: (optional)
Names of columns (from :attr:`StarModel.samples`)
to plot. If ``None``, then it will plot samples
of the parameters used in the MCMC fit-- that is,
mass, age, [Fe/H], and... | [
"Makes",
"a",
"nifty",
"corner",
"plot",
"."
] | python | train | 33.08 |
christophertbrown/bioscripts | ctbBio/genome_variation.py | https://github.com/christophertbrown/bioscripts/blob/83b2566b3a5745437ec651cd6cafddd056846240/ctbBio/genome_variation.py#L215-L252 | def parse_fasta_annotations(fastas, annot_tables, trans_table):
"""
parse gene call information from Prodigal fasta output
"""
if annot_tables is not False:
annots = {}
for table in annot_tables:
for cds in open(table):
ID, start, end, strand = cds.strip().spl... | [
"def",
"parse_fasta_annotations",
"(",
"fastas",
",",
"annot_tables",
",",
"trans_table",
")",
":",
"if",
"annot_tables",
"is",
"not",
"False",
":",
"annots",
"=",
"{",
"}",
"for",
"table",
"in",
"annot_tables",
":",
"for",
"cds",
"in",
"open",
"(",
"table... | parse gene call information from Prodigal fasta output | [
"parse",
"gene",
"call",
"information",
"from",
"Prodigal",
"fasta",
"output"
] | python | train | 44.921053 |
frejanordsiek/hdf5storage | hdf5storage/Marshallers.py | https://github.com/frejanordsiek/hdf5storage/blob/539275141dd3a4efbbbfd9bdb978f3ed59e3f05d/hdf5storage/Marshallers.py#L264-L301 | def get_type_string(self, data, type_string):
""" Gets type string.
Finds the type string for 'data' contained in
``python_type_strings`` using its ``type``. Non-``None``
'type_string` overrides whatever type string is looked up.
The override makes it easier for subclasses to co... | [
"def",
"get_type_string",
"(",
"self",
",",
"data",
",",
"type_string",
")",
":",
"if",
"type_string",
"is",
"not",
"None",
":",
"return",
"type_string",
"else",
":",
"tp",
"=",
"type",
"(",
"data",
")",
"try",
":",
"return",
"self",
".",
"type_to_typest... | Gets type string.
Finds the type string for 'data' contained in
``python_type_strings`` using its ``type``. Non-``None``
'type_string` overrides whatever type string is looked up.
The override makes it easier for subclasses to convert something
that the parent marshaller can wri... | [
"Gets",
"type",
"string",
"."
] | python | train | 33.894737 |
SetBased/py-etlt | etlt/cleaner/MoneyCleaner.py | https://github.com/SetBased/py-etlt/blob/1c5b8ea60293c14f54d7845a9fe5c595021f66f2/etlt/cleaner/MoneyCleaner.py#L18-L43 | def clean(amount):
"""
Converts a number to a number with decimal point.
:param str amount: The input number.
:rtype: str
"""
# Return empty input immediately.
if not amount:
return amount
if re.search(r'[\. ][0-9]{3},[0-9]{1,2}$', amount):
... | [
"def",
"clean",
"(",
"amount",
")",
":",
"# Return empty input immediately.",
"if",
"not",
"amount",
":",
"return",
"amount",
"if",
"re",
".",
"search",
"(",
"r'[\\. ][0-9]{3},[0-9]{1,2}$'",
",",
"amount",
")",
":",
"# Assume amount is in 1.123,12 or 1 123,12 format (Du... | Converts a number to a number with decimal point.
:param str amount: The input number.
:rtype: str | [
"Converts",
"a",
"number",
"to",
"a",
"number",
"with",
"decimal",
"point",
"."
] | python | train | 33.692308 |
onicagroup/runway | runway/context.py | https://github.com/onicagroup/runway/blob/3f3549ec3bf6e39b9f27d9738a1847f3a4369e7f/runway/context.py#L21-L26 | def save_existing_iam_env_vars(self):
"""Backup IAM environment variables for later restoration."""
for i in ['AWS_ACCESS_KEY_ID', 'AWS_SECRET_ACCESS_KEY',
'AWS_SESSION_TOKEN']:
if i in self.env_vars:
self.env_vars['OLD_' + i] = self.env_vars[i] | [
"def",
"save_existing_iam_env_vars",
"(",
"self",
")",
":",
"for",
"i",
"in",
"[",
"'AWS_ACCESS_KEY_ID'",
",",
"'AWS_SECRET_ACCESS_KEY'",
",",
"'AWS_SESSION_TOKEN'",
"]",
":",
"if",
"i",
"in",
"self",
".",
"env_vars",
":",
"self",
".",
"env_vars",
"[",
"'OLD_'... | Backup IAM environment variables for later restoration. | [
"Backup",
"IAM",
"environment",
"variables",
"for",
"later",
"restoration",
"."
] | python | train | 50.333333 |
google/grr | grr/client/grr_response_client/comms.py | https://github.com/google/grr/blob/5cef4e8e2f0d5df43ea4877e9c798e0bf60bfe74/grr/client/grr_response_client/comms.py#L1279-L1300 | def InitiateEnrolment(self):
"""Initiate the enrollment process.
We do not sent more than one enrollment request every 10 minutes. Note that
we still communicate to the server in fast poll mode, but these requests are
not carrying any payload.
"""
logging.debug("sending enrollment request")
... | [
"def",
"InitiateEnrolment",
"(",
"self",
")",
":",
"logging",
".",
"debug",
"(",
"\"sending enrollment request\"",
")",
"now",
"=",
"time",
".",
"time",
"(",
")",
"if",
"now",
">",
"self",
".",
"last_enrollment_time",
"+",
"10",
"*",
"60",
":",
"if",
"no... | Initiate the enrollment process.
We do not sent more than one enrollment request every 10 minutes. Note that
we still communicate to the server in fast poll mode, but these requests are
not carrying any payload. | [
"Initiate",
"the",
"enrollment",
"process",
"."
] | python | train | 39.318182 |
hongtaocai/googlefinance | googlefinance/__init__.py | https://github.com/hongtaocai/googlefinance/blob/9f703d8d4e00d645320d49186eee4520341ec273/googlefinance/__init__.py#L84-L105 | def getQuotes(symbols):
'''
get real-time quotes (index, last trade price, last trade time, etc) for stocks, using google api: http://finance.google.com/finance/info?client=ig&q=symbols
Unlike python package 'yahoo-finance' (15 min delay), There is no delay for NYSE and NASDAQ stocks in 'googlefinance' pac... | [
"def",
"getQuotes",
"(",
"symbols",
")",
":",
"if",
"type",
"(",
"symbols",
")",
"==",
"type",
"(",
"'str'",
")",
":",
"symbols",
"=",
"[",
"symbols",
"]",
"content",
"=",
"json",
".",
"loads",
"(",
"request",
"(",
"symbols",
")",
")",
"return",
"r... | get real-time quotes (index, last trade price, last trade time, etc) for stocks, using google api: http://finance.google.com/finance/info?client=ig&q=symbols
Unlike python package 'yahoo-finance' (15 min delay), There is no delay for NYSE and NASDAQ stocks in 'googlefinance' package.
example:
quotes = get... | [
"get",
"real",
"-",
"time",
"quotes",
"(",
"index",
"last",
"trade",
"price",
"last",
"trade",
"time",
"etc",
")",
"for",
"stocks",
"using",
"google",
"api",
":",
"http",
":",
"//",
"finance",
".",
"google",
".",
"com",
"/",
"finance",
"/",
"info?clien... | python | train | 71.727273 |
maxpumperla/elephas | elephas/worker.py | https://github.com/maxpumperla/elephas/blob/84605acdc9564673c487637dcb27f5def128bcc7/elephas/worker.py#L26-L49 | def train(self, data_iterator):
"""Train a keras model on a worker
"""
optimizer = get_optimizer(self.master_optimizer)
self.model = model_from_yaml(self.yaml, self.custom_objects)
self.model.compile(optimizer=optimizer,
loss=self.master_loss, metrics=s... | [
"def",
"train",
"(",
"self",
",",
"data_iterator",
")",
":",
"optimizer",
"=",
"get_optimizer",
"(",
"self",
".",
"master_optimizer",
")",
"self",
".",
"model",
"=",
"model_from_yaml",
"(",
"self",
".",
"yaml",
",",
"self",
".",
"custom_objects",
")",
"sel... | Train a keras model on a worker | [
"Train",
"a",
"keras",
"model",
"on",
"a",
"worker"
] | python | train | 45.583333 |
gem/oq-engine | openquake/hazardlib/gsim/nga_east.py | https://github.com/gem/oq-engine/blob/8294553a0b8aba33fd96437a35065d03547d0040/openquake/hazardlib/gsim/nga_east.py#L627-L637 | def get_stddevs(self, mag, imt, stddev_types, num_sites):
"""
Returns the total standard deviation
"""
stddevs = []
for stddev_type in stddev_types:
assert stddev_type in self.DEFINED_FOR_STANDARD_DEVIATION_TYPES
if stddev_type == const.StdDev.TOTAL:
... | [
"def",
"get_stddevs",
"(",
"self",
",",
"mag",
",",
"imt",
",",
"stddev_types",
",",
"num_sites",
")",
":",
"stddevs",
"=",
"[",
"]",
"for",
"stddev_type",
"in",
"stddev_types",
":",
"assert",
"stddev_type",
"in",
"self",
".",
"DEFINED_FOR_STANDARD_DEVIATION_T... | Returns the total standard deviation | [
"Returns",
"the",
"total",
"standard",
"deviation"
] | python | train | 40.272727 |
brocade/pynos | pynos/versions/ver_7/ver_7_1_0/yang/brocade_arp.py | https://github.com/brocade/pynos/blob/bd8a34e98f322de3fc06750827d8bbc3a0c00380/pynos/versions/ver_7/ver_7_1_0/yang/brocade_arp.py#L64-L78 | def hide_arp_holder_arp_entry_interfacetype_Port_channel_Port_channel(self, **kwargs):
"""Auto Generated Code
"""
config = ET.Element("config")
hide_arp_holder = ET.SubElement(config, "hide-arp-holder", xmlns="urn:brocade.com:mgmt:brocade-arp")
arp_entry = ET.SubElement(hide_arp_... | [
"def",
"hide_arp_holder_arp_entry_interfacetype_Port_channel_Port_channel",
"(",
"self",
",",
"*",
"*",
"kwargs",
")",
":",
"config",
"=",
"ET",
".",
"Element",
"(",
"\"config\"",
")",
"hide_arp_holder",
"=",
"ET",
".",
"SubElement",
"(",
"config",
",",
"\"hide-ar... | Auto Generated Code | [
"Auto",
"Generated",
"Code"
] | python | train | 53.866667 |
buildbot/buildbot | master/buildbot/reporters/gerrit.py | https://github.com/buildbot/buildbot/blob/5df3cfae6d760557d99156633c32b1822a1e130c/master/buildbot/reporters/gerrit.py#L52-L64 | def _handleLegacyResult(result):
"""
make sure the result is backward compatible
"""
if not isinstance(result, dict):
warnings.warn('The Gerrit status callback uses the old way to '
'communicate results. The outcome might be not what is '
'expected.')... | [
"def",
"_handleLegacyResult",
"(",
"result",
")",
":",
"if",
"not",
"isinstance",
"(",
"result",
",",
"dict",
")",
":",
"warnings",
".",
"warn",
"(",
"'The Gerrit status callback uses the old way to '",
"'communicate results. The outcome might be not what is '",
"'expected... | make sure the result is backward compatible | [
"make",
"sure",
"the",
"result",
"is",
"backward",
"compatible"
] | python | train | 42.461538 |
Fizzadar/pyinfra | pyinfra/modules/git.py | https://github.com/Fizzadar/pyinfra/blob/006f751f7db2e07d32522c0285160783de2feb79/pyinfra/modules/git.py#L23-L41 | def config(
state, host, key, value,
repo=None,
):
'''
Manage git config for a repository or globally.
+ key: the key of the config to ensure
+ value: the value this key should have
+ repo: specify the git repo path to edit local config (defaults to global)
'''
existing_config = ho... | [
"def",
"config",
"(",
"state",
",",
"host",
",",
"key",
",",
"value",
",",
"repo",
"=",
"None",
",",
")",
":",
"existing_config",
"=",
"host",
".",
"fact",
".",
"git_config",
"(",
"repo",
")",
"if",
"key",
"not",
"in",
"existing_config",
"or",
"exist... | Manage git config for a repository or globally.
+ key: the key of the config to ensure
+ value: the value this key should have
+ repo: specify the git repo path to edit local config (defaults to global) | [
"Manage",
"git",
"config",
"for",
"a",
"repository",
"or",
"globally",
"."
] | python | train | 30.894737 |
h2oai/h2o-3 | scripts/summarizeIntermittens.py | https://github.com/h2oai/h2o-3/blob/dd62aaa1e7f680a8b16ee14bc66b0fb5195c2ad8/scripts/summarizeIntermittens.py#L144-L179 | def extractPrintSaveIntermittens():
"""
This function will print out the intermittents onto the screen for casual viewing. It will also print out
where the giant summary dictionary is going to be stored.
:return: None
"""
# extract intermittents from collected failed tests
global g_summary... | [
"def",
"extractPrintSaveIntermittens",
"(",
")",
":",
"# extract intermittents from collected failed tests",
"global",
"g_summary_dict_intermittents",
"localtz",
"=",
"time",
".",
"tzname",
"[",
"0",
"]",
"for",
"ind",
"in",
"range",
"(",
"len",
"(",
"g_summary_dict_all... | This function will print out the intermittents onto the screen for casual viewing. It will also print out
where the giant summary dictionary is going to be stored.
:return: None | [
"This",
"function",
"will",
"print",
"out",
"the",
"intermittents",
"onto",
"the",
"screen",
"for",
"casual",
"viewing",
".",
"It",
"will",
"also",
"print",
"out",
"where",
"the",
"giant",
"summary",
"dictionary",
"is",
"going",
"to",
"be",
"stored",
"."
] | python | test | 55.333333 |
glue-viz/glue-vispy-viewers | glue_vispy_viewers/extern/vispy/geometry/rect.py | https://github.com/glue-viz/glue-vispy-viewers/blob/54a4351d98c1f90dfb1a557d1b447c1f57470eea/glue_vispy_viewers/extern/vispy/geometry/rect.py#L115-L129 | def padded(self, padding):
"""Return a new Rect padded (smaller) by padding on all sides
Parameters
----------
padding : float
The padding.
Returns
-------
rect : instance of Rect
The padded rectangle.
"""
return Rect(pos=... | [
"def",
"padded",
"(",
"self",
",",
"padding",
")",
":",
"return",
"Rect",
"(",
"pos",
"=",
"(",
"self",
".",
"pos",
"[",
"0",
"]",
"+",
"padding",
",",
"self",
".",
"pos",
"[",
"1",
"]",
"+",
"padding",
")",
",",
"size",
"=",
"(",
"self",
"."... | Return a new Rect padded (smaller) by padding on all sides
Parameters
----------
padding : float
The padding.
Returns
-------
rect : instance of Rect
The padded rectangle. | [
"Return",
"a",
"new",
"Rect",
"padded",
"(",
"smaller",
")",
"by",
"padding",
"on",
"all",
"sides"
] | python | train | 28.266667 |
ronaldguillen/wave | wave/fields.py | https://github.com/ronaldguillen/wave/blob/20bb979c917f7634d8257992e6d449dc751256a9/wave/fields.py#L1018-L1029 | def enforce_timezone(self, value):
"""
When `self.default_timezone` is `None`, always return naive datetimes.
When `self.default_timezone` is not `None`, always return aware datetimes.
"""
field_timezone = getattr(self, 'timezone', self.default_timezone())
if (field_time... | [
"def",
"enforce_timezone",
"(",
"self",
",",
"value",
")",
":",
"field_timezone",
"=",
"getattr",
"(",
"self",
",",
"'timezone'",
",",
"self",
".",
"default_timezone",
"(",
")",
")",
"if",
"(",
"field_timezone",
"is",
"not",
"None",
")",
"and",
"not",
"t... | When `self.default_timezone` is `None`, always return naive datetimes.
When `self.default_timezone` is not `None`, always return aware datetimes. | [
"When",
"self",
".",
"default_timezone",
"is",
"None",
"always",
"return",
"naive",
"datetimes",
".",
"When",
"self",
".",
"default_timezone",
"is",
"not",
"None",
"always",
"return",
"aware",
"datetimes",
"."
] | python | train | 47.75 |
opendatateam/udata | udata/models/slug_fields.py | https://github.com/opendatateam/udata/blob/f016585af94b0ff6bd73738c700324adc8ba7f8f/udata/models/slug_fields.py#L113-L193 | def populate_slug(instance, field):
'''
Populate a slug field if needed.
'''
value = getattr(instance, field.db_field)
try:
previous = instance.__class__.objects.get(id=instance.id)
except Exception:
previous = None
# Field value has changed
changed = field.db_field in ... | [
"def",
"populate_slug",
"(",
"instance",
",",
"field",
")",
":",
"value",
"=",
"getattr",
"(",
"instance",
",",
"field",
".",
"db_field",
")",
"try",
":",
"previous",
"=",
"instance",
".",
"__class__",
".",
"objects",
".",
"get",
"(",
"id",
"=",
"insta... | Populate a slug field if needed. | [
"Populate",
"a",
"slug",
"field",
"if",
"needed",
"."
] | python | train | 30.654321 |
shoebot/shoebot | shoebot/grammar/livecode.py | https://github.com/shoebot/shoebot/blob/d554c1765c1899fa25727c9fc6805d221585562b/shoebot/grammar/livecode.py#L66-L74 | def reload_functions(self):
"""
Replace functions in namespace with functions from edited_source.
"""
with LiveExecution.lock:
if self.edited_source:
tree = ast.parse(self.edited_source)
for f in [n for n in ast.walk(tree) if isinstance(n, ast.... | [
"def",
"reload_functions",
"(",
"self",
")",
":",
"with",
"LiveExecution",
".",
"lock",
":",
"if",
"self",
".",
"edited_source",
":",
"tree",
"=",
"ast",
".",
"parse",
"(",
"self",
".",
"edited_source",
")",
"for",
"f",
"in",
"[",
"n",
"for",
"n",
"i... | Replace functions in namespace with functions from edited_source. | [
"Replace",
"functions",
"in",
"namespace",
"with",
"functions",
"from",
"edited_source",
"."
] | python | valid | 48.666667 |
budacom/trading-bots | trading_bots/contrib/clients.py | https://github.com/budacom/trading-bots/blob/8cb68bb8d0b5f822108db1cc5dae336e3d3c3452/trading_bots/contrib/clients.py#L241-L243 | def fetch_trades_since(self, since: int) -> List[Trade]:
"""Fetch trades since given timestamp."""
return self._fetch_since('trades', self.market.code)(self._trades_since)(since) | [
"def",
"fetch_trades_since",
"(",
"self",
",",
"since",
":",
"int",
")",
"->",
"List",
"[",
"Trade",
"]",
":",
"return",
"self",
".",
"_fetch_since",
"(",
"'trades'",
",",
"self",
".",
"market",
".",
"code",
")",
"(",
"self",
".",
"_trades_since",
")",... | Fetch trades since given timestamp. | [
"Fetch",
"trades",
"since",
"given",
"timestamp",
"."
] | python | train | 64 |
Becksteinlab/GromacsWrapper | gromacs/fileformats/blocks.py | https://github.com/Becksteinlab/GromacsWrapper/blob/d4f9a8cb6f48292732cf7c7e4ef4a6d2ccbc51b9/gromacs/fileformats/blocks.py#L168-L179 | def renumber_atoms(self):
"""Reset the molecule's atoms :attr:`number` to be 1-indexed"""
if self.atoms:
# reset the mapping
self._anumb_to_atom = {}
for i,atom in enumerate(self.atoms):
atom.number = i+1 # starting from 1
else:
... | [
"def",
"renumber_atoms",
"(",
"self",
")",
":",
"if",
"self",
".",
"atoms",
":",
"# reset the mapping",
"self",
".",
"_anumb_to_atom",
"=",
"{",
"}",
"for",
"i",
",",
"atom",
"in",
"enumerate",
"(",
"self",
".",
"atoms",
")",
":",
"atom",
".",
"number"... | Reset the molecule's atoms :attr:`number` to be 1-indexed | [
"Reset",
"the",
"molecule",
"s",
"atoms",
":",
"attr",
":",
"number",
"to",
"be",
"1",
"-",
"indexed"
] | python | valid | 30.833333 |
pre-commit/pre-commit | pre_commit/store.py | https://github.com/pre-commit/pre-commit/blob/72f98d26e690da11dc2e41861d14c58eb21930cb/pre_commit/store.py#L156-L176 | def clone(self, repo, ref, deps=()):
"""Clone the given url and checkout the specific ref."""
if os.path.isdir(repo):
repo = os.path.abspath(repo)
def clone_strategy(directory):
env = git.no_git_env()
def _git_cmd(*args):
cmd_output('git', *... | [
"def",
"clone",
"(",
"self",
",",
"repo",
",",
"ref",
",",
"deps",
"=",
"(",
")",
")",
":",
"if",
"os",
".",
"path",
".",
"isdir",
"(",
"repo",
")",
":",
"repo",
"=",
"os",
".",
"path",
".",
"abspath",
"(",
"repo",
")",
"def",
"clone_strategy",... | Clone the given url and checkout the specific ref. | [
"Clone",
"the",
"given",
"url",
"and",
"checkout",
"the",
"specific",
"ref",
"."
] | python | train | 30.571429 |
uw-it-aca/uw-restclients-sws | uw_sws/term.py | https://github.com/uw-it-aca/uw-restclients-sws/blob/4d36776dcca36855fc15c1b8fe7650ae045194cf/uw_sws/term.py#L74-L88 | def get_term_after(aterm):
"""
Returns a uw_sws.models.Term object,
for the term after the term given.
"""
next_year = aterm.year
if aterm.quarter == "autumn":
next_quarter = QUARTER_SEQ[0]
else:
next_quarter = QUARTER_SEQ[QUARTER_SEQ.index(aterm.quarter) + 1]
if next_qu... | [
"def",
"get_term_after",
"(",
"aterm",
")",
":",
"next_year",
"=",
"aterm",
".",
"year",
"if",
"aterm",
".",
"quarter",
"==",
"\"autumn\"",
":",
"next_quarter",
"=",
"QUARTER_SEQ",
"[",
"0",
"]",
"else",
":",
"next_quarter",
"=",
"QUARTER_SEQ",
"[",
"QUART... | Returns a uw_sws.models.Term object,
for the term after the term given. | [
"Returns",
"a",
"uw_sws",
".",
"models",
".",
"Term",
"object",
"for",
"the",
"term",
"after",
"the",
"term",
"given",
"."
] | python | train | 27.533333 |
GoogleCloudPlatform/appengine-mapreduce | python/src/mapreduce/handlers.py | https://github.com/GoogleCloudPlatform/appengine-mapreduce/blob/2045eb3605b6ecb40c83d11dd5442a89fe5c5dd6/python/src/mapreduce/handlers.py#L866-L902 | def _attempt_slice_retry(self, shard_state, tstate):
"""Attempt to retry this slice.
This method may modify shard_state and tstate to prepare for retry or fail.
Args:
shard_state: model.ShardState for current shard.
tstate: model.TransientShardState for current shard.
Returns:
A _TA... | [
"def",
"_attempt_slice_retry",
"(",
"self",
",",
"shard_state",
",",
"tstate",
")",
":",
"if",
"(",
"shard_state",
".",
"slice_retries",
"+",
"1",
"<",
"parameters",
".",
"config",
".",
"TASK_MAX_DATA_PROCESSING_ATTEMPTS",
")",
":",
"logging",
".",
"warning",
... | Attempt to retry this slice.
This method may modify shard_state and tstate to prepare for retry or fail.
Args:
shard_state: model.ShardState for current shard.
tstate: model.TransientShardState for current shard.
Returns:
A _TASK_DIRECTIVE enum. RETRY_SLICE if slice should be retried.
... | [
"Attempt",
"to",
"retry",
"this",
"slice",
"."
] | python | train | 40.567568 |
jobovy/galpy | galpy/df/streamdf.py | https://github.com/jobovy/galpy/blob/9c5b9fe65d58835624dffe432be282060918ee08/galpy/df/streamdf.py#L1905-L1976 | def length(self,threshold=0.2,phys=False,ang=False,tdisrupt=None,
**kwargs):
"""
NAME:
length
PURPOSE:
calculate the length of the stream
INPUT:
threshold - threshold down from the density near the progenitor at which to define the 'en... | [
"def",
"length",
"(",
"self",
",",
"threshold",
"=",
"0.2",
",",
"phys",
"=",
"False",
",",
"ang",
"=",
"False",
",",
"tdisrupt",
"=",
"None",
",",
"*",
"*",
"kwargs",
")",
":",
"peak_dens",
"=",
"self",
".",
"density_par",
"(",
"0.1",
",",
"tdisru... | NAME:
length
PURPOSE:
calculate the length of the stream
INPUT:
threshold - threshold down from the density near the progenitor at which to define the 'end' of the stream
phys= (False) if True, return the length in physical kpc
ang= (False) i... | [
"NAME",
":"
] | python | train | 46.25 |
msmbuilder/msmbuilder | msmbuilder/msm/msm.py | https://github.com/msmbuilder/msmbuilder/blob/556a93a170782f47be53f4a1e9d740fb1c8272b3/msmbuilder/msm/msm.py#L212-L281 | def eigtransform(self, sequences, right=True, mode='clip'):
r"""Transform a list of sequences by projecting the sequences onto
the first `n_timescales` dynamical eigenvectors.
Parameters
----------
sequences : list of array-like
List of sequences, or a single sequenc... | [
"def",
"eigtransform",
"(",
"self",
",",
"sequences",
",",
"right",
"=",
"True",
",",
"mode",
"=",
"'clip'",
")",
":",
"result",
"=",
"[",
"]",
"for",
"y",
"in",
"self",
".",
"transform",
"(",
"sequences",
",",
"mode",
"=",
"mode",
")",
":",
"if",
... | r"""Transform a list of sequences by projecting the sequences onto
the first `n_timescales` dynamical eigenvectors.
Parameters
----------
sequences : list of array-like
List of sequences, or a single sequence. Each sequence should be a
1D iterable of state labels... | [
"r",
"Transform",
"a",
"list",
"of",
"sequences",
"by",
"projecting",
"the",
"sequences",
"onto",
"the",
"first",
"n_timescales",
"dynamical",
"eigenvectors",
"."
] | python | train | 41.985714 |
lingfeiwang/findr-python | findr/pij.py | https://github.com/lingfeiwang/findr-python/blob/417f163e658fee6ef311571f7048f96069a0cf1f/findr/pij.py#L551-L578 | def cassist(self,dc,dt,dt2,nodiag=False,memlimit=-1):
"""Calculates probability of gene i regulating gene j with continuous data assisted method,
with the recommended combination of multiple tests.
Probabilities are converted from likelihood ratios separately for each A. This gives better
predictions when the numbe... | [
"def",
"cassist",
"(",
"self",
",",
"dc",
",",
"dt",
",",
"dt2",
",",
"nodiag",
"=",
"False",
",",
"memlimit",
"=",
"-",
"1",
")",
":",
"return",
"_cassist_any",
"(",
"self",
",",
"dc",
",",
"dt",
",",
"dt2",
",",
"\"pij_cassist\"",
",",
"nodiag",
... | Calculates probability of gene i regulating gene j with continuous data assisted method,
with the recommended combination of multiple tests.
Probabilities are converted from likelihood ratios separately for each A. This gives better
predictions when the number of secondary targets (dt2) is large. (Check program warn... | [
"Calculates",
"probability",
"of",
"gene",
"i",
"regulating",
"gene",
"j",
"with",
"continuous",
"data",
"assisted",
"method",
"with",
"the",
"recommended",
"combination",
"of",
"multiple",
"tests",
".",
"Probabilities",
"are",
"converted",
"from",
"likelihood",
"... | python | train | 68.714286 |
pseudo-lang/pseudo | pseudo/code_generator.py | https://github.com/pseudo-lang/pseudo/blob/d0856d13e01a646156d3363f8c1bf352e6ea6315/pseudo/code_generator.py#L216-L387 | def _parse_template(self, code, label):
'''
Pare smart indented templates
Takes a template a returns a list of sub-templates, taking in account
the indentation of the original code based on the first line indentation(0)
Special treatment of whitespace: returns special Offset and... | [
"def",
"_parse_template",
"(",
"self",
",",
"code",
",",
"label",
")",
":",
"if",
"isinstance",
"(",
"code",
",",
"tuple",
")",
":",
"return",
"tuple",
"(",
"self",
".",
"_parse_template",
"(",
"c",
",",
"label",
")",
"for",
"c",
"in",
"code",
")",
... | Pare smart indented templates
Takes a template a returns a list of sub-templates, taking in account
the indentation of the original code based on the first line indentation(0)
Special treatment of whitespace: returns special Offset and INTERNAL_WHITESPACE, so the generation can be configurable
... | [
"Pare",
"smart",
"indented",
"templates"
] | python | train | 37.180233 |
googleapis/oauth2client | oauth2client/contrib/django_util/__init__.py | https://github.com/googleapis/oauth2client/blob/50d20532a748f18e53f7d24ccbe6647132c979a9/oauth2client/contrib/django_util/__init__.py#L398-L413 | def _redirect_with_params(url_name, *args, **kwargs):
"""Helper method to create a redirect response with URL params.
This builds a redirect string that converts kwargs into a
query string.
Args:
url_name: The name of the url to redirect to.
kwargs: the query string param and their val... | [
"def",
"_redirect_with_params",
"(",
"url_name",
",",
"*",
"args",
",",
"*",
"*",
"kwargs",
")",
":",
"url",
"=",
"urlresolvers",
".",
"reverse",
"(",
"url_name",
",",
"args",
"=",
"args",
")",
"params",
"=",
"parse",
".",
"urlencode",
"(",
"kwargs",
"... | Helper method to create a redirect response with URL params.
This builds a redirect string that converts kwargs into a
query string.
Args:
url_name: The name of the url to redirect to.
kwargs: the query string param and their values to build.
Returns:
A properly formatted redi... | [
"Helper",
"method",
"to",
"create",
"a",
"redirect",
"response",
"with",
"URL",
"params",
"."
] | python | valid | 32.625 |
fhcrc/seqmagick | seqmagick/transform.py | https://github.com/fhcrc/seqmagick/blob/1642bb87ba5c171fbd307f9da0f8a0ee1d69d5ed/seqmagick/transform.py#L310-L327 | def _reverse_annotations(old_record, new_record):
"""
Copy annotations form old_record to new_record, reversing any
lists / tuples / strings.
"""
# Copy the annotations over
for k, v in list(old_record.annotations.items()):
# Trim if appropriate
if isinstance(v, (tuple, list)) an... | [
"def",
"_reverse_annotations",
"(",
"old_record",
",",
"new_record",
")",
":",
"# Copy the annotations over",
"for",
"k",
",",
"v",
"in",
"list",
"(",
"old_record",
".",
"annotations",
".",
"items",
"(",
")",
")",
":",
"# Trim if appropriate",
"if",
"isinstance"... | Copy annotations form old_record to new_record, reversing any
lists / tuples / strings. | [
"Copy",
"annotations",
"form",
"old_record",
"to",
"new_record",
"reversing",
"any",
"lists",
"/",
"tuples",
"/",
"strings",
"."
] | python | train | 38.388889 |
projectshift/shift-schema | shiftschema/result.py | https://github.com/projectshift/shift-schema/blob/07787b540d3369bb37217ffbfbe629118edaf0eb/shiftschema/result.py#L298-L312 | def get_messages(self, locale=None):
""" Get a dictionary of translated messages """
if locale is None:
locale = self.locale
if self.translator:
def translate(error):
return self.translator.translate(error, locale)
else:
def translate(... | [
"def",
"get_messages",
"(",
"self",
",",
"locale",
"=",
"None",
")",
":",
"if",
"locale",
"is",
"None",
":",
"locale",
"=",
"self",
".",
"locale",
"if",
"self",
".",
"translator",
":",
"def",
"translate",
"(",
"error",
")",
":",
"return",
"self",
"."... | Get a dictionary of translated messages | [
"Get",
"a",
"dictionary",
"of",
"translated",
"messages"
] | python | train | 30.866667 |
JdeRobot/base | src/drivers/MAVLinkServer/MAVProxy/pymavlink/quaternion.py | https://github.com/JdeRobot/base/blob/303b18992785b2fe802212f2d758a60873007f1f/src/drivers/MAVLinkServer/MAVProxy/pymavlink/quaternion.py#L293-L318 | def _euler_to_q(self, euler):
"""
Create q array from euler angles
:param euler: array [roll, pitch, yaw] in rad
:returns: array q which represents a quaternion [w, x, y, z]
"""
assert(len(euler) == 3)
phi = euler[0]
theta = euler[1]
psi = euler[2]... | [
"def",
"_euler_to_q",
"(",
"self",
",",
"euler",
")",
":",
"assert",
"(",
"len",
"(",
"euler",
")",
"==",
"3",
")",
"phi",
"=",
"euler",
"[",
"0",
"]",
"theta",
"=",
"euler",
"[",
"1",
"]",
"psi",
"=",
"euler",
"[",
"2",
"]",
"c_phi_2",
"=",
... | Create q array from euler angles
:param euler: array [roll, pitch, yaw] in rad
:returns: array q which represents a quaternion [w, x, y, z] | [
"Create",
"q",
"array",
"from",
"euler",
"angles",
":",
"param",
"euler",
":",
"array",
"[",
"roll",
"pitch",
"yaw",
"]",
"in",
"rad",
":",
"returns",
":",
"array",
"q",
"which",
"represents",
"a",
"quaternion",
"[",
"w",
"x",
"y",
"z",
"]"
] | python | train | 35.692308 |
tensorflow/lucid | lucid/optvis/objectives.py | https://github.com/tensorflow/lucid/blob/d1a1e2e4fd4be61b89b8cba20dc425a5ae34576e/lucid/optvis/objectives.py#L214-L224 | def direction_cossim(layer, vec, batch=None):
"""Visualize a direction (cossine similarity)"""
def inner(T):
act_mags = tf.sqrt(tf.reduce_sum(T(layer)**2, -1, keepdims=True))
vec_mag = tf.sqrt(tf.reduce_sum(vec**2))
mags = act_mags * vec_mag
if batch is None:
return tf.reduce_mean(T(layer) * v... | [
"def",
"direction_cossim",
"(",
"layer",
",",
"vec",
",",
"batch",
"=",
"None",
")",
":",
"def",
"inner",
"(",
"T",
")",
":",
"act_mags",
"=",
"tf",
".",
"sqrt",
"(",
"tf",
".",
"reduce_sum",
"(",
"T",
"(",
"layer",
")",
"**",
"2",
",",
"-",
"1... | Visualize a direction (cossine similarity) | [
"Visualize",
"a",
"direction",
"(",
"cossine",
"similarity",
")"
] | python | train | 40.545455 |
zarr-developers/zarr | zarr/core.py | https://github.com/zarr-developers/zarr/blob/fb8e6d5ea6bc26e451e5cf0eaaee36977556d5b5/zarr/core.py#L2244-L2302 | def astype(self, dtype):
"""Returns a view that does on the fly type conversion of the underlying data.
Parameters
----------
dtype : string or dtype
NumPy dtype.
Notes
-----
This method returns a new Array object which is a view on the same
... | [
"def",
"astype",
"(",
"self",
",",
"dtype",
")",
":",
"dtype",
"=",
"np",
".",
"dtype",
"(",
"dtype",
")",
"filters",
"=",
"[",
"]",
"if",
"self",
".",
"_filters",
":",
"filters",
".",
"extend",
"(",
"self",
".",
"_filters",
")",
"filters",
".",
... | Returns a view that does on the fly type conversion of the underlying data.
Parameters
----------
dtype : string or dtype
NumPy dtype.
Notes
-----
This method returns a new Array object which is a view on the same
underlying chunk data. Modifying any... | [
"Returns",
"a",
"view",
"that",
"does",
"on",
"the",
"fly",
"type",
"conversion",
"of",
"the",
"underlying",
"data",
"."
] | python | train | 40.745763 |
dougalsutherland/skl-groups | skl_groups/kernels/transform.py | https://github.com/dougalsutherland/skl-groups/blob/2584c10a413626c6d5f9078cdbf3dcc84e4e9a5b/skl_groups/kernels/transform.py#L400-L421 | def fit(self, X, y=None):
'''
Learn the linear transformation to flipped eigenvalues.
Parameters
----------
X : array, shape [n, n]
The *symmetric* input similarities. If X is asymmetric, it will be
treated as if it were symmetric based on its lower-trian... | [
"def",
"fit",
"(",
"self",
",",
"X",
",",
"y",
"=",
"None",
")",
":",
"n",
"=",
"X",
".",
"shape",
"[",
"0",
"]",
"if",
"X",
".",
"shape",
"!=",
"(",
"n",
",",
"n",
")",
":",
"raise",
"TypeError",
"(",
"\"Input must be a square matrix.\"",
")",
... | Learn the linear transformation to flipped eigenvalues.
Parameters
----------
X : array, shape [n, n]
The *symmetric* input similarities. If X is asymmetric, it will be
treated as if it were symmetric based on its lower-triangular part. | [
"Learn",
"the",
"linear",
"transformation",
"to",
"flipped",
"eigenvalues",
"."
] | python | valid | 34.318182 |
CivicSpleen/ambry | ambry/library/search_backends/postgres_backend.py | https://github.com/CivicSpleen/ambry/blob/d7f2be4bf1f7ffd086f3fadd4fcae60c32473e42/ambry/library/search_backends/postgres_backend.py#L525-L536 | def all(self):
""" Returns list with vids of all indexed partitions. """
partitions = []
query = text("""
SELECT dataset_vid, vid
FROM partition_index;""")
for result in self.execute(query):
dataset_vid, vid = result
partitions.append(Par... | [
"def",
"all",
"(",
"self",
")",
":",
"partitions",
"=",
"[",
"]",
"query",
"=",
"text",
"(",
"\"\"\"\n SELECT dataset_vid, vid\n FROM partition_index;\"\"\"",
")",
"for",
"result",
"in",
"self",
".",
"execute",
"(",
"query",
")",
":",
"datase... | Returns list with vids of all indexed partitions. | [
"Returns",
"list",
"with",
"vids",
"of",
"all",
"indexed",
"partitions",
"."
] | python | train | 33.083333 |
tornadoweb/tornado | tornado/escape.py | https://github.com/tornadoweb/tornado/blob/b8b481770bcdb333a69afde5cce7eaa449128326/tornado/escape.py#L186-L196 | def utf8(value: Union[None, str, bytes]) -> Optional[bytes]: # noqa: F811
"""Converts a string argument to a byte string.
If the argument is already a byte string or None, it is returned unchanged.
Otherwise it must be a unicode string and is encoded as utf8.
"""
if isinstance(value, _UTF8_TYPES):... | [
"def",
"utf8",
"(",
"value",
":",
"Union",
"[",
"None",
",",
"str",
",",
"bytes",
"]",
")",
"->",
"Optional",
"[",
"bytes",
"]",
":",
"# noqa: F811",
"if",
"isinstance",
"(",
"value",
",",
"_UTF8_TYPES",
")",
":",
"return",
"value",
"if",
"not",
"isi... | Converts a string argument to a byte string.
If the argument is already a byte string or None, it is returned unchanged.
Otherwise it must be a unicode string and is encoded as utf8. | [
"Converts",
"a",
"string",
"argument",
"to",
"a",
"byte",
"string",
"."
] | python | train | 44.545455 |
MaxHalford/prince | prince/ca.py | https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L82-L85 | def eigenvalues_(self):
"""The eigenvalues associated with each principal component."""
utils.validation.check_is_fitted(self, 's_')
return np.square(self.s_).tolist() | [
"def",
"eigenvalues_",
"(",
"self",
")",
":",
"utils",
".",
"validation",
".",
"check_is_fitted",
"(",
"self",
",",
"'s_'",
")",
"return",
"np",
".",
"square",
"(",
"self",
".",
"s_",
")",
".",
"tolist",
"(",
")"
] | The eigenvalues associated with each principal component. | [
"The",
"eigenvalues",
"associated",
"with",
"each",
"principal",
"component",
"."
] | python | train | 47 |
StorjOld/pyp2p | pyp2p/nat_pmp.py | https://github.com/StorjOld/pyp2p/blob/7024208c3af20511496a652ff212f54c420e0464/pyp2p/nat_pmp.py#L361-L381 | def map_udp_port(public_port, private_port, lifetime=3600, gateway_ip=None,
retry=9, use_exception=True):
"""A high-level wrapper to map_port() that requests a mapping for
a public UDP port on the NAT to a private UDP port on this host.
Returns the complete response on success.
... | [
"def",
"map_udp_port",
"(",
"public_port",
",",
"private_port",
",",
"lifetime",
"=",
"3600",
",",
"gateway_ip",
"=",
"None",
",",
"retry",
"=",
"9",
",",
"use_exception",
"=",
"True",
")",
":",
"return",
"map_port",
"(",
"NATPMP_PROTOCOL_UDP",
",",
"public_... | A high-level wrapper to map_port() that requests a mapping for
a public UDP port on the NAT to a private UDP port on this host.
Returns the complete response on success.
public_port - the public port of the mapping requested
private_port - the private port of the mappi... | [
"A",
"high",
"-",
"level",
"wrapper",
"to",
"map_port",
"()",
"that",
"requests",
"a",
"mapping",
"for",
"a",
"public",
"UDP",
"port",
"on",
"the",
"NAT",
"to",
"a",
"private",
"UDP",
"port",
"on",
"this",
"host",
".",
"Returns",
"the",
"complete",
"re... | python | train | 58.380952 |
chewse/djangorestframework-signed-permissions | signedpermissions/signing.py | https://github.com/chewse/djangorestframework-signed-permissions/blob/b1cc4c57999fc5be8361f60f0ada1d777b27feab/signedpermissions/signing.py#L35-L38 | def unsign_filters_and_actions(sign, dotted_model_name):
"""Return the list of filters and actions for dotted_model_name."""
permissions = signing.loads(sign)
return permissions.get(dotted_model_name, []) | [
"def",
"unsign_filters_and_actions",
"(",
"sign",
",",
"dotted_model_name",
")",
":",
"permissions",
"=",
"signing",
".",
"loads",
"(",
"sign",
")",
"return",
"permissions",
".",
"get",
"(",
"dotted_model_name",
",",
"[",
"]",
")"
] | Return the list of filters and actions for dotted_model_name. | [
"Return",
"the",
"list",
"of",
"filters",
"and",
"actions",
"for",
"dotted_model_name",
"."
] | python | train | 53.25 |
Ehco1996/lazySpider | lazyspider/lazystore.py | https://github.com/Ehco1996/lazySpider/blob/6ae43fec7f784d7e515379e79bcaff06b7fd5ade/lazyspider/lazystore.py#L183-L199 | def find_by_fields(self, table, queryset={}):
'''
从数据库里查询 符合多个条件的记录
Args:
table: 表名字 str
queryset : key 字段 value 值 dict
return:
成功: [dict] 保存的记录
失败: -1 并打印返回报错信息
'''
querys = ""
for k, v in que... | [
"def",
"find_by_fields",
"(",
"self",
",",
"table",
",",
"queryset",
"=",
"{",
"}",
")",
":",
"querys",
"=",
"\"\"",
"for",
"k",
",",
"v",
"in",
"queryset",
".",
"items",
"(",
")",
":",
"querys",
"+=",
"\"{} = '{}' and \"",
".",
"format",
"(",
"k",
... | 从数据库里查询 符合多个条件的记录
Args:
table: 表名字 str
queryset : key 字段 value 值 dict
return:
成功: [dict] 保存的记录
失败: -1 并打印返回报错信息 | [
"从数据库里查询",
"符合多个条件的记录",
"Args",
":",
"table",
":",
"表名字",
"str",
"queryset",
":",
"key",
"字段",
"value",
"值",
"dict",
"return",
":",
"成功:",
"[",
"dict",
"]",
"保存的记录",
"失败:",
"-",
"1",
"并打印返回报错信息"
] | python | train | 29.529412 |
djaodjin/djaodjin-deployutils | deployutils/apps/django/management/commands/pullapp.py | https://github.com/djaodjin/djaodjin-deployutils/blob/a0fe3cf3030dbbf09025c69ce75a69b326565dd8/deployutils/apps/django/management/commands/pullapp.py#L200-L217 | def migrate_all():
"""
Create schema migrations for all apps specified in INSTALLED_APPS,
then run a migrate command.
"""
if 'south' in settings.INSTALLED_APPS:
return _south_migrate_all()
from django.core.management.commands import makemigrations, migrate
schema_args = [sys.executab... | [
"def",
"migrate_all",
"(",
")",
":",
"if",
"'south'",
"in",
"settings",
".",
"INSTALLED_APPS",
":",
"return",
"_south_migrate_all",
"(",
")",
"from",
"django",
".",
"core",
".",
"management",
".",
"commands",
"import",
"makemigrations",
",",
"migrate",
"schema... | Create schema migrations for all apps specified in INSTALLED_APPS,
then run a migrate command. | [
"Create",
"schema",
"migrations",
"for",
"all",
"apps",
"specified",
"in",
"INSTALLED_APPS",
"then",
"run",
"a",
"migrate",
"command",
"."
] | python | train | 36.888889 |
gem/oq-engine | openquake/calculators/classical_risk.py | https://github.com/gem/oq-engine/blob/8294553a0b8aba33fd96437a35065d03547d0040/openquake/calculators/classical_risk.py#L28-L74 | def classical_risk(riskinputs, riskmodel, param, monitor):
"""
Compute and return the average losses for each asset.
:param riskinputs:
:class:`openquake.risklib.riskinput.RiskInput` objects
:param riskmodel:
a :class:`openquake.risklib.riskinput.CompositeRiskModel` instance
:param ... | [
"def",
"classical_risk",
"(",
"riskinputs",
",",
"riskmodel",
",",
"param",
",",
"monitor",
")",
":",
"result",
"=",
"dict",
"(",
"loss_curves",
"=",
"[",
"]",
",",
"stat_curves",
"=",
"[",
"]",
")",
"weights",
"=",
"[",
"w",
"[",
"'default'",
"]",
"... | Compute and return the average losses for each asset.
:param riskinputs:
:class:`openquake.risklib.riskinput.RiskInput` objects
:param riskmodel:
a :class:`openquake.risklib.riskinput.CompositeRiskModel` instance
:param param:
dictionary of extra parameters
:param monitor:
... | [
"Compute",
"and",
"return",
"the",
"average",
"losses",
"for",
"each",
"asset",
"."
] | python | train | 43.638298 |
pyvisa/pyvisa | pyvisa/ctwrapper/functions.py | https://github.com/pyvisa/pyvisa/blob/b8b2d4371e1f00782856aa9176ff1ced6bcb3798/pyvisa/ctwrapper/functions.py#L466-L486 | def find_resources(library, session, query):
"""Queries a VISA system to locate the resources associated with a specified interface.
Corresponds to viFindRsrc function of the VISA library.
:param library: the visa library wrapped by ctypes.
:param session: Unique logical identifier to a session (unuse... | [
"def",
"find_resources",
"(",
"library",
",",
"session",
",",
"query",
")",
":",
"find_list",
"=",
"ViFindList",
"(",
")",
"return_counter",
"=",
"ViUInt32",
"(",
")",
"instrument_description",
"=",
"create_string_buffer",
"(",
"constants",
".",
"VI_FIND_BUFLEN",
... | Queries a VISA system to locate the resources associated with a specified interface.
Corresponds to viFindRsrc function of the VISA library.
:param library: the visa library wrapped by ctypes.
:param session: Unique logical identifier to a session (unused, just to uniform signatures).
:param query: A ... | [
"Queries",
"a",
"VISA",
"system",
"to",
"locate",
"the",
"resources",
"associated",
"with",
"a",
"specified",
"interface",
"."
] | python | train | 54.619048 |
StackStorm/pybind | pybind/nos/v6_0_2f/rbridge_id/interface/ve/ipv6/__init__.py | https://github.com/StackStorm/pybind/blob/44c467e71b2b425be63867aba6e6fa28b2cfe7fb/pybind/nos/v6_0_2f/rbridge_id/interface/ve/ipv6/__init__.py#L347-L368 | def _set_ipv6_ve_intf_cmds(self, v, load=False):
"""
Setter method for ipv6_ve_intf_cmds, mapped from YANG variable /rbridge_id/interface/ve/ipv6/ipv6_ve_intf_cmds (container)
If this variable is read-only (config: false) in the
source YANG file, then _set_ipv6_ve_intf_cmds is considered as a private
... | [
"def",
"_set_ipv6_ve_intf_cmds",
"(",
"self",
",",
"v",
",",
"load",
"=",
"False",
")",
":",
"if",
"hasattr",
"(",
"v",
",",
"\"_utype\"",
")",
":",
"v",
"=",
"v",
".",
"_utype",
"(",
"v",
")",
"try",
":",
"t",
"=",
"YANGDynClass",
"(",
"v",
",",... | Setter method for ipv6_ve_intf_cmds, mapped from YANG variable /rbridge_id/interface/ve/ipv6/ipv6_ve_intf_cmds (container)
If this variable is read-only (config: false) in the
source YANG file, then _set_ipv6_ve_intf_cmds is considered as a private
method. Backends looking to populate this variable should
... | [
"Setter",
"method",
"for",
"ipv6_ve_intf_cmds",
"mapped",
"from",
"YANG",
"variable",
"/",
"rbridge_id",
"/",
"interface",
"/",
"ve",
"/",
"ipv6",
"/",
"ipv6_ve_intf_cmds",
"(",
"container",
")",
"If",
"this",
"variable",
"is",
"read",
"-",
"only",
"(",
"con... | python | train | 83.090909 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.