kejian/codesearchnet-python-raw-457k · Datasets at Hugging Face

repo stringlengths 7 55	path stringlengths 4 223	url stringlengths 87 315	code stringlengths 75 104k	code_tokens sequence	docstring stringlengths 1 46.9k	docstring_tokens sequence	language stringclasses 1 value	partition stringclasses 3 values	avg_line_len float64 7.91 980
has2k1/mizani	mizani/utils.py	https://github.com/has2k1/mizani/blob/312d0550ee0136fd1b0384829b33f3b2065f47c8/mizani/utils.py#L257-L277	def same_log10_order_of_magnitude(x, delta=0.1): """ Return true if range is approximately in same order of magnitude For example these sequences are in the same order of magnitude: - [1, 8, 5] # [1, 10) - [35, 20, 80] # [10 100) - [232, 730] # [100, 1000) Parameters ...	[ "def", "same_log10_order_of_magnitude", "(", "x", ",", "delta", "=", "0.1", ")", ":", "dmin", "=", "np", ".", "log10", "(", "np", ".", "min", "(", "x", ")", "*", "(", "1", "-", "delta", ")", ")", "dmax", "=", "np", ".", "log10", "(", "np", ".",...	Return true if range is approximately in same order of magnitude For example these sequences are in the same order of magnitude: - [1, 8, 5] # [1, 10) - [35, 20, 80] # [10 100) - [232, 730] # [100, 1000) Parameters ---------- x : array-like Values in base 10. ...	[ "Return", "true", "if", "range", "is", "approximately", "in", "same", "order", "of", "magnitude" ]	python	valid	29.619048
gitpython-developers/GitPython	git/compat.py	https://github.com/gitpython-developers/GitPython/blob/1f66e25c25cde2423917ee18c4704fff83b837d1/git/compat.py#L161-L185	def surrogateescape_handler(exc): """ Pure Python implementation of the PEP 383: the "surrogateescape" error handler of Python 3. Undecodable bytes will be replaced by a Unicode character U+DCxx on decoding, and these are translated into the original bytes on encoding. """ mystring = exc.obj...	[ "def", "surrogateescape_handler", "(", "exc", ")", ":", "mystring", "=", "exc", ".", "object", "[", "exc", ".", "start", ":", "exc", ".", "end", "]", "try", ":", "if", "isinstance", "(", "exc", ",", "UnicodeDecodeError", ")", ":", "# mystring is a byte-str...	Pure Python implementation of the PEP 383: the "surrogateescape" error handler of Python 3. Undecodable bytes will be replaced by a Unicode character U+DCxx on decoding, and these are translated into the original bytes on encoding.	[ "Pure", "Python", "implementation", "of", "the", "PEP", "383", ":", "the", "surrogateescape", "error", "handler", "of", "Python", "3", ".", "Undecodable", "bytes", "will", "be", "replaced", "by", "a", "Unicode", "character", "U", "+", "DCxx", "on", "decoding...	python	train	43.52
geertj/pyskiplist	pyskiplist/skiplist.py	https://github.com/geertj/pyskiplist/blob/c5f94cf135d42bb277255150d3f570ed807468b2/pyskiplist/skiplist.py#L403-L415	def index(self, key, default=UNSET): """Find the first key-value pair with key key and return its position. If the key is not found, return default. If default was not provided, raise a ``KeyError`` """ self._find_lt(key) node = self._path[0][2] if node is se...	[ "def", "index", "(", "self", ",", "key", ",", "default", "=", "UNSET", ")", ":", "self", ".", "_find_lt", "(", "key", ")", "node", "=", "self", ".", "_path", "[", "0", "]", "[", "2", "]", "if", "node", "is", "self", ".", "_tail", "or", "key", ...	Find the first key-value pair with key key and return its position. If the key is not found, return default. If default was not provided, raise a ``KeyError``	[ "Find", "the", "first", "key", "-", "value", "pair", "with", "key", "", "key", "", "and", "return", "its", "position", "." ]	python	train	38.384615
pallets/werkzeug	src/werkzeug/debug/tbtools.py	https://github.com/pallets/werkzeug/blob/a220671d66755a94630a212378754bb432811158/src/werkzeug/debug/tbtools.py#L548-L554	def eval(self, code, mode="single"): """Evaluate code in the context of the frame.""" if isinstance(code, string_types): if PY2 and isinstance(code, text_type): # noqa code = UTF8_COOKIE + code.encode("utf-8") code = compile(code, "<interactive>", mode) r...	[ "def", "eval", "(", "self", ",", "code", ",", "mode", "=", "\"single\"", ")", ":", "if", "isinstance", "(", "code", ",", "string_types", ")", ":", "if", "PY2", "and", "isinstance", "(", "code", ",", "text_type", ")", ":", "# noqa", "code", "=", "UTF8...	Evaluate code in the context of the frame.	[ "Evaluate", "code", "in", "the", "context", "of", "the", "frame", "." ]	python	train	51
genomoncology/related	src/related/converters.py	https://github.com/genomoncology/related/blob/be47c0081e60fc60afcde3a25f00ebcad5d18510/src/related/converters.py#L72-L93	def to_set_field(cls): """ Returns a callable instance that will convert a value to a Sequence. :param cls: Valid class type of the items in the Sequence. :return: instance of the SequenceConverter. """ class SetConverter(object): def __init__(self, cls): self._cls = cls ...	[ "def", "to_set_field", "(", "cls", ")", ":", "class", "SetConverter", "(", "object", ")", ":", "def", "__init__", "(", "self", ",", "cls", ")", ":", "self", ".", "_cls", "=", "cls", "@", "property", "def", "cls", "(", "self", ")", ":", "return", "r...	Returns a callable instance that will convert a value to a Sequence. :param cls: Valid class type of the items in the Sequence. :return: instance of the SequenceConverter.	[ "Returns", "a", "callable", "instance", "that", "will", "convert", "a", "value", "to", "a", "Sequence", "." ]	python	train	27.545455
DataDog/integrations-core	tokumx/datadog_checks/tokumx/vendor/pymongo/mongo_client.py	https://github.com/DataDog/integrations-core/blob/ebd41c873cf9f97a8c51bf9459bc6a7536af8acd/tokumx/datadog_checks/tokumx/vendor/pymongo/mongo_client.py#L1073-L1086	def _close_cursor_now(self, cursor_id, address=None): """Send a kill cursors message with the given id. What closing the cursor actually means depends on this client's cursor manager. If there is none, the cursor is closed synchronously on the current thread. """ if not ...	[ "def", "_close_cursor_now", "(", "self", ",", "cursor_id", ",", "address", "=", "None", ")", ":", "if", "not", "isinstance", "(", "cursor_id", ",", "integer_types", ")", ":", "raise", "TypeError", "(", "\"cursor_id must be an instance of (int, long)\"", ")", "if",...	Send a kill cursors message with the given id. What closing the cursor actually means depends on this client's cursor manager. If there is none, the cursor is closed synchronously on the current thread.	[ "Send", "a", "kill", "cursors", "message", "with", "the", "given", "id", "." ]	python	train	44
facetoe/zenpy	zenpy/lib/api.py	https://github.com/facetoe/zenpy/blob/34c54c7e408b9ed01604ddf8b3422204c8bf31ea/zenpy/lib/api.py#L636-L644	def request_verification(self, user, identity): """ Sends the user a verification email with a link to verify ownership of the email address. :param user: User id or object :param identity: Identity id or object :return: requests Response object """ return UserId...	[ "def", "request_verification", "(", "self", ",", "user", ",", "identity", ")", ":", "return", "UserIdentityRequest", "(", "self", ")", ".", "put", "(", "self", ".", "endpoint", ".", "request_verification", ",", "user", ",", "identity", ")" ]	Sends the user a verification email with a link to verify ownership of the email address. :param user: User id or object :param identity: Identity id or object :return: requests Response object	[ "Sends", "the", "user", "a", "verification", "email", "with", "a", "link", "to", "verify", "ownership", "of", "the", "email", "address", "." ]	python	train	43
markchil/gptools	gptools/gaussian_process.py	https://github.com/markchil/gptools/blob/225db52bfe6baef1516529ad22177aa2cf7b71e4/gptools/gaussian_process.py#L331-L339	def free_params(self, value): """Set the free parameters. Note that this bypasses enforce_bounds. """ value = scipy.asarray(value, dtype=float) self.K_up_to_date = False self.k.free_params = value[:self.k.num_free_params] self.noise_k.free_params = value[self.k.num_free_p...	[ "def", "free_params", "(", "self", ",", "value", ")", ":", "value", "=", "scipy", ".", "asarray", "(", "value", ",", "dtype", "=", "float", ")", "self", ".", "K_up_to_date", "=", "False", "self", ".", "k", ".", "free_params", "=", "value", "[", ":", ...	Set the free parameters. Note that this bypasses enforce_bounds.	[ "Set", "the", "free", "parameters", ".", "Note", "that", "this", "bypasses", "enforce_bounds", "." ]	python	train	55.555556
rigetti/pyquil	pyquil/operator_estimation.py	https://github.com/rigetti/pyquil/blob/ec98e453084b0037d69d8c3245f6822a5422593d/pyquil/operator_estimation.py#L470-L483	def _local_pauli_eig_meas(op, idx): """ Generate gate sequence to measure in the eigenbasis of a Pauli operator, assuming we are only able to measure in the Z eigenbasis. (Note: The unitary operations of this Program are essentially the Hermitian conjugates of those in :py:func:`_one_q_pauli_prep`) ...	[ "def", "_local_pauli_eig_meas", "(", "op", ",", "idx", ")", ":", "if", "op", "==", "'X'", ":", "return", "Program", "(", "RY", "(", "-", "pi", "/", "2", ",", "idx", ")", ")", "elif", "op", "==", "'Y'", ":", "return", "Program", "(", "RX", "(", ...	Generate gate sequence to measure in the eigenbasis of a Pauli operator, assuming we are only able to measure in the Z eigenbasis. (Note: The unitary operations of this Program are essentially the Hermitian conjugates of those in :py:func:`_one_q_pauli_prep`)	[ "Generate", "gate", "sequence", "to", "measure", "in", "the", "eigenbasis", "of", "a", "Pauli", "operator", "assuming", "we", "are", "only", "able", "to", "measure", "in", "the", "Z", "eigenbasis", ".", "(", "Note", ":", "The", "unitary", "operations", "of...	python	train	37.357143
Eyepea/systemDream	src/systemdream/journal/handler.py	https://github.com/Eyepea/systemDream/blob/018fa5e9ff0f4fdc62fa85b235725d0f8b24f1a8/src/systemdream/journal/handler.py#L109-L137	def emit(self, record): """Write record as journal event. MESSAGE is taken from the message provided by the user, and PRIORITY, LOGGER, THREAD_NAME, CODE_{FILE,LINE,FUNC} fields are appended automatically. In addition, record.MESSAGE_ID will be used if present. "...	[ "def", "emit", "(", "self", ",", "record", ")", ":", "if", "record", ".", "args", "and", "isinstance", "(", "record", ".", "args", ",", "collections", ".", "Mapping", ")", ":", "extra", "=", "dict", "(", "self", ".", "_extra", ",", "", "", "recor...	Write record as journal event. MESSAGE is taken from the message provided by the user, and PRIORITY, LOGGER, THREAD_NAME, CODE_{FILE,LINE,FUNC} fields are appended automatically. In addition, record.MESSAGE_ID will be used if present.	[ "Write", "record", "as", "journal", "event", "." ]	python	train	37.896552
chemlab/chemlab	chemlab/utils/pbc.py	https://github.com/chemlab/chemlab/blob/c8730966316d101e24f39ac3b96b51282aba0abe/chemlab/utils/pbc.py#L108-L120	def periodic_distance(a, b, periodic): ''' Periodic distance between two arrays. Periodic is a 3 dimensional array containing the 3 box sizes. ''' a = np.array(a) b = np.array(b) periodic = np.array(periodic) delta = np.abs(a - b) delta = np.where(delta > 0.5 * periodic, periodic -...	[ "def", "periodic_distance", "(", "a", ",", "b", ",", "periodic", ")", ":", "a", "=", "np", ".", "array", "(", "a", ")", "b", "=", "np", ".", "array", "(", "b", ")", "periodic", "=", "np", ".", "array", "(", "periodic", ")", "delta", "=", "np", ...	Periodic distance between two arrays. Periodic is a 3 dimensional array containing the 3 box sizes.	[ "Periodic", "distance", "between", "two", "arrays", ".", "Periodic", "is", "a", "3", "dimensional", "array", "containing", "the", "3", "box", "sizes", "." ]	python	train	28.307692
eerimoq/bitstruct	bitstruct.py	https://github.com/eerimoq/bitstruct/blob/8e887c10241aa51c2a77c10e9923bb3978b15bcb/bitstruct.py#L589-L597	def unpack_from_dict(fmt, names, data, offset=0): """Same as :func:`~bitstruct.unpack_from_dict()`, but returns a dictionary. See :func:`~bitstruct.pack_dict()` for details on `names`. """ return CompiledFormatDict(fmt, names).unpack_from(data, offset)	[ "def", "unpack_from_dict", "(", "fmt", ",", "names", ",", "data", ",", "offset", "=", "0", ")", ":", "return", "CompiledFormatDict", "(", "fmt", ",", "names", ")", ".", "unpack_from", "(", "data", ",", "offset", ")" ]	Same as :func:`~bitstruct.unpack_from_dict()`, but returns a dictionary. See :func:`~bitstruct.pack_dict()` for details on `names`.	[ "Same", "as", ":", "func", ":", "~bitstruct", ".", "unpack_from_dict", "()", "but", "returns", "a", "dictionary", "." ]	python	valid	29.666667
gtaylor/paypal-python	paypal/countries.py	https://github.com/gtaylor/paypal-python/blob/aa7a987ea9e9b7f37bcd8a8b54a440aad6c871b1/paypal/countries.py#L254-L273	def is_valid_country_abbrev(abbrev, case_sensitive=False): """ Given a country code abbreviation, check to see if it matches the country table. abbrev: (str) Country code to evaluate. case_sensitive: (bool) When True, enforce case sensitivity. Returns True if valid, False if not. """ i...	[ "def", "is_valid_country_abbrev", "(", "abbrev", ",", "case_sensitive", "=", "False", ")", ":", "if", "case_sensitive", ":", "country_code", "=", "abbrev", "else", ":", "country_code", "=", "abbrev", ".", "upper", "(", ")", "for", "code", ",", "full_name", "...	Given a country code abbreviation, check to see if it matches the country table. abbrev: (str) Country code to evaluate. case_sensitive: (bool) When True, enforce case sensitivity. Returns True if valid, False if not.	[ "Given", "a", "country", "code", "abbreviation", "check", "to", "see", "if", "it", "matches", "the", "country", "table", "." ]	python	train	25.75
synw/dataswim	dataswim/charts/__init__.py	https://github.com/synw/dataswim/blob/4a4a53f80daa7cd8e8409d76a19ce07296269da2/dataswim/charts/__init__.py#L301-L311	def mline_point_(self, col, x=None, y=None, rsum=None, rmean=None): """ Splits a column into multiple series based on the column's unique values. Then visualize theses series in a chart. Parameters: column to split, x axis column, y axis column Optional: rsum="1D" to resample and sum data an rmean="1D" to m...	[ "def", "mline_point_", "(", "self", ",", "col", ",", "x", "=", "None", ",", "y", "=", "None", ",", "rsum", "=", "None", ",", "rmean", "=", "None", ")", ":", "line", "=", "self", ".", "_multiseries", "(", "col", ",", "x", ",", "y", ",", "\"line\...	Splits a column into multiple series based on the column's unique values. Then visualize theses series in a chart. Parameters: column to split, x axis column, y axis column Optional: rsum="1D" to resample and sum data an rmean="1D" to mean the data	[ "Splits", "a", "column", "into", "multiple", "series", "based", "on", "the", "column", "s", "unique", "values", ".", "Then", "visualize", "theses", "series", "in", "a", "chart", ".", "Parameters", ":", "column", "to", "split", "x", "axis", "column", "y", ...	python	train	42.727273
google/brotli	research/brotlidump.py	https://github.com/google/brotli/blob/4b2b2d4f83ffeaac7708e44409fe34896a01a278/research/brotlidump.py#L1578-L1615	def processStream(self): """Process a brotli stream. """ print('addr hex{:{}s}binary context explanation'.format( '', self.width-10)) print('Stream header'.center(60, '-')) self.windowSize = self.verboseRead(WindowSizeAlphabet()) print('Metablock header'.cent...	[ "def", "processStream", "(", "self", ")", ":", "print", "(", "'addr hex{:{}s}binary context explanation'", ".", "format", "(", "''", ",", "self", ".", "width", "-", "10", ")", ")", "print", "(", "'Stream header'", ".", "center", "(", "60", ",", "'-'", ")"...	Process a brotli stream.	[ "Process", "a", "brotli", "stream", "." ]	python	test	46.368421
DataBiosphere/dsub	dsub/lib/providers_util.py	https://github.com/DataBiosphere/dsub/blob/443ce31daa6023dc2fd65ef2051796e19d18d5a7/dsub/lib/providers_util.py#L160-L196	def build_recursive_delocalize_command(source, outputs, file_provider): """Return a multi-line string with a shell script to copy recursively. Arguments: source: Folder with the data. For example /mnt/data outputs: a list of OutputFileParam. file_provider: file provider string used to filte...	[ "def", "build_recursive_delocalize_command", "(", "source", ",", "outputs", ",", "file_provider", ")", ":", "command", "=", "_LOCALIZE_COMMAND_MAP", "[", "file_provider", "]", "filtered_outputs", "=", "[", "var", "for", "var", "in", "outputs", "if", "var", ".", ...	Return a multi-line string with a shell script to copy recursively. Arguments: source: Folder with the data. For example /mnt/data outputs: a list of OutputFileParam. file_provider: file provider string used to filter the output params; the returned command will only apply ou...	[ "Return", "a", "multi", "-", "line", "string", "with", "a", "shell", "script", "to", "copy", "recursively", "." ]	python	valid	32.324324
MisterY/gnucash-portfolio	gnucash_portfolio/accounts.py	https://github.com/MisterY/gnucash-portfolio/blob/bfaad8345a5479d1cd111acee1939e25c2a638c2/gnucash_portfolio/accounts.py#L119-L127	def get_end_balance(self, after: date) -> Decimal: """ Calculates account balance """ # create a new date without hours #date_corrected = datetimeutils.end_of_day(after) datum = Datum() datum.from_date(after) datum.end_of_day() #log(DEBUG, "getting balance on %s",...	[ "def", "get_end_balance", "(", "self", ",", "after", ":", "date", ")", "->", "Decimal", ":", "# create a new date without hours", "#date_corrected = datetimeutils.end_of_day(after)", "datum", "=", "Datum", "(", ")", "datum", ".", "from_date", "(", "after", ")", "dat...	Calculates account balance	[ "Calculates", "account", "balance" ]	python	train	41.777778
mthh/jenkspy	jenkspy/core.py	https://github.com/mthh/jenkspy/blob/f57c0149e1d4dfd2369270ace55981fcf55f699b/jenkspy/core.py#L15-L72	def jenks_breaks(values, nb_class): """ Compute jenks natural breaks on a sequence of `values`, given `nb_class`, the number of desired class. Parameters ---------- values : array-like The Iterable sequence of numbers (integer/float) to be used. nb_class : int The desired nu...	[ "def", "jenks_breaks", "(", "values", ",", "nb_class", ")", ":", "if", "not", "isinstance", "(", "values", ",", "Iterable", ")", "or", "isinstance", "(", "values", ",", "(", "str", ",", "bytes", ")", ")", ":", "raise", "TypeError", "(", "\"A sequence of ...	Compute jenks natural breaks on a sequence of `values`, given `nb_class`, the number of desired class. Parameters ---------- values : array-like The Iterable sequence of numbers (integer/float) to be used. nb_class : int The desired number of class (as some other functions requests ...	[ "Compute", "jenks", "natural", "breaks", "on", "a", "sequence", "of", "values", "given", "nb_class", "the", "number", "of", "desired", "class", "." ]	python	valid	35.5
genialis/resolwe	resolwe/rest/serializers.py	https://github.com/genialis/resolwe/blob/f7bb54932c81ec0cfc5b5e80d238fceaeaa48d86/resolwe/rest/serializers.py#L11-L14	def fields(self): """Filter fields based on request query parameters.""" fields = super().fields return apply_subfield_projection(self, copy.copy(fields))	[ "def", "fields", "(", "self", ")", ":", "fields", "=", "super", "(", ")", ".", "fields", "return", "apply_subfield_projection", "(", "self", ",", "copy", ".", "copy", "(", "fields", ")", ")" ]	Filter fields based on request query parameters.	[ "Filter", "fields", "based", "on", "request", "query", "parameters", "." ]	python	train	43.75
divio/aldryn-apphooks-config	aldryn_apphooks_config/utils.py	https://github.com/divio/aldryn-apphooks-config/blob/5b8dfc7516982a8746fc08cf919c6ab116335d62/aldryn_apphooks_config/utils.py#L59-L68	def _get_apphook_field_names(model): """ Return all foreign key field names for a AppHookConfig based model """ from .models import AppHookConfig # avoid circular dependencies fields = [] for field in model._meta.fields: if isinstance(field, ForeignKey) and issubclass(field.remote_field...	[ "def", "_get_apphook_field_names", "(", "model", ")", ":", "from", ".", "models", "import", "AppHookConfig", "# avoid circular dependencies", "fields", "=", "[", "]", "for", "field", "in", "model", ".", "_meta", ".", "fields", ":", "if", "isinstance", "(", "fi...	Return all foreign key field names for a AppHookConfig based model	[ "Return", "all", "foreign", "key", "field", "names", "for", "a", "AppHookConfig", "based", "model" ]	python	train	41.1
dmckeone/frosty	frosty/includes.py	https://github.com/dmckeone/frosty/blob/868d81e72b6c8e354af3697531c20f116cd1fc9a/frosty/includes.py#L52-L70	def build_includes(include_packages, freezer=None, optional=None): """ Iterate the list of packages to build a complete list of those packages as well as all subpackages. :param include_packages: list of package names :type: include_pacakges: list of basestr :param freezer: The freezer to use (See ...	[ "def", "build_includes", "(", "include_packages", ",", "freezer", "=", "None", ",", "optional", "=", "None", ")", ":", "freezer", "=", "resolve_freezer", "(", "freezer", ")", "# Import (or get reference to) all listed packages to ensure that they exist.", "package_reference...	Iterate the list of packages to build a complete list of those packages as well as all subpackages. :param include_packages: list of package names :type: include_pacakges: list of basestr :param freezer: The freezer to use (See FREEZER constants) :param optional: Optional pacakge names to include (will...	[ "Iterate", "the", "list", "of", "packages", "to", "build", "a", "complete", "list", "of", "those", "packages", "as", "well", "as", "all", "subpackages", "." ]	python	train	42.578947
HPENetworking/PYHPEIMC	pyhpeimc/objects.py	https://github.com/HPENetworking/PYHPEIMC/blob/4fba31827573587e03a6233c7db60f188038c8e5/pyhpeimc/objects.py#L264-L274	def addchild(self, startip, endip, name, description): """ Method takes inpur of str startip, str endip, name, and description and adds a child scope. The startip and endip MUST be in the IP address range of the parent scope. :param startip: str of ipv4 address of the first address in th...	[ "def", "addchild", "(", "self", ",", "startip", ",", "endip", ",", "name", ",", "description", ")", ":", "add_child_ip_scope", "(", "self", ".", "auth", ",", "self", ".", "url", ",", "startip", ",", "endip", ",", "name", ",", "description", ",", "self"...	Method takes inpur of str startip, str endip, name, and description and adds a child scope. The startip and endip MUST be in the IP address range of the parent scope. :param startip: str of ipv4 address of the first address in the child scope :param endip: str of ipv4 address of the last address...	[ "Method", "takes", "inpur", "of", "str", "startip", "str", "endip", "name", "and", "description", "and", "adds", "a", "child", "scope", ".", "The", "startip", "and", "endip", "MUST", "be", "in", "the", "IP", "address", "range", "of", "the", "parent", "sc...	python	train	57.909091
cltl/KafNafParserPy	KafNafParserPy/term_data.py	https://github.com/cltl/KafNafParserPy/blob/9bc32e803c176404b255ba317479b8780ed5f569/KafNafParserPy/term_data.py#L350-L362	def add_external_reference(self,term_id, external_ref): """ Adds an external reference for the given term @type term_id: string @param term_id: the term identifier @type external_ref: L{CexternalReference} @param external_ref: the external reference object """ ...	[ "def", "add_external_reference", "(", "self", ",", "term_id", ",", "external_ref", ")", ":", "if", "term_id", "in", "self", ".", "idx", ":", "term_obj", "=", "Cterm", "(", "self", ".", "idx", "[", "term_id", "]", ",", "self", ".", "type", ")", "term_ob...	Adds an external reference for the given term @type term_id: string @param term_id: the term identifier @type external_ref: L{CexternalReference} @param external_ref: the external reference object	[ "Adds", "an", "external", "reference", "for", "the", "given", "term" ]	python	train	40.923077
nion-software/nionswift-io	nionswift_plugin/DM_IO/dm3_image_utils.py	https://github.com/nion-software/nionswift-io/blob/e9ae37f01faa9332c48b647f93afd5ef2166b155/nionswift_plugin/DM_IO/dm3_image_utils.py#L102-L137	def ndarray_to_imagedatadict(nparr): """ Convert the numpy array nparr into a suitable ImageList entry dictionary. Returns a dictionary with the appropriate Data, DataType, PixelDepth to be inserted into a dm3 tag dictionary and written to a file. """ ret = {} dm_type = None for k, v in ...	[ "def", "ndarray_to_imagedatadict", "(", "nparr", ")", ":", "ret", "=", "{", "}", "dm_type", "=", "None", "for", "k", ",", "v", "in", "iter", "(", "dm_image_dtypes", ".", "items", "(", ")", ")", ":", "if", "v", "[", "1", "]", "==", "nparr", ".", "...	Convert the numpy array nparr into a suitable ImageList entry dictionary. Returns a dictionary with the appropriate Data, DataType, PixelDepth to be inserted into a dm3 tag dictionary and written to a file.	[ "Convert", "the", "numpy", "array", "nparr", "into", "a", "suitable", "ImageList", "entry", "dictionary", ".", "Returns", "a", "dictionary", "with", "the", "appropriate", "Data", "DataType", "PixelDepth", "to", "be", "inserted", "into", "a", "dm3", "tag", "dic...	python	train	47.416667
MillionIntegrals/vel	vel/rl/api/evaluator.py	https://github.com/MillionIntegrals/vel/blob/e0726e1f63742b728966ccae0c8b825ea0ba491a/vel/rl/api/evaluator.py#L114-L133	def get(self, name): """ Return a value from this evaluator. Because tensor calculated is cached, it may lead to suble bugs if the same value is used multiple times with and without no_grad() context. It is advised in such cases to not use no_grad and stick to .detach() ...	[ "def", "get", "(", "self", ",", "name", ")", ":", "if", "name", "in", "self", ".", "_storage", ":", "return", "self", ".", "_storage", "[", "name", "]", "elif", "name", "in", "self", ".", "_providers", ":", "value", "=", "self", ".", "_storage", "[...	Return a value from this evaluator. Because tensor calculated is cached, it may lead to suble bugs if the same value is used multiple times with and without no_grad() context. It is advised in such cases to not use no_grad and stick to .detach()	[ "Return", "a", "value", "from", "this", "evaluator", "." ]	python	train	39.5
Parsely/birding	src/birding/bolt.py	https://github.com/Parsely/birding/blob/c7f6eee56424234e361b1a455595de202e744dac/src/birding/bolt.py#L16-L27	def fault_barrier(fn): """Method decorator to catch and log errors, then send fail message.""" @functools.wraps(fn) def process(self, tup): try: return fn(self, tup) except Exception as e: if isinstance(e, KeyboardInterrupt): return print(s...	[ "def", "fault_barrier", "(", "fn", ")", ":", "@", "functools", ".", "wraps", "(", "fn", ")", "def", "process", "(", "self", ",", "tup", ")", ":", "try", ":", "return", "fn", "(", "self", ",", "tup", ")", "except", "Exception", "as", "e", ":", "if...	Method decorator to catch and log errors, then send fail message.	[ "Method", "decorator", "to", "catch", "and", "log", "errors", "then", "send", "fail", "message", "." ]	python	train	31.5
mozilla/mozdownload	mozdownload/timezones.py	https://github.com/mozilla/mozdownload/blob/97796a028455bb5200434562d23b66d5a5eb537b/mozdownload/timezones.py#L23-L34	def dst(self, dt): """Calculate delta for daylight saving.""" # Daylight saving starts on the second Sunday of March at 2AM standard dst_start_date = self.first_sunday(dt.year, 3) + timedelta(days=7) \ + timedelta(hours=2) # Daylight...	[ "def", "dst", "(", "self", ",", "dt", ")", ":", "# Daylight saving starts on the second Sunday of March at 2AM standard", "dst_start_date", "=", "self", ".", "first_sunday", "(", "dt", ".", "year", ",", "3", ")", "+", "timedelta", "(", "days", "=", "7", ")", "...	Calculate delta for daylight saving.	[ "Calculate", "delta", "for", "daylight", "saving", "." ]	python	train	49.833333
MSchnei/pyprf_feature	pyprf_feature/analysis/pyprf_sim_ep.py	https://github.com/MSchnei/pyprf_feature/blob/49004ede7ae1ddee07a30afe9ce3e2776750805c/pyprf_feature/analysis/pyprf_sim_ep.py#L57-L83	def main(): """pyprf_sim entry point.""" # Get list of input arguments (without first one, which is the path to the # function that is called): --NOTE: This is another way of accessing # input arguments, but since we use 'argparse' it is redundant. # lstArgs = sys.argv[1:] strWelcome = 'pyprf_s...	[ "def", "main", "(", ")", ":", "# Get list of input arguments (without first one, which is the path to the", "# function that is called): --NOTE: This is another way of accessing", "# input arguments, but since we use 'argparse' it is redundant.", "# lstArgs = sys.argv[1:]", "strWelcome", "=", ...	pyprf_sim entry point.	[ "pyprf_sim", "entry", "point", "." ]	python	train	41.333333
geometalab/pyGeoTile	pygeotile/tile.py	https://github.com/geometalab/pyGeoTile/blob/b1f44271698f5fc4d18c2add935797ed43254aa6/pygeotile/tile.py#L16-L24	def from_quad_tree(cls, quad_tree): """Creates a tile from a Microsoft QuadTree""" assert bool(re.match('^[0-3]*$', quad_tree)), 'QuadTree value can only consists of the digits 0, 1, 2 and 3.' zoom = len(str(quad_tree)) offset = int(math.pow(2, zoom)) - 1 google_x, google_y = [re...	[ "def", "from_quad_tree", "(", "cls", ",", "quad_tree", ")", ":", "assert", "bool", "(", "re", ".", "match", "(", "'^[0-3]*$'", ",", "quad_tree", ")", ")", ",", "'QuadTree value can only consists of the digits 0, 1, 2 and 3.'", "zoom", "=", "len", "(", "str", "("...	Creates a tile from a Microsoft QuadTree	[ "Creates", "a", "tile", "from", "a", "Microsoft", "QuadTree" ]	python	train	67.888889
diging/tethne	tethne/readers/zotero.py	https://github.com/diging/tethne/blob/ba10eeb264b7a3f2dbcce71cfd5cb2d6bbf7055f/tethne/readers/zotero.py#L53-L83	def _infer_spaces(s): """ Uses dynamic programming to infer the location of spaces in a string without spaces. """ s = s.lower() # Find the best match for the i first characters, assuming cost has # been built for the i-1 first characters. # Returns a pair (match_cost, match_length). ...	[ "def", "_infer_spaces", "(", "s", ")", ":", "s", "=", "s", ".", "lower", "(", ")", "# Find the best match for the i first characters, assuming cost has", "# been built for the i-1 first characters.", "# Returns a pair (match_cost, match_length).", "def", "best_match", "(", "i",...	Uses dynamic programming to infer the location of spaces in a string without spaces.	[ "Uses", "dynamic", "programming", "to", "infer", "the", "location", "of", "spaces", "in", "a", "string", "without", "spaces", "." ]	python	train	27.612903
apple/turicreate	src/unity/python/turicreate/data_structures/sarray.py	https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L478-L508	def from_const(cls, value, size, dtype=type(None)): """ Constructs an SArray of size with a const value. Parameters ---------- value : [int \| float \| str \| array.array \| list \| dict \| datetime] The value to fill the SArray size : int The size of the S...	[ "def", "from_const", "(", "cls", ",", "value", ",", "size", ",", "dtype", "=", "type", "(", "None", ")", ")", ":", "assert", "isinstance", "(", "size", ",", "(", "int", ",", "long", ")", ")", "and", "size", ">=", "0", ",", "\"size must be a positive ...	Constructs an SArray of size with a const value. Parameters ---------- value : [int \| float \| str \| array.array \| list \| dict \| datetime] The value to fill the SArray size : int The size of the SArray dtype : type The type of the SArray. If not spec...	[ "Constructs", "an", "SArray", "of", "size", "with", "a", "const", "value", "." ]	python	train	38.774194
brocade/pynos	pynos/versions/ver_6/ver_6_0_1/yang/brocade_ras_ext.py	https://github.com/brocade/pynos/blob/bd8a34e98f322de3fc06750827d8bbc3a0c00380/pynos/versions/ver_6/ver_6_0_1/yang/brocade_ras_ext.py#L269-L281	def show_support_save_status_output_show_support_save_status_percentage_of_completion(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") show_support_save_status = ET.Element("show_support_save_status") config = show_support_save_status output = ET....	[ "def", "show_support_save_status_output_show_support_save_status_percentage_of_completion", "(", "self", ",", "", "", "kwargs", ")", ":", "config", "=", "ET", ".", "Element", "(", "\"config\"", ")", "show_support_save_status", "=", "ET", ".", "Element", "(", "\"show...	Auto Generated Code	[ "Auto", "Generated", "Code" ]	python	train	54.769231
xflr6/gsheets	gsheets/models.py	https://github.com/xflr6/gsheets/blob/ca4f1273044704e529c1138e3f942836fc496e1b/gsheets/models.py#L170-L190	def to_csv(self, encoding=export.ENCODING, dialect=export.DIALECT, make_filename=export.MAKE_FILENAME): """Dump all worksheets of the spreadsheet to individual CSV files. Args: encoding (str): result string encoding dialect (str): :mod:`csv` dialect name or object...	[ "def", "to_csv", "(", "self", ",", "encoding", "=", "export", ".", "ENCODING", ",", "dialect", "=", "export", ".", "DIALECT", ",", "make_filename", "=", "export", ".", "MAKE_FILENAME", ")", ":", "for", "s", "in", "self", ".", "_sheets", ":", "s", ".", ...	Dump all worksheets of the spreadsheet to individual CSV files. Args: encoding (str): result string encoding dialect (str): :mod:`csv` dialect name or object to use make_filename: template or one-argument callable returning the filename If ``make_filename`` is a str...	[ "Dump", "all", "worksheets", "of", "the", "spreadsheet", "to", "individual", "CSV", "files", "." ]	python	train	49.285714
idlesign/django-yaturbo	yaturbo/toolbox.py	https://github.com/idlesign/django-yaturbo/blob/a5ac9053bb800ea8082dc0615b93398917c3290a/yaturbo/toolbox.py#L18-L28	def sanitize_turbo(html, allowed_tags=TURBO_ALLOWED_TAGS, allowed_attrs=TURBO_ALLOWED_ATTRS): """Sanitizes HTML, removing not allowed tags and attributes. :param str\|unicode html: :param list allowed_tags: List of allowed tags. :param dict allowed_attrs: Dictionary with attributes allowed for tags. ...	[ "def", "sanitize_turbo", "(", "html", ",", "allowed_tags", "=", "TURBO_ALLOWED_TAGS", ",", "allowed_attrs", "=", "TURBO_ALLOWED_ATTRS", ")", ":", "return", "clean", "(", "html", ",", "tags", "=", "allowed_tags", ",", "attributes", "=", "allowed_attrs", ",", "str...	Sanitizes HTML, removing not allowed tags and attributes. :param str\|unicode html: :param list allowed_tags: List of allowed tags. :param dict allowed_attrs: Dictionary with attributes allowed for tags. :rtype: unicode	[ "Sanitizes", "HTML", "removing", "not", "allowed", "tags", "and", "attributes", "." ]	python	test	37.818182
kubernetes-client/python	kubernetes/client/apis/node_v1beta1_api.py	https://github.com/kubernetes-client/python/blob/5e512ff564c244c50cab780d821542ed56aa965a/kubernetes/client/apis/node_v1beta1_api.py#L596-L620	def patch_runtime_class(self, name, body, **kwargs): """ partially update the specified RuntimeClass This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.patch_runtime_class(name, body, async_re...	[ "def", "patch_runtime_class", "(", "self", ",", "name", ",", "body", ",", "", "", "kwargs", ")", ":", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'async_req'", ")", ":", "return", "self", ".", "patch_r...	partially update the specified RuntimeClass This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.patch_runtime_class(name, body, async_req=True) >>> result = thread.get() :param async_req bool ...	[ "partially", "update", "the", "specified", "RuntimeClass", "This", "method", "makes", "a", "synchronous", "HTTP", "request", "by", "default", ".", "To", "make", "an", "asynchronous", "HTTP", "request", "please", "pass", "async_req", "=", "True", ">>>", "thread",...	python	train	75
ewels/MultiQC	multiqc/modules/star/star.py	https://github.com/ewels/MultiQC/blob/2037d6322b2554146a74efbf869156ad20d4c4ec/multiqc/modules/star/star.py#L186-L207	def star_stats_table(self): """ Take the parsed stats from the STAR report and add them to the basic stats table at the top of the report """ headers = OrderedDict() headers['uniquely_mapped_percent'] = { 'title': '% Aligned', 'description': '% Uniquely mapped re...	[ "def", "star_stats_table", "(", "self", ")", ":", "headers", "=", "OrderedDict", "(", ")", "headers", "[", "'uniquely_mapped_percent'", "]", "=", "{", "'title'", ":", "'% Aligned'", ",", "'description'", ":", "'% Uniquely mapped reads'", ",", "'max'", ":", "100"...	Take the parsed stats from the STAR report and add them to the basic stats table at the top of the report	[ "Take", "the", "parsed", "stats", "from", "the", "STAR", "report", "and", "add", "them", "to", "the", "basic", "stats", "table", "at", "the", "top", "of", "the", "report" ]	python	train	38
smarie/python-parsyfiles	parsyfiles/parsing_registries.py	https://github.com/smarie/python-parsyfiles/blob/344b37e1151e8d4e7c2ee49ae09d6568715ae64e/parsyfiles/parsing_registries.py#L337-L356	def get_capabilities_by_ext(self, strict_type_matching: bool = False) -> Dict[str, Dict[Type, Dict[str, Parser]]]: """ For all extensions that are supported, lists all types that can be parsed from this extension. For each type, provide the list of parsers supported. The order is "most p...	[ "def", "get_capabilities_by_ext", "(", "self", ",", "strict_type_matching", ":", "bool", "=", "False", ")", "->", "Dict", "[", "str", ",", "Dict", "[", "Type", ",", "Dict", "[", "str", ",", "Parser", "]", "]", "]", ":", "check_var", "(", "strict_type_mat...	For all extensions that are supported, lists all types that can be parsed from this extension. For each type, provide the list of parsers supported. The order is "most pertinent first" This method is for monitoring and debug, so we prefer to not rely on the cache, but rather on the query engine...	[ "For", "all", "extensions", "that", "are", "supported", "lists", "all", "types", "that", "can", "be", "parsed", "from", "this", "extension", ".", "For", "each", "type", "provide", "the", "list", "of", "parsers", "supported", ".", "The", "order", "is", "mos...	python	train	45.95
fulfilio/python-magento	magento/utils.py	https://github.com/fulfilio/python-magento/blob/720ec136a6e438a9ee4ee92848a9820b91732750/magento/utils.py#L12-L26	def expand_url(url, protocol): """ Expands the given URL to a full URL by adding the magento soap/wsdl parts :param url: URL to be expanded :param service: 'xmlrpc' or 'soap' """ if protocol == 'soap': ws_part = 'api/?wsdl' elif protocol == 'xmlrpc': ws_part = 'index.php...	[ "def", "expand_url", "(", "url", ",", "protocol", ")", ":", "if", "protocol", "==", "'soap'", ":", "ws_part", "=", "'api/?wsdl'", "elif", "protocol", "==", "'xmlrpc'", ":", "ws_part", "=", "'index.php/api/xmlrpc'", "else", ":", "ws_part", "=", "'index.php/rest...	Expands the given URL to a full URL by adding the magento soap/wsdl parts :param url: URL to be expanded :param service: 'xmlrpc' or 'soap'	[ "Expands", "the", "given", "URL", "to", "a", "full", "URL", "by", "adding", "the", "magento", "soap", "/", "wsdl", "parts" ]	python	train	29.066667
blue-yonder/tsfresh	tsfresh/utilities/dataframe_functions.py	https://github.com/blue-yonder/tsfresh/blob/c72c9c574371cf7dd7d54e00a466792792e5d202/tsfresh/utilities/dataframe_functions.py#L89-L147	def impute_dataframe_range(df_impute, col_to_max, col_to_min, col_to_median): """ Columnwise replaces all ``NaNs``, ``-inf`` and ``+inf`` from the DataFrame `df_impute` with average/extreme values from the provided dictionaries. This is done as follows: Each occurring ``inf`` or ``NaN`` in `df_impute` ...	[ "def", "impute_dataframe_range", "(", "df_impute", ",", "col_to_max", ",", "col_to_min", ",", "col_to_median", ")", ":", "columns", "=", "df_impute", ".", "columns", "# Making sure col_to_median, col_to_max and col_to_min have entries for every column", "if", "not", "set", ...	Columnwise replaces all ``NaNs``, ``-inf`` and ``+inf`` from the DataFrame `df_impute` with average/extreme values from the provided dictionaries. This is done as follows: Each occurring ``inf`` or ``NaN`` in `df_impute` is replaced by * ``-inf`` -> by value in col_to_min * ``+inf`` -> by valu...	[ "Columnwise", "replaces", "all", "NaNs", "-", "inf", "and", "+", "inf", "from", "the", "DataFrame", "df_impute", "with", "average", "/", "extreme", "values", "from", "the", "provided", "dictionaries", "." ]	python	train	49.830508
kmmbvnr/django-any	django_any/forms.py	https://github.com/kmmbvnr/django-any/blob/6f64ebd05476e2149e2e71deeefbb10f8edfc412/django_any/forms.py#L353-L371	def multiple_choice_field_data(field, **kwargs): """ Return random value for MultipleChoiceField >>> CHOICES = [('YNG', 'Child'), ('MIDDLE', 'Parent') ,('OLD', 'GrandParent')] >>> result = any_form_field(forms.MultipleChoiceField(choices=CHOICES)) >>> type(result) <type 'str'> """ if fi...	[ "def", "multiple_choice_field_data", "(", "field", ",", "", "", "kwargs", ")", ":", "if", "field", ".", "choices", ":", "from", "django_any", ".", "functions", "import", "valid_choices", "l", "=", "list", "(", "valid_choices", "(", "field", ".", "choices",...	Return random value for MultipleChoiceField >>> CHOICES = [('YNG', 'Child'), ('MIDDLE', 'Parent') ,('OLD', 'GrandParent')] >>> result = any_form_field(forms.MultipleChoiceField(choices=CHOICES)) >>> type(result) <type 'str'>	[ "Return", "random", "value", "for", "MultipleChoiceField" ]	python	test	34.526316
b3j0f/utils	b3j0f/utils/property.py	https://github.com/b3j0f/utils/blob/793871b98e90fd1c7ce9ef0dce839cc18fcbc6ff/b3j0f/utils/property.py#L187-L208	def get_properties(elt, keys=None, ctx=None): """Get elt properties. :param elt: properties elt. Not None methods or unhashable types. :param keys: key(s) of properties to get from elt. If None, get all properties. :type keys: list or str :param ctx: elt ctx from where get properties. Equal...	[ "def", "get_properties", "(", "elt", ",", "keys", "=", "None", ",", "ctx", "=", "None", ")", ":", "# initialize keys if str", "if", "isinstance", "(", "keys", ",", "string_types", ")", ":", "keys", "=", "(", "keys", ",", ")", "result", "=", "_get_propert...	Get elt properties. :param elt: properties elt. Not None methods or unhashable types. :param keys: key(s) of properties to get from elt. If None, get all properties. :type keys: list or str :param ctx: elt ctx from where get properties. Equals elt if None. It allows to get function prop...	[ "Get", "elt", "properties", "." ]	python	train	31.681818
pixelogik/NearPy	nearpy/experiments/recallprecisionexperiment.py	https://github.com/pixelogik/NearPy/blob/1b534b864d320d875508e95cd2b76b6d8c07a90b/nearpy/experiments/recallprecisionexperiment.py#L105-L200	def perform_experiment(self, engine_list): """ Performs nearest neighbour recall experiments with custom vector data for all engines in the specified list. Returns self.result contains list of (recall, precision, search_time) tuple. All are the averaged values over all request v...	[ "def", "perform_experiment", "(", "self", ",", "engine_list", ")", ":", "# We will fill this array with measures for all the engines.", "result", "=", "[", "]", "# For each engine, first index vectors and then retrieve neighbours", "for", "endine_idx", ",", "engine", "in", "enu...	Performs nearest neighbour recall experiments with custom vector data for all engines in the specified list. Returns self.result contains list of (recall, precision, search_time) tuple. All are the averaged values over all request vectors. search_time is the average retrieval/search tim...	[ "Performs", "nearest", "neighbour", "recall", "experiments", "with", "custom", "vector", "data", "for", "all", "engines", "in", "the", "specified", "list", "." ]	python	train	38.96875
PGower/PyCanvas	builder.py	https://github.com/PGower/PyCanvas/blob/68520005382b440a1e462f9df369f54d364e21e8/builder.py#L133-L140	def build_model_classes(metadata): """Generate a model class for any models contained in the specified spec file.""" i = importlib.import_module(metadata) env = get_jinja_env() model_template = env.get_template('model.py.jinja2') for model in i.models: with open(model_path(model.name.l...	[ "def", "build_model_classes", "(", "metadata", ")", ":", "i", "=", "importlib", ".", "import_module", "(", "metadata", ")", "env", "=", "get_jinja_env", "(", ")", "model_template", "=", "env", ".", "get_template", "(", "'model.py.jinja2'", ")", "for", "model",...	Generate a model class for any models contained in the specified spec file.	[ "Generate", "a", "model", "class", "for", "any", "models", "contained", "in", "the", "specified", "spec", "file", "." ]	python	train	49
ggaughan/pipe2py	pipe2py/lib/utils.py	https://github.com/ggaughan/pipe2py/blob/4767d6d1fd354d2a35e6528594b8deb8a033eed4/pipe2py/lib/utils.py#L241-L262	def dispatch(splits, funcs, *kwargs): """takes multiple iterables (returned by dispatch or broadcast) and delivers the items to multiple functions /-----> _INPUT1 --> double(_INPUT1) --> \ / \ splits ------> _INPUT2 --> triple(_INPUT2) ---> _OU...	[ "def", "dispatch", "(", "splits", ",", "", "funcs", ",", "", "*", "kwargs", ")", ":", "map_func", "=", "kwargs", ".", "get", "(", "'map_func'", ",", "_map_func", ")", "apply_func", "=", "kwargs", ".", "get", "(", "'apply_func'", ",", "_apply_func", "...	takes multiple iterables (returned by dispatch or broadcast) and delivers the items to multiple functions /-----> _INPUT1 --> double(_INPUT1) --> \ / \ splits ------> _INPUT2 --> triple(_INPUT2) ---> _OUTPUT \ ...	[ "takes", "multiple", "iterables", "(", "returned", "by", "dispatch", "or", "broadcast", ")", "and", "delivers", "the", "items", "to", "multiple", "functions" ]	python	train	42.636364
penguinmenac3/starttf	starttf/estimators/tf_estimator.py	https://github.com/penguinmenac3/starttf/blob/f4086489d169757c0504e822165db2fea534b944/starttf/estimators/tf_estimator.py#L204-L224	def create_prediction_estimator(hyper_params, model, checkpoint_path=None): """ Create an estimator for prediction purpose only. :param hyper_params: The hyper params file. :param model: The keras model. :param checkpoint_path: (Optional) Path to the specific checkpoint to use. :return: """ ...	[ "def", "create_prediction_estimator", "(", "hyper_params", ",", "model", ",", "checkpoint_path", "=", "None", ")", ":", "if", "checkpoint_path", "is", "None", ":", "chkpts", "=", "sorted", "(", "[", "name", "for", "name", "in", "os", ".", "listdir", "(", "...	Create an estimator for prediction purpose only. :param hyper_params: The hyper params file. :param model: The keras model. :param checkpoint_path: (Optional) Path to the specific checkpoint to use. :return:	[ "Create", "an", "estimator", "for", "prediction", "purpose", "only", ".", ":", "param", "hyper_params", ":", "The", "hyper", "params", "file", ".", ":", "param", "model", ":", "The", "keras", "model", ".", ":", "param", "checkpoint_path", ":", "(", "Option...	python	train	42.47619
edx/edx-enterprise	enterprise/views.py	https://github.com/edx/edx-enterprise/blob/aea91379ab0a87cd3bc798961fce28b60ee49a80/enterprise/views.py#L183-L189	def course_or_program_exist(self, course_id, program_uuid): """ Return whether the input course or program exist. """ course_exists = course_id and CourseApiClient().get_course_details(course_id) program_exists = program_uuid and CourseCatalogApiServiceClient().program_exists(pro...	[ "def", "course_or_program_exist", "(", "self", ",", "course_id", ",", "program_uuid", ")", ":", "course_exists", "=", "course_id", "and", "CourseApiClient", "(", ")", ".", "get_course_details", "(", "course_id", ")", "program_exists", "=", "program_uuid", "and", "...	Return whether the input course or program exist.	[ "Return", "whether", "the", "input", "course", "or", "program", "exist", "." ]	python	valid	53
Jajcus/pyxmpp2	pyxmpp2/cache.py	https://github.com/Jajcus/pyxmpp2/blob/14a40a3950910a9cd008b55f0d8905aa0186ce18/pyxmpp2/cache.py#L506-L528	def get_item(self, address, state = 'fresh'): """Get an item from the cache. :Parameters: - `address`: its address. - `state`: the worst state that is acceptable. :Types: - `address`: any hashable - `state`: `str` :return: the item or `No...	[ "def", "get_item", "(", "self", ",", "address", ",", "state", "=", "'fresh'", ")", ":", "self", ".", "_lock", ".", "acquire", "(", ")", "try", ":", "item", "=", "self", ".", "_items", ".", "get", "(", "address", ")", "if", "not", "item", ":", "re...	Get an item from the cache. :Parameters: - `address`: its address. - `state`: the worst state that is acceptable. :Types: - `address`: any hashable - `state`: `str` :return: the item or `None` if it was not found. :returntype: `CacheItem`	[ "Get", "an", "item", "from", "the", "cache", "." ]	python	valid	30.043478
joeyespo/grip	grip/renderers.py	https://github.com/joeyespo/grip/blob/ce933ccc4ca8e0d3718f271c59bd530a4518bf63/grip/renderers.py#L52-L83	def render(self, text, auth=None): """ Renders the specified markdown content and embedded styles. Raises TypeError if text is not a Unicode string. Raises requests.HTTPError if the request fails. """ # Ensure text is Unicode expected = str if sys.version_info[0]...	[ "def", "render", "(", "self", ",", "text", ",", "auth", "=", "None", ")", ":", "# Ensure text is Unicode", "expected", "=", "str", "if", "sys", ".", "version_info", "[", "0", "]", ">=", "3", "else", "unicode", "# noqa", "if", "not", "isinstance", "(", ...	Renders the specified markdown content and embedded styles. Raises TypeError if text is not a Unicode string. Raises requests.HTTPError if the request fails.	[ "Renders", "the", "specified", "markdown", "content", "and", "embedded", "styles", "." ]	python	train	39.40625
s1s1ty/py-jsonq	pyjsonq/query.py	https://github.com/s1s1ty/py-jsonq/blob/9625597a2578bddcbed4e540174d5253b1fc3b75/pyjsonq/query.py#L46-L60	def __parse_json_file(self, file_path): """Process Json file data :@param file_path :@type file_path: string :@throws IOError """ if file_path == '' or os.path.splitext(file_path)[1] != '.json': raise IOError('Invalid Json file') with open(file_path...	[ "def", "__parse_json_file", "(", "self", ",", "file_path", ")", ":", "if", "file_path", "==", "''", "or", "os", ".", "path", ".", "splitext", "(", "file_path", ")", "[", "1", "]", "!=", "'.json'", ":", "raise", "IOError", "(", "'Invalid Json file'", ")",...	Process Json file data :@param file_path :@type file_path: string :@throws IOError	[ "Process", "Json", "file", "data" ]	python	train	28.533333
sony/nnabla	python/src/nnabla/utils/data_iterator.py	https://github.com/sony/nnabla/blob/aaf3d33b7cbb38f2a03aa754178ba8f7c8481320/python/src/nnabla/utils/data_iterator.py#L199-L228	def next(self): '''next It generates tuple of data. For example, if :py:meth:`self._variables == ('x', 'y')` This method returns :py:meth:` ( [[X] * batch_size], [[Y] * batch_size] )` Returns: tuple: tuple of data for mini-batch in numpy.ndarray. ''...	[ "def", "next", "(", "self", ")", ":", "if", "self", ".", "_use_thread", ":", "# Wait for finish previous thread.", "self", ".", "_next_thread", ".", "join", "(", ")", "if", "self", ".", "_current_data", "is", "None", ":", "logger", ".", "log", "(", "99", ...	next It generates tuple of data. For example, if :py:meth:`self._variables == ('x', 'y')` This method returns :py:meth:` ( [[X] * batch_size], [[Y] * batch_size] )` Returns: tuple: tuple of data for mini-batch in numpy.ndarray.	[ "next" ]	python	train	32.7
rm-hull/luma.core	luma/core/interface/serial.py	https://github.com/rm-hull/luma.core/blob/034b628fb304a01e77732a299c0b42e94d6443db/luma/core/interface/serial.py#L72-L92	def command(self, *cmd): """ Sends a command or sequence of commands through to the I²C address - maximum allowed is 32 bytes in one go. :param cmd: A spread of commands. :type cmd: int :raises luma.core.error.DeviceNotFoundError: I2C device could not be found. "...	[ "def", "command", "(", "self", ",", "*", "cmd", ")", ":", "assert", "(", "len", "(", "cmd", ")", "<=", "32", ")", "try", ":", "self", ".", "_bus", ".", "write_i2c_block_data", "(", "self", ".", "_addr", ",", "self", ".", "_cmd_mode", ",", "list", ...	Sends a command or sequence of commands through to the I²C address - maximum allowed is 32 bytes in one go. :param cmd: A spread of commands. :type cmd: int :raises luma.core.error.DeviceNotFoundError: I2C device could not be found.	[ "Sends", "a", "command", "or", "sequence", "of", "commands", "through", "to", "the", "I²C", "address", "-", "maximum", "allowed", "is", "32", "bytes", "in", "one", "go", "." ]	python	train	38.095238
dwavesystems/dwave_networkx	dwave_networkx/generators/markov.py	https://github.com/dwavesystems/dwave_networkx/blob/9ea1223ddbc7e86db2f90b8b23e250e6642c3d68/dwave_networkx/generators/markov.py#L63-L126	def markov_network(potentials): """Creates a Markov Network from potentials. A Markov Network is also knows as a `Markov Random Field`_ Parameters ---------- potentials : dict[tuple, dict] A dict where the keys are either nodes or edges and the values are a dictionary of potentials...	[ "def", "markov_network", "(", "potentials", ")", ":", "G", "=", "nx", ".", "Graph", "(", ")", "G", ".", "name", "=", "'markov_network({!r})'", ".", "format", "(", "potentials", ")", "# we use 'clique' because the keys of potentials can be either nodes or", "# edges, b...	Creates a Markov Network from potentials. A Markov Network is also knows as a `Markov Random Field`_ Parameters ---------- potentials : dict[tuple, dict] A dict where the keys are either nodes or edges and the values are a dictionary of potentials. The potential dict should map each po...	[ "Creates", "a", "Markov", "Network", "from", "potentials", "." ]	python	train	35.53125
openego/eDisGo	edisgo/grid/connect.py	https://github.com/openego/eDisGo/blob/e6245bdaf236f9c49dbda5a18c1c458290f41e2b/edisgo/grid/connect.py#L483-L666	def _connect_mv_node(network, node, target_obj): """Connects MV node to target object in MV grid If the target object is a node, a new line is created to it. If the target object is a line, the node is connected to a newly created branch tee (using perpendicular projection) on this line. New lines ...	[ "def", "_connect_mv_node", "(", "network", ",", "node", ",", "target_obj", ")", ":", "# get standard equipment", "std_line_type", "=", "network", ".", "equipment_data", "[", "'mv_cables'", "]", ".", "loc", "[", "network", ".", "config", "[", "'grid_expansion_stand...	Connects MV node to target object in MV grid If the target object is a node, a new line is created to it. If the target object is a line, the node is connected to a newly created branch tee (using perpendicular projection) on this line. New lines are created using standard equipment. Parameters ...	[ "Connects", "MV", "node", "to", "target", "object", "in", "MV", "grid" ]	python	train	41.831522
google/apitools	apitools/base/protorpclite/messages.py	https://github.com/google/apitools/blob/f3745a7ea535aa0e88b0650c16479b696d6fd446/apitools/base/protorpclite/messages.py#L1827-L1841	def default(self): """Default for enum field. Will cause resolution of Enum type and unresolved default value. """ try: return self.__resolved_default except AttributeError: resolved_default = super(EnumField, self).default if isinstance(resol...	[ "def", "default", "(", "self", ")", ":", "try", ":", "return", "self", ".", "__resolved_default", "except", "AttributeError", ":", "resolved_default", "=", "super", "(", "EnumField", ",", "self", ")", ".", "default", "if", "isinstance", "(", "resolved_default"...	Default for enum field. Will cause resolution of Enum type and unresolved default value.	[ "Default", "for", "enum", "field", "." ]	python	train	40.666667
lmjohns3/theanets	theanets/layers/base.py	https://github.com/lmjohns3/theanets/blob/79db9f878ef2071f2f576a1cf5d43a752a55894a/theanets/layers/base.py#L271-L289	def resolve_inputs(self, layers): '''Resolve the names of inputs for this layer into shape tuples. Parameters ---------- layers : list of :class:`Layer` A list of the layers that are available for resolving inputs. Raises ------ theanets.util.Configu...	[ "def", "resolve_inputs", "(", "self", ",", "layers", ")", ":", "resolved", "=", "{", "}", "for", "name", ",", "shape", "in", "self", ".", "_input_shapes", ".", "items", "(", ")", ":", "if", "shape", "is", "None", ":", "name", ",", "shape", "=", "se...	Resolve the names of inputs for this layer into shape tuples. Parameters ---------- layers : list of :class:`Layer` A list of the layers that are available for resolving inputs. Raises ------ theanets.util.ConfigurationError : If an input cannot ...	[ "Resolve", "the", "names", "of", "inputs", "for", "this", "layer", "into", "shape", "tuples", "." ]	python	test	32.368421
spyder-ide/spyder	spyder/plugins/editor/widgets/editor.py	https://github.com/spyder-ide/spyder/blob/f76836ce1b924bcc4efd3f74f2960d26a4e528e0/spyder/plugins/editor/widgets/editor.py#L254-L259	def refresh(self): """Remove editors that are not longer open.""" self._update_id_list() for _id in self.history[:]: if _id not in self.id_list: self.history.remove(_id)	[ "def", "refresh", "(", "self", ")", ":", "self", ".", "_update_id_list", "(", ")", "for", "_id", "in", "self", ".", "history", "[", ":", "]", ":", "if", "_id", "not", "in", "self", ".", "id_list", ":", "self", ".", "history", ".", "remove", "(", ...	Remove editors that are not longer open.	[ "Remove", "editors", "that", "are", "not", "longer", "open", "." ]	python	train	36.833333
marvin-ai/marvin-python-toolbox	marvin_python_toolbox/common/data_source_provider.py	https://github.com/marvin-ai/marvin-python-toolbox/blob/7c95cb2f9698b989150ab94c1285f3a9eaaba423/marvin_python_toolbox/common/data_source_provider.py#L25-L43	def get_spark_session(enable_hive=False, app_name='marvin-engine', configs=[]): """Return a Spark Session object""" # Prepare spark context to be used import findspark findspark.init() from pyspark.sql import SparkSession # prepare spark sesseion to be returned spark = SparkSession.builder...	[ "def", "get_spark_session", "(", "enable_hive", "=", "False", ",", "app_name", "=", "'marvin-engine'", ",", "configs", "=", "[", "]", ")", ":", "# Prepare spark context to be used", "import", "findspark", "findspark", ".", "init", "(", ")", "from", "pyspark", "....	Return a Spark Session object	[ "Return", "a", "Spark", "Session", "object" ]	python	train	27.421053
defunkt/pystache	pystache/locator.py	https://github.com/defunkt/pystache/blob/17a5dfdcd56eb76af731d141de395a7632a905b8/pystache/locator.py#L139-L152	def find_name(self, template_name, search_dirs): """ Return the path to a template with the given name. Arguments: template_name: the name of the template. search_dirs: the list of directories in which to search. """ file_name = self.make_file_name(templat...	[ "def", "find_name", "(", "self", ",", "template_name", ",", "search_dirs", ")", ":", "file_name", "=", "self", ".", "make_file_name", "(", "template_name", ")", "return", "self", ".", "_find_path_required", "(", "search_dirs", ",", "file_name", ")" ]	Return the path to a template with the given name. Arguments: template_name: the name of the template. search_dirs: the list of directories in which to search.	[ "Return", "the", "path", "to", "a", "template", "with", "the", "given", "name", "." ]	python	train	27.071429
cirruscluster/cirruscluster	cirruscluster/ext/ansible/runner/action_plugins/script.py	https://github.com/cirruscluster/cirruscluster/blob/977409929dd81322d886425cdced10608117d5d7/cirruscluster/ext/ansible/runner/action_plugins/script.py#L31-L65	def run(self, conn, tmp, module_name, module_args, inject): ''' handler for file transfer operations ''' tokens = shlex.split(module_args) source = tokens[0] # FIXME: error handling args = " ".join(tokens[1:]) source = utils.template(self.runner.basedir, source, in...	[ "def", "run", "(", "self", ",", "conn", ",", "tmp", ",", "module_name", ",", "module_args", ",", "inject", ")", ":", "tokens", "=", "shlex", ".", "split", "(", "module_args", ")", "source", "=", "tokens", "[", "0", "]", "# FIXME: error handling", "args",...	handler for file transfer operations	[ "handler", "for", "file", "transfer", "operations" ]	python	train	41.085714
mdgoldberg/sportsref	sportsref/nfl/pbp.py	https://github.com/mdgoldberg/sportsref/blob/09f11ac856a23c96d666d1d510bb35d6f050b5c3/sportsref/nfl/pbp.py#L22-L52	def expand_details(df, detailCol='detail'): """Expands the details column of the given dataframe and returns the resulting DataFrame. :df: The input DataFrame. :detailCol: The detail column name. :returns: Returns DataFrame with new columns from pbp parsing. """ df = copy.deepcopy(df) d...	[ "def", "expand_details", "(", "df", ",", "detailCol", "=", "'detail'", ")", ":", "df", "=", "copy", ".", "deepcopy", "(", "df", ")", "df", "[", "'detail'", "]", "=", "df", "[", "detailCol", "]", "dicts", "=", "[", "sportsref", ".", "nfl", ".", "pbp...	Expands the details column of the given dataframe and returns the resulting DataFrame. :df: The input DataFrame. :detailCol: The detail column name. :returns: Returns DataFrame with new columns from pbp parsing.	[ "Expands", "the", "details", "column", "of", "the", "given", "dataframe", "and", "returns", "the", "resulting", "DataFrame", "." ]	python	test	42.387097
sdispater/pendulum	pendulum/datetime.py	https://github.com/sdispater/pendulum/blob/94d28b0d3cb524ae02361bd1ed7ea03e2e655e4e/pendulum/datetime.py#L674-L723	def subtract( self, years=0, months=0, weeks=0, days=0, hours=0, minutes=0, seconds=0, microseconds=0, ): """ Remove duration from the instance. :param years: The number of years :type years: int :param...	[ "def", "subtract", "(", "self", ",", "years", "=", "0", ",", "months", "=", "0", ",", "weeks", "=", "0", ",", "days", "=", "0", ",", "hours", "=", "0", ",", "minutes", "=", "0", ",", "seconds", "=", "0", ",", "microseconds", "=", "0", ",", ")...	Remove duration from the instance. :param years: The number of years :type years: int :param months: The number of months :type months: int :param weeks: The number of weeks :type weeks: int :param days: The number of days :type days: int :par...	[ "Remove", "duration", "from", "the", "instance", "." ]	python	train	21.34
dubsmash/config-reader	config_reader/reader.py	https://github.com/dubsmash/config-reader/blob/0c76bb96925a44945e2f79c8cd1b57354d4e4562/config_reader/reader.py#L73-L80	def get_float(self, key, optional=False): """ Tries to fetch a variable from the config and expects it to be strictly a float :param key: Variable to look for :param optional: Whether to raise ConfigKeyNotFoundError if key was not found :return: float """ return s...	[ "def", "get_float", "(", "self", ",", "key", ",", "optional", "=", "False", ")", ":", "return", "self", ".", "_get_typed_value", "(", "key", ",", "float", ",", "lambda", "x", ":", "float", "(", "x", ")", ",", "optional", ")" ]	Tries to fetch a variable from the config and expects it to be strictly a float :param key: Variable to look for :param optional: Whether to raise ConfigKeyNotFoundError if key was not found :return: float	[ "Tries", "to", "fetch", "a", "variable", "from", "the", "config", "and", "expects", "it", "to", "be", "strictly", "a", "float", ":", "param", "key", ":", "Variable", "to", "look", "for", ":", "param", "optional", ":", "Whether", "to", "raise", "ConfigKey...	python	train	46.875
quiltdata/quilt	compiler/quilt/tools/store.py	https://github.com/quiltdata/quilt/blob/651853e7e89a8af86e0ff26167e752efa5878c12/compiler/quilt/tools/store.py#L546-L570	def save_package_contents(self, root, team, owner, pkgname): """ Saves the in-memory contents to a file in the local package repository. """ assert isinstance(root, RootNode) instance_hash = hash_contents(root) pkg_path = self.package_path(team, owner, pkgname) ...	[ "def", "save_package_contents", "(", "self", ",", "root", ",", "team", ",", "owner", ",", "pkgname", ")", ":", "assert", "isinstance", "(", "root", ",", "RootNode", ")", "instance_hash", "=", "hash_contents", "(", "root", ")", "pkg_path", "=", "self", ".",...	Saves the in-memory contents to a file in the local package repository.	[ "Saves", "the", "in", "-", "memory", "contents", "to", "a", "file", "in", "the", "local", "package", "repository", "." ]	python	train	42.92
wbond/asn1crypto	dev/coverage.py	https://github.com/wbond/asn1crypto/blob/ecda20176f55d37021cbca1f6da9083a8e491197/dev/coverage.py#L395-L440	def _gitignore(root): """ Parses a .gitignore file and returns patterns to match dirs and files. Only basic gitignore patterns are supported. Pattern negation, ** wildcards and anchored patterns are not currently implemented. :param root: A unicode string of the path to the git repository ...	[ "def", "_gitignore", "(", "root", ")", ":", "gitignore_path", "=", "os", ".", "path", ".", "join", "(", "root", ",", "'.gitignore'", ")", "dir_patterns", "=", "[", "'.git'", "]", "file_patterns", "=", "[", "]", "if", "not", "os", ".", "path", ".", "e...	Parses a .gitignore file and returns patterns to match dirs and files. Only basic gitignore patterns are supported. Pattern negation, ** wildcards and anchored patterns are not currently implemented. :param root: A unicode string of the path to the git repository :return: A 2-element t...	[ "Parses", "a", ".", "gitignore", "file", "and", "returns", "patterns", "to", "match", "dirs", "and", "files", ".", "Only", "basic", "gitignore", "patterns", "are", "supported", ".", "Pattern", "negation", "**", "wildcards", "and", "anchored", "patterns", "are"...	python	train	34.891304
pandas-dev/pandas	pandas/plotting/_converter.py	https://github.com/pandas-dev/pandas/blob/9feb3ad92cc0397a04b665803a49299ee7aa1037/pandas/plotting/_converter.py#L1002-L1012	def _get_default_locs(self, vmin, vmax): "Returns the default locations of ticks." if self.plot_obj.date_axis_info is None: self.plot_obj.date_axis_info = self.finder(vmin, vmax, self.freq) locator = self.plot_obj.date_axis_info if self.isminor: return np.compr...	[ "def", "_get_default_locs", "(", "self", ",", "vmin", ",", "vmax", ")", ":", "if", "self", ".", "plot_obj", ".", "date_axis_info", "is", "None", ":", "self", ".", "plot_obj", ".", "date_axis_info", "=", "self", ".", "finder", "(", "vmin", ",", "vmax", ...	Returns the default locations of ticks.	[ "Returns", "the", "default", "locations", "of", "ticks", "." ]	python	train	36.727273
HdrHistogram/HdrHistogram_py	hdrh/histogram.py	https://github.com/HdrHistogram/HdrHistogram_py/blob/cb99981b0564a62e1aa02bd764efa6445923f8f7/hdrh/histogram.py#L550-L572	def decode(encoded_histogram, b64_wrap=True): '''Decode an encoded histogram and return a new histogram instance that has been initialized with the decoded content Return: a new histogram instance representing the decoded content Exception: TypeError in case of ba...	[ "def", "decode", "(", "encoded_histogram", ",", "b64_wrap", "=", "True", ")", ":", "hdr_payload", "=", "HdrHistogramEncoder", ".", "decode", "(", "encoded_histogram", ",", "b64_wrap", ")", "payload", "=", "hdr_payload", ".", "payload", "histogram", "=", "HdrHist...	Decode an encoded histogram and return a new histogram instance that has been initialized with the decoded content Return: a new histogram instance representing the decoded content Exception: TypeError in case of base64 decode error HdrCookieException: ...	[ "Decode", "an", "encoded", "histogram", "and", "return", "a", "new", "histogram", "instance", "that", "has", "been", "initialized", "with", "the", "decoded", "content", "Return", ":", "a", "new", "histogram", "instance", "representing", "the", "decoded", "conten...	python	train	49.565217
gem/oq-engine	openquake/commands/from_shapefile.py	https://github.com/gem/oq-engine/blob/8294553a0b8aba33fd96437a35065d03547d0040/openquake/commands/from_shapefile.py#L24-L34	def from_shapefile(output, input_shp_files, validate): """ Convert multiple ESRI Shapefile(s) into a single NRML source model file. """ input_parser = shapefileparser.ShapefileParser() source_model = input_parser.read(input_shp_files[0], validate) for f in input_shp_files[1:]: source_mod...	[ "def", "from_shapefile", "(", "output", ",", "input_shp_files", ",", "validate", ")", ":", "input_parser", "=", "shapefileparser", ".", "ShapefileParser", "(", ")", "source_model", "=", "input_parser", ".", "read", "(", "input_shp_files", "[", "0", "]", ",", "...	Convert multiple ESRI Shapefile(s) into a single NRML source model file.	[ "Convert", "multiple", "ESRI", "Shapefile", "(", "s", ")", "into", "a", "single", "NRML", "source", "model", "file", "." ]	python	train	47.272727
zxylvlp/PingPHP	pingphp/grammar.py	https://github.com/zxylvlp/PingPHP/blob/2e9a5f1ef4b5b13310e3f8ff350fa91032357bc5/pingphp/grammar.py#L854-L862	def p_InSwitchDefList(p): ''' InSwitchDefList : InSwitchDef \| InSwitchDefList InSwitchDef ''' if len(p) <= 2: p[0] = InSwitchDefList(None, p[1]) else: p[0] = InSwitchDefList(p[1], p[2])	[ "def", "p_InSwitchDefList", "(", "p", ")", ":", "if", "len", "(", "p", ")", "<=", "2", ":", "p", "[", "0", "]", "=", "InSwitchDefList", "(", "None", ",", "p", "[", "1", "]", ")", "else", ":", "p", "[", "0", "]", "=", "InSwitchDefList", "(", "...	InSwitchDefList : InSwitchDef \| InSwitchDefList InSwitchDef	[ "InSwitchDefList", ":", "InSwitchDef", "\|", "InSwitchDefList", "InSwitchDef" ]	python	train	25.777778
slackapi/python-slackclient	slack/web/client.py	https://github.com/slackapi/python-slackclient/blob/901341c0284fd81e6d2719d6a0502308760d83e4/slack/web/client.py#L1050-L1053	def reminders_list(self, **kwargs) -> SlackResponse: """Lists all reminders created by or for a given user.""" self._validate_xoxp_token() return self.api_call("reminders.list", http_verb="GET", params=kwargs)	[ "def", "reminders_list", "(", "self", ",", "", "", "kwargs", ")", "->", "SlackResponse", ":", "self", ".", "_validate_xoxp_token", "(", ")", "return", "self", ".", "api_call", "(", "\"reminders.list\"", ",", "http_verb", "=", "\"GET\"", ",", "params", "=",...	Lists all reminders created by or for a given user.	[ "Lists", "all", "reminders", "created", "by", "or", "for", "a", "given", "user", "." ]	python	train	57.5
gitpython-developers/GitPython	git/__init__.py	https://github.com/gitpython-developers/GitPython/blob/1f66e25c25cde2423917ee18c4704fff83b837d1/git/__init__.py#L19-L27	def _init_externals(): """Initialize external projects by putting them into the path""" if __version__ == 'git': sys.path.insert(0, osp.join(osp.dirname(__file__), 'ext', 'gitdb')) try: import gitdb except ImportError: raise ImportError("'gitdb' could not be found in your PYTHON...	[ "def", "_init_externals", "(", ")", ":", "if", "__version__", "==", "'git'", ":", "sys", ".", "path", ".", "insert", "(", "0", ",", "osp", ".", "join", "(", "osp", ".", "dirname", "(", "__file__", ")", ",", "'ext'", ",", "'gitdb'", ")", ")", "try",...	Initialize external projects by putting them into the path	[ "Initialize", "external", "projects", "by", "putting", "them", "into", "the", "path" ]	python	train	35.333333
saltstack/salt	salt/engines/docker_events.py	https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/engines/docker_events.py#L42-L105	def start(docker_url='unix://var/run/docker.sock', timeout=CLIENT_TIMEOUT, tag='salt/engines/docker_events', filters=None): ''' Scan for Docker events and fire events Example Config .. code-block:: yaml engines: - docker_events: docker_url...	[ "def", "start", "(", "docker_url", "=", "'unix://var/run/docker.sock'", ",", "timeout", "=", "CLIENT_TIMEOUT", ",", "tag", "=", "'salt/engines/docker_events'", ",", "filters", "=", "None", ")", ":", "if", "__opts__", ".", "get", "(", "'__role'", ")", "==", "'m...	Scan for Docker events and fire events Example Config .. code-block:: yaml engines: - docker_events: docker_url: unix://var/run/docker.sock filters: event: - start - stop - die - oom ...	[ "Scan", "for", "Docker", "events", "and", "fire", "events" ]	python	train	31.25
LuqueDaniel/pybooru	pybooru/api_danbooru.py	https://github.com/LuqueDaniel/pybooru/blob/60cd5254684d293b308f0b11b8f4ac2dce101479/pybooru/api_danbooru.py#L431-L438	def favorite_remove(self, post_id): """Remove a post from favorites (Requires login). Parameters: post_id (int): Where post_id is the post id. """ return self._get('favorites/{0}.json'.format(post_id), method='DELETE', auth=True)	[ "def", "favorite_remove", "(", "self", ",", "post_id", ")", ":", "return", "self", ".", "_get", "(", "'favorites/{0}.json'", ".", "format", "(", "post_id", ")", ",", "method", "=", "'DELETE'", ",", "auth", "=", "True", ")" ]	Remove a post from favorites (Requires login). Parameters: post_id (int): Where post_id is the post id.	[ "Remove", "a", "post", "from", "favorites", "(", "Requires", "login", ")", "." ]	python	train	36.5
kytos/python-openflow	pyof/v0x04/controller2switch/common.py	https://github.com/kytos/python-openflow/blob/4f2d0d08ab28e102ed88fe57a4ee17729f1e1bb7/pyof/v0x04/controller2switch/common.py#L95-L104	def find_class(self): """Return a class related with this type.""" if self.value <= 1: return InstructionsProperty elif self.value <= 3: return NextTablesProperty elif self.value <= 7: return ActionsProperty return OxmProperty	[ "def", "find_class", "(", "self", ")", ":", "if", "self", ".", "value", "<=", "1", ":", "return", "InstructionsProperty", "elif", "self", ".", "value", "<=", "3", ":", "return", "NextTablesProperty", "elif", "self", ".", "value", "<=", "7", ":", "return"...	Return a class related with this type.	[ "Return", "a", "class", "related", "with", "this", "type", "." ]	python	train	29.4
libyal/dtfabric	dtfabric/reader.py	https://github.com/libyal/dtfabric/blob/0d2b5719fa257f6e5c661a406737ebcf8c8db266/dtfabric/reader.py#L490-L510	def _ReadFloatingPointDataTypeDefinition( self, definitions_registry, definition_values, definition_name, is_member=False): """Reads a floating-point data type definition. Args: definitions_registry (DataTypeDefinitionsRegistry): data type definitions registry. definition_valu...	[ "def", "_ReadFloatingPointDataTypeDefinition", "(", "self", ",", "definitions_registry", ",", "definition_values", ",", "definition_name", ",", "is_member", "=", "False", ")", ":", "return", "self", ".", "_ReadFixedSizeDataTypeDefinition", "(", "definitions_registry", ","...	Reads a floating-point data type definition. Args: definitions_registry (DataTypeDefinitionsRegistry): data type definitions registry. definition_values (dict[str, object]): definition values. definition_name (str): name of the definition. is_member (Optional[bool]): True if the d...	[ "Reads", "a", "floating", "-", "point", "data", "type", "definition", "." ]	python	train	41.52381
brechtm/rinohtype	src/rinoh/backend/pdf/xobject/purepng.py	https://github.com/brechtm/rinohtype/blob/40a63c4e5ad7550f62b6860f1812cb67cafb9dc7/src/rinoh/backend/pdf/xobject/purepng.py#L1092-L1100	def set_rendering_intent(self, rendering_intent): """Set rendering intent variant for sRGB chunk""" if rendering_intent not in (None, PERCEPTUAL, RELATIVE_COLORIMETRIC, SATURATION, ...	[ "def", "set_rendering_intent", "(", "self", ",", "rendering_intent", ")", ":", "if", "rendering_intent", "not", "in", "(", "None", ",", "PERCEPTUAL", ",", "RELATIVE_COLORIMETRIC", ",", "SATURATION", ",", "ABSOLUTE_COLORIMETRIC", ")", ":", "raise", "FormatError", "...	Set rendering intent variant for sRGB chunk	[ "Set", "rendering", "intent", "variant", "for", "sRGB", "chunk" ]	python	train	51.333333
tetframework/Tonnikala	tonnikala/loader.py	https://github.com/tetframework/Tonnikala/blob/99d168657da1b2372ff898254f80808ea8d1b83f/tonnikala/loader.py#L253-L281	def load(self, name): """ If not yet in the cache, load the named template and compiles it, placing it into the cache. If in cache, return the cached template. """ if self.reload: self._maybe_purge_cache() template = self.cache.get(name) if ...	[ "def", "load", "(", "self", ",", "name", ")", ":", "if", "self", ".", "reload", ":", "self", ".", "_maybe_purge_cache", "(", ")", "template", "=", "self", ".", "cache", ".", "get", "(", "name", ")", "if", "template", ":", "return", "template", "path"...	If not yet in the cache, load the named template and compiles it, placing it into the cache. If in cache, return the cached template.	[ "If", "not", "yet", "in", "the", "cache", "load", "the", "named", "template", "and", "compiles", "it", "placing", "it", "into", "the", "cache", "." ]	python	train	26.896552
angr/claripy	claripy/balancer.py	https://github.com/angr/claripy/blob/4ed61924880af1ea8fb778047d896ec0156412a6/claripy/balancer.py#L548-L584	def _handle_comparison(self, truism): """ Handles all comparisons. """ # print("COMP:", truism) is_lt, is_equal, is_unsigned = self.comparison_info[truism.op] size = len(truism.args[0]) int_max = 2size-1 if is_unsigned else 2(size-1)-1 int_min = -2*...	[ "def", "_handle_comparison", "(", "self", ",", "truism", ")", ":", "# print(\"COMP:\", truism)", "is_lt", ",", "is_equal", ",", "is_unsigned", "=", "self", ".", "comparison_info", "[", "truism", ".", "op", "]", "size", "=", "len", "(", "truism", ".", "args",...	Handles all comparisons.	[ "Handles", "all", "comparisons", "." ]	python	train	38.162162
ambitioninc/python-logentries-api	logentries_api/resources.py	https://github.com/ambitioninc/python-logentries-api/blob/77ff1a7a2995d7ea2725b74e34c0f880f4ee23bc/logentries_api/resources.py#L362-L376	def list(self): """ Get all current hooks :return: All hooks :rtype: list of dict :raises: This will raise a :class:`ServerException<logentries_api.exceptions.ServerException>` if there is an error from Logentries """ return self._post( ...	[ "def", "list", "(", "self", ")", ":", "return", "self", ".", "_post", "(", "request", "=", "ApiActions", ".", "LIST", ".", "value", ",", "uri", "=", "ApiUri", ".", "HOOKS", ".", "value", ",", ")", ".", "get", "(", "'hooks'", ")" ]	Get all current hooks :return: All hooks :rtype: list of dict :raises: This will raise a :class:`ServerException<logentries_api.exceptions.ServerException>` if there is an error from Logentries	[ "Get", "all", "current", "hooks" ]	python	test	27.066667

has2k1/mizani

mizani/utils.py

https://github.com/has2k1/mizani/blob/312d0550ee0136fd1b0384829b33f3b2065f47c8/mizani/utils.py#L257-L277

def same_log10_order_of_magnitude(x, delta=0.1): """ Return true if range is approximately in same order of magnitude For example these sequences are in the same order of magnitude: - [1, 8, 5] # [1, 10) - [35, 20, 80] # [10 100) - [232, 730] # [100, 1000) Parameters ...

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Return true if range is approximately in same order of magnitude For example these sequences are in the same order of magnitude: - [1, 8, 5] # [1, 10) - [35, 20, 80] # [10 100) - [232, 730] # [100, 1000) Parameters ---------- x : array-like Values in base 10. ...

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python

valid

29.619048

gitpython-developers/GitPython

git/compat.py

https://github.com/gitpython-developers/GitPython/blob/1f66e25c25cde2423917ee18c4704fff83b837d1/git/compat.py#L161-L185

def surrogateescape_handler(exc): """ Pure Python implementation of the PEP 383: the "surrogateescape" error handler of Python 3. Undecodable bytes will be replaced by a Unicode character U+DCxx on decoding, and these are translated into the original bytes on encoding. """ mystring = exc.obj...

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Pure Python implementation of the PEP 383: the "surrogateescape" error handler of Python 3. Undecodable bytes will be replaced by a Unicode character U+DCxx on decoding, and these are translated into the original bytes on encoding.

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python

train

43.52

geertj/pyskiplist

pyskiplist/skiplist.py

https://github.com/geertj/pyskiplist/blob/c5f94cf135d42bb277255150d3f570ed807468b2/pyskiplist/skiplist.py#L403-L415

def index(self, key, default=UNSET): """Find the first key-value pair with key *key* and return its position. If the key is not found, return *default*. If default was not provided, raise a ``KeyError`` """ self._find_lt(key) node = self._path[0][2] if node is se...

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Find the first key-value pair with key *key* and return its position. If the key is not found, return *default*. If default was not provided, raise a ``KeyError``

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python

train

38.384615

pallets/werkzeug

src/werkzeug/debug/tbtools.py

https://github.com/pallets/werkzeug/blob/a220671d66755a94630a212378754bb432811158/src/werkzeug/debug/tbtools.py#L548-L554

def eval(self, code, mode="single"): """Evaluate code in the context of the frame.""" if isinstance(code, string_types): if PY2 and isinstance(code, text_type): # noqa code = UTF8_COOKIE + code.encode("utf-8") code = compile(code, "<interactive>", mode) r...

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Evaluate code in the context of the frame.

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python

train

51

genomoncology/related

src/related/converters.py

https://github.com/genomoncology/related/blob/be47c0081e60fc60afcde3a25f00ebcad5d18510/src/related/converters.py#L72-L93

def to_set_field(cls): """ Returns a callable instance that will convert a value to a Sequence. :param cls: Valid class type of the items in the Sequence. :return: instance of the SequenceConverter. """ class SetConverter(object): def __init__(self, cls): self._cls = cls ...

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Returns a callable instance that will convert a value to a Sequence. :param cls: Valid class type of the items in the Sequence. :return: instance of the SequenceConverter.

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python

train

27.545455

DataDog/integrations-core

tokumx/datadog_checks/tokumx/vendor/pymongo/mongo_client.py

https://github.com/DataDog/integrations-core/blob/ebd41c873cf9f97a8c51bf9459bc6a7536af8acd/tokumx/datadog_checks/tokumx/vendor/pymongo/mongo_client.py#L1073-L1086

def _close_cursor_now(self, cursor_id, address=None): """Send a kill cursors message with the given id. What closing the cursor actually means depends on this client's cursor manager. If there is none, the cursor is closed synchronously on the current thread. """ if not ...

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Send a kill cursors message with the given id. What closing the cursor actually means depends on this client's cursor manager. If there is none, the cursor is closed synchronously on the current thread.

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python

train

44

facetoe/zenpy

zenpy/lib/api.py

https://github.com/facetoe/zenpy/blob/34c54c7e408b9ed01604ddf8b3422204c8bf31ea/zenpy/lib/api.py#L636-L644

def request_verification(self, user, identity): """ Sends the user a verification email with a link to verify ownership of the email address. :param user: User id or object :param identity: Identity id or object :return: requests Response object """ return UserId...

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Sends the user a verification email with a link to verify ownership of the email address. :param user: User id or object :param identity: Identity id or object :return: requests Response object

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python

train

43

markchil/gptools

gptools/gaussian_process.py

https://github.com/markchil/gptools/blob/225db52bfe6baef1516529ad22177aa2cf7b71e4/gptools/gaussian_process.py#L331-L339

def free_params(self, value): """Set the free parameters. Note that this bypasses enforce_bounds. """ value = scipy.asarray(value, dtype=float) self.K_up_to_date = False self.k.free_params = value[:self.k.num_free_params] self.noise_k.free_params = value[self.k.num_free_p...

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Set the free parameters. Note that this bypasses enforce_bounds.

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python

train

55.555556

rigetti/pyquil

pyquil/operator_estimation.py

https://github.com/rigetti/pyquil/blob/ec98e453084b0037d69d8c3245f6822a5422593d/pyquil/operator_estimation.py#L470-L483

def _local_pauli_eig_meas(op, idx): """ Generate gate sequence to measure in the eigenbasis of a Pauli operator, assuming we are only able to measure in the Z eigenbasis. (Note: The unitary operations of this Program are essentially the Hermitian conjugates of those in :py:func:`_one_q_pauli_prep`) ...

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Generate gate sequence to measure in the eigenbasis of a Pauli operator, assuming we are only able to measure in the Z eigenbasis. (Note: The unitary operations of this Program are essentially the Hermitian conjugates of those in :py:func:`_one_q_pauli_prep`)

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python

train

37.357143

Eyepea/systemDream

src/systemdream/journal/handler.py

https://github.com/Eyepea/systemDream/blob/018fa5e9ff0f4fdc62fa85b235725d0f8b24f1a8/src/systemdream/journal/handler.py#L109-L137

def emit(self, record): """Write record as journal event. MESSAGE is taken from the message provided by the user, and PRIORITY, LOGGER, THREAD_NAME, CODE_{FILE,LINE,FUNC} fields are appended automatically. In addition, record.MESSAGE_ID will be used if present. "...

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Write record as journal event. MESSAGE is taken from the message provided by the user, and PRIORITY, LOGGER, THREAD_NAME, CODE_{FILE,LINE,FUNC} fields are appended automatically. In addition, record.MESSAGE_ID will be used if present.

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python

train

37.896552

chemlab/chemlab

chemlab/utils/pbc.py

https://github.com/chemlab/chemlab/blob/c8730966316d101e24f39ac3b96b51282aba0abe/chemlab/utils/pbc.py#L108-L120

def periodic_distance(a, b, periodic): ''' Periodic distance between two arrays. Periodic is a 3 dimensional array containing the 3 box sizes. ''' a = np.array(a) b = np.array(b) periodic = np.array(periodic) delta = np.abs(a - b) delta = np.where(delta > 0.5 * periodic, periodic -...

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Periodic distance between two arrays. Periodic is a 3 dimensional array containing the 3 box sizes.

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python

train

28.307692

eerimoq/bitstruct

bitstruct.py

https://github.com/eerimoq/bitstruct/blob/8e887c10241aa51c2a77c10e9923bb3978b15bcb/bitstruct.py#L589-L597

def unpack_from_dict(fmt, names, data, offset=0): """Same as :func:`~bitstruct.unpack_from_dict()`, but returns a dictionary. See :func:`~bitstruct.pack_dict()` for details on `names`. """ return CompiledFormatDict(fmt, names).unpack_from(data, offset)

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Same as :func:`~bitstruct.unpack_from_dict()`, but returns a dictionary. See :func:`~bitstruct.pack_dict()` for details on `names`.

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python

valid

29.666667

gtaylor/paypal-python

paypal/countries.py

https://github.com/gtaylor/paypal-python/blob/aa7a987ea9e9b7f37bcd8a8b54a440aad6c871b1/paypal/countries.py#L254-L273

def is_valid_country_abbrev(abbrev, case_sensitive=False): """ Given a country code abbreviation, check to see if it matches the country table. abbrev: (str) Country code to evaluate. case_sensitive: (bool) When True, enforce case sensitivity. Returns True if valid, False if not. """ i...

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Given a country code abbreviation, check to see if it matches the country table. abbrev: (str) Country code to evaluate. case_sensitive: (bool) When True, enforce case sensitivity. Returns True if valid, False if not.

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python

train

25.75

synw/dataswim

dataswim/charts/__init__.py

https://github.com/synw/dataswim/blob/4a4a53f80daa7cd8e8409d76a19ce07296269da2/dataswim/charts/__init__.py#L301-L311

def mline_point_(self, col, x=None, y=None, rsum=None, rmean=None): """ Splits a column into multiple series based on the column's unique values. Then visualize theses series in a chart. Parameters: column to split, x axis column, y axis column Optional: rsum="1D" to resample and sum data an rmean="1D" to m...

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Splits a column into multiple series based on the column's unique values. Then visualize theses series in a chart. Parameters: column to split, x axis column, y axis column Optional: rsum="1D" to resample and sum data an rmean="1D" to mean the data

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python

train

42.727273

google/brotli

research/brotlidump.py

https://github.com/google/brotli/blob/4b2b2d4f83ffeaac7708e44409fe34896a01a278/research/brotlidump.py#L1578-L1615

def processStream(self): """Process a brotli stream. """ print('addr hex{:{}s}binary context explanation'.format( '', self.width-10)) print('Stream header'.center(60, '-')) self.windowSize = self.verboseRead(WindowSizeAlphabet()) print('Metablock header'.cent...

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Process a brotli stream.

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python

test

46.368421

DataBiosphere/dsub

dsub/lib/providers_util.py

https://github.com/DataBiosphere/dsub/blob/443ce31daa6023dc2fd65ef2051796e19d18d5a7/dsub/lib/providers_util.py#L160-L196

def build_recursive_delocalize_command(source, outputs, file_provider): """Return a multi-line string with a shell script to copy recursively. Arguments: source: Folder with the data. For example /mnt/data outputs: a list of OutputFileParam. file_provider: file provider string used to filte...

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Return a multi-line string with a shell script to copy recursively. Arguments: source: Folder with the data. For example /mnt/data outputs: a list of OutputFileParam. file_provider: file provider string used to filter the output params; the returned command will only apply ou...

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python

valid

32.324324

MisterY/gnucash-portfolio

gnucash_portfolio/accounts.py

https://github.com/MisterY/gnucash-portfolio/blob/bfaad8345a5479d1cd111acee1939e25c2a638c2/gnucash_portfolio/accounts.py#L119-L127

def get_end_balance(self, after: date) -> Decimal: """ Calculates account balance """ # create a new date without hours #date_corrected = datetimeutils.end_of_day(after) datum = Datum() datum.from_date(after) datum.end_of_day() #log(DEBUG, "getting balance on %s",...

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Calculates account balance

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python

train

41.777778

mthh/jenkspy

jenkspy/core.py

https://github.com/mthh/jenkspy/blob/f57c0149e1d4dfd2369270ace55981fcf55f699b/jenkspy/core.py#L15-L72

def jenks_breaks(values, nb_class): """ Compute jenks natural breaks on a sequence of `values`, given `nb_class`, the number of desired class. Parameters ---------- values : array-like The Iterable sequence of numbers (integer/float) to be used. nb_class : int The desired nu...

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Compute jenks natural breaks on a sequence of `values`, given `nb_class`, the number of desired class. Parameters ---------- values : array-like The Iterable sequence of numbers (integer/float) to be used. nb_class : int The desired number of class (as some other functions requests ...

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python

valid

35.5

genialis/resolwe

resolwe/rest/serializers.py

https://github.com/genialis/resolwe/blob/f7bb54932c81ec0cfc5b5e80d238fceaeaa48d86/resolwe/rest/serializers.py#L11-L14

def fields(self): """Filter fields based on request query parameters.""" fields = super().fields return apply_subfield_projection(self, copy.copy(fields))

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Filter fields based on request query parameters.

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python

train

43.75

divio/aldryn-apphooks-config

aldryn_apphooks_config/utils.py

https://github.com/divio/aldryn-apphooks-config/blob/5b8dfc7516982a8746fc08cf919c6ab116335d62/aldryn_apphooks_config/utils.py#L59-L68

def _get_apphook_field_names(model): """ Return all foreign key field names for a AppHookConfig based model """ from .models import AppHookConfig # avoid circular dependencies fields = [] for field in model._meta.fields: if isinstance(field, ForeignKey) and issubclass(field.remote_field...

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Return all foreign key field names for a AppHookConfig based model

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python

train

41.1

dmckeone/frosty

frosty/includes.py

https://github.com/dmckeone/frosty/blob/868d81e72b6c8e354af3697531c20f116cd1fc9a/frosty/includes.py#L52-L70

def build_includes(include_packages, freezer=None, optional=None): """ Iterate the list of packages to build a complete list of those packages as well as all subpackages. :param include_packages: list of package names :type: include_pacakges: list of basestr :param freezer: The freezer to use (See ...

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Iterate the list of packages to build a complete list of those packages as well as all subpackages. :param include_packages: list of package names :type: include_pacakges: list of basestr :param freezer: The freezer to use (See FREEZER constants) :param optional: Optional pacakge names to include (will...

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python

train

42.578947

HPENetworking/PYHPEIMC

pyhpeimc/objects.py

https://github.com/HPENetworking/PYHPEIMC/blob/4fba31827573587e03a6233c7db60f188038c8e5/pyhpeimc/objects.py#L264-L274

def addchild(self, startip, endip, name, description): """ Method takes inpur of str startip, str endip, name, and description and adds a child scope. The startip and endip MUST be in the IP address range of the parent scope. :param startip: str of ipv4 address of the first address in th...

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Method takes inpur of str startip, str endip, name, and description and adds a child scope. The startip and endip MUST be in the IP address range of the parent scope. :param startip: str of ipv4 address of the first address in the child scope :param endip: str of ipv4 address of the last address...

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python

train

57.909091

cltl/KafNafParserPy

KafNafParserPy/term_data.py

https://github.com/cltl/KafNafParserPy/blob/9bc32e803c176404b255ba317479b8780ed5f569/KafNafParserPy/term_data.py#L350-L362

def add_external_reference(self,term_id, external_ref): """ Adds an external reference for the given term @type term_id: string @param term_id: the term identifier @type external_ref: L{CexternalReference} @param external_ref: the external reference object """ ...

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Adds an external reference for the given term @type term_id: string @param term_id: the term identifier @type external_ref: L{CexternalReference} @param external_ref: the external reference object

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python

train

40.923077

nion-software/nionswift-io

nionswift_plugin/DM_IO/dm3_image_utils.py

https://github.com/nion-software/nionswift-io/blob/e9ae37f01faa9332c48b647f93afd5ef2166b155/nionswift_plugin/DM_IO/dm3_image_utils.py#L102-L137

def ndarray_to_imagedatadict(nparr): """ Convert the numpy array nparr into a suitable ImageList entry dictionary. Returns a dictionary with the appropriate Data, DataType, PixelDepth to be inserted into a dm3 tag dictionary and written to a file. """ ret = {} dm_type = None for k, v in ...

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Convert the numpy array nparr into a suitable ImageList entry dictionary. Returns a dictionary with the appropriate Data, DataType, PixelDepth to be inserted into a dm3 tag dictionary and written to a file.

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python

train

47.416667

MillionIntegrals/vel

vel/rl/api/evaluator.py

https://github.com/MillionIntegrals/vel/blob/e0726e1f63742b728966ccae0c8b825ea0ba491a/vel/rl/api/evaluator.py#L114-L133

def get(self, name): """ Return a value from this evaluator. Because tensor calculated is cached, it may lead to suble bugs if the same value is used multiple times with and without no_grad() context. It is advised in such cases to not use no_grad and stick to .detach() ...

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Return a value from this evaluator. Because tensor calculated is cached, it may lead to suble bugs if the same value is used multiple times with and without no_grad() context. It is advised in such cases to not use no_grad and stick to .detach()

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python

train

39.5

Parsely/birding

src/birding/bolt.py

https://github.com/Parsely/birding/blob/c7f6eee56424234e361b1a455595de202e744dac/src/birding/bolt.py#L16-L27

def fault_barrier(fn): """Method decorator to catch and log errors, then send fail message.""" @functools.wraps(fn) def process(self, tup): try: return fn(self, tup) except Exception as e: if isinstance(e, KeyboardInterrupt): return print(s...

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Method decorator to catch and log errors, then send fail message.

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python

train

31.5

mozilla/mozdownload

mozdownload/timezones.py

https://github.com/mozilla/mozdownload/blob/97796a028455bb5200434562d23b66d5a5eb537b/mozdownload/timezones.py#L23-L34

def dst(self, dt): """Calculate delta for daylight saving.""" # Daylight saving starts on the second Sunday of March at 2AM standard dst_start_date = self.first_sunday(dt.year, 3) + timedelta(days=7) \ + timedelta(hours=2) # Daylight...

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Calculate delta for daylight saving.

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python

train

49.833333

MSchnei/pyprf_feature

pyprf_feature/analysis/pyprf_sim_ep.py

https://github.com/MSchnei/pyprf_feature/blob/49004ede7ae1ddee07a30afe9ce3e2776750805c/pyprf_feature/analysis/pyprf_sim_ep.py#L57-L83

def main(): """pyprf_sim entry point.""" # Get list of input arguments (without first one, which is the path to the # function that is called): --NOTE: This is another way of accessing # input arguments, but since we use 'argparse' it is redundant. # lstArgs = sys.argv[1:] strWelcome = 'pyprf_s...

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pyprf_sim entry point.

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python

train

41.333333

geometalab/pyGeoTile

pygeotile/tile.py

https://github.com/geometalab/pyGeoTile/blob/b1f44271698f5fc4d18c2add935797ed43254aa6/pygeotile/tile.py#L16-L24

def from_quad_tree(cls, quad_tree): """Creates a tile from a Microsoft QuadTree""" assert bool(re.match('^[0-3]*$', quad_tree)), 'QuadTree value can only consists of the digits 0, 1, 2 and 3.' zoom = len(str(quad_tree)) offset = int(math.pow(2, zoom)) - 1 google_x, google_y = [re...

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Creates a tile from a Microsoft QuadTree

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python

train

67.888889

diging/tethne

tethne/readers/zotero.py

https://github.com/diging/tethne/blob/ba10eeb264b7a3f2dbcce71cfd5cb2d6bbf7055f/tethne/readers/zotero.py#L53-L83

def _infer_spaces(s): """ Uses dynamic programming to infer the location of spaces in a string without spaces. """ s = s.lower() # Find the best match for the i first characters, assuming cost has # been built for the i-1 first characters. # Returns a pair (match_cost, match_length). ...

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Uses dynamic programming to infer the location of spaces in a string without spaces.

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python

train

27.612903

apple/turicreate

src/unity/python/turicreate/data_structures/sarray.py

https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L478-L508

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python

train

38.774194

brocade/pynos

pynos/versions/ver_6/ver_6_0_1/yang/brocade_ras_ext.py

https://github.com/brocade/pynos/blob/bd8a34e98f322de3fc06750827d8bbc3a0c00380/pynos/versions/ver_6/ver_6_0_1/yang/brocade_ras_ext.py#L269-L281

def show_support_save_status_output_show_support_save_status_percentage_of_completion(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") show_support_save_status = ET.Element("show_support_save_status") config = show_support_save_status output = ET....

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Auto Generated Code

[ "Auto", "Generated", "Code" ]

python

train

54.769231

xflr6/gsheets

gsheets/models.py

https://github.com/xflr6/gsheets/blob/ca4f1273044704e529c1138e3f942836fc496e1b/gsheets/models.py#L170-L190

def to_csv(self, encoding=export.ENCODING, dialect=export.DIALECT, make_filename=export.MAKE_FILENAME): """Dump all worksheets of the spreadsheet to individual CSV files. Args: encoding (str): result string encoding dialect (str): :mod:`csv` dialect name or object...

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Dump all worksheets of the spreadsheet to individual CSV files. Args: encoding (str): result string encoding dialect (str): :mod:`csv` dialect name or object to use make_filename: template or one-argument callable returning the filename If ``make_filename`` is a str...

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python

train

49.285714

idlesign/django-yaturbo

yaturbo/toolbox.py

https://github.com/idlesign/django-yaturbo/blob/a5ac9053bb800ea8082dc0615b93398917c3290a/yaturbo/toolbox.py#L18-L28

def sanitize_turbo(html, allowed_tags=TURBO_ALLOWED_TAGS, allowed_attrs=TURBO_ALLOWED_ATTRS): """Sanitizes HTML, removing not allowed tags and attributes. :param str|unicode html: :param list allowed_tags: List of allowed tags. :param dict allowed_attrs: Dictionary with attributes allowed for tags. ...

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Sanitizes HTML, removing not allowed tags and attributes. :param str|unicode html: :param list allowed_tags: List of allowed tags. :param dict allowed_attrs: Dictionary with attributes allowed for tags. :rtype: unicode

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python

test

37.818182

kubernetes-client/python

kubernetes/client/apis/node_v1beta1_api.py

https://github.com/kubernetes-client/python/blob/5e512ff564c244c50cab780d821542ed56aa965a/kubernetes/client/apis/node_v1beta1_api.py#L596-L620

def patch_runtime_class(self, name, body, **kwargs): """ partially update the specified RuntimeClass This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.patch_runtime_class(name, body, async_re...

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partially update the specified RuntimeClass This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.patch_runtime_class(name, body, async_req=True) >>> result = thread.get() :param async_req bool ...

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python

train

75

ewels/MultiQC

multiqc/modules/star/star.py

https://github.com/ewels/MultiQC/blob/2037d6322b2554146a74efbf869156ad20d4c4ec/multiqc/modules/star/star.py#L186-L207

def star_stats_table(self): """ Take the parsed stats from the STAR report and add them to the basic stats table at the top of the report """ headers = OrderedDict() headers['uniquely_mapped_percent'] = { 'title': '% Aligned', 'description': '% Uniquely mapped re...

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Take the parsed stats from the STAR report and add them to the basic stats table at the top of the report

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python

train

38

smarie/python-parsyfiles

parsyfiles/parsing_registries.py

https://github.com/smarie/python-parsyfiles/blob/344b37e1151e8d4e7c2ee49ae09d6568715ae64e/parsyfiles/parsing_registries.py#L337-L356

def get_capabilities_by_ext(self, strict_type_matching: bool = False) -> Dict[str, Dict[Type, Dict[str, Parser]]]: """ For all extensions that are supported, lists all types that can be parsed from this extension. For each type, provide the list of parsers supported. The order is "most p...

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For all extensions that are supported, lists all types that can be parsed from this extension. For each type, provide the list of parsers supported. The order is "most pertinent first" This method is for monitoring and debug, so we prefer to not rely on the cache, but rather on the query engine...

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python

train

45.95

fulfilio/python-magento

magento/utils.py

https://github.com/fulfilio/python-magento/blob/720ec136a6e438a9ee4ee92848a9820b91732750/magento/utils.py#L12-L26

def expand_url(url, protocol): """ Expands the given URL to a full URL by adding the magento soap/wsdl parts :param url: URL to be expanded :param service: 'xmlrpc' or 'soap' """ if protocol == 'soap': ws_part = 'api/?wsdl' elif protocol == 'xmlrpc': ws_part = 'index.php...

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Expands the given URL to a full URL by adding the magento soap/wsdl parts :param url: URL to be expanded :param service: 'xmlrpc' or 'soap'

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python

train

29.066667

blue-yonder/tsfresh

tsfresh/utilities/dataframe_functions.py

https://github.com/blue-yonder/tsfresh/blob/c72c9c574371cf7dd7d54e00a466792792e5d202/tsfresh/utilities/dataframe_functions.py#L89-L147

def impute_dataframe_range(df_impute, col_to_max, col_to_min, col_to_median): """ Columnwise replaces all ``NaNs``, ``-inf`` and ``+inf`` from the DataFrame `df_impute` with average/extreme values from the provided dictionaries. This is done as follows: Each occurring ``inf`` or ``NaN`` in `df_impute` ...

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Columnwise replaces all ``NaNs``, ``-inf`` and ``+inf`` from the DataFrame `df_impute` with average/extreme values from the provided dictionaries. This is done as follows: Each occurring ``inf`` or ``NaN`` in `df_impute` is replaced by * ``-inf`` -> by value in col_to_min * ``+inf`` -> by valu...

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python

train

49.830508

kmmbvnr/django-any

django_any/forms.py

https://github.com/kmmbvnr/django-any/blob/6f64ebd05476e2149e2e71deeefbb10f8edfc412/django_any/forms.py#L353-L371

def multiple_choice_field_data(field, **kwargs): """ Return random value for MultipleChoiceField >>> CHOICES = [('YNG', 'Child'), ('MIDDLE', 'Parent') ,('OLD', 'GrandParent')] >>> result = any_form_field(forms.MultipleChoiceField(choices=CHOICES)) >>> type(result) <type 'str'> """ if fi...

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Return random value for MultipleChoiceField >>> CHOICES = [('YNG', 'Child'), ('MIDDLE', 'Parent') ,('OLD', 'GrandParent')] >>> result = any_form_field(forms.MultipleChoiceField(choices=CHOICES)) >>> type(result) <type 'str'>

[ "Return", "random", "value", "for", "MultipleChoiceField" ]

python

test

34.526316

b3j0f/utils

b3j0f/utils/property.py

https://github.com/b3j0f/utils/blob/793871b98e90fd1c7ce9ef0dce839cc18fcbc6ff/b3j0f/utils/property.py#L187-L208

def get_properties(elt, keys=None, ctx=None): """Get elt properties. :param elt: properties elt. Not None methods or unhashable types. :param keys: key(s) of properties to get from elt. If None, get all properties. :type keys: list or str :param ctx: elt ctx from where get properties. Equal...

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Get elt properties. :param elt: properties elt. Not None methods or unhashable types. :param keys: key(s) of properties to get from elt. If None, get all properties. :type keys: list or str :param ctx: elt ctx from where get properties. Equals elt if None. It allows to get function prop...

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python

train

31.681818

pixelogik/NearPy

nearpy/experiments/recallprecisionexperiment.py

https://github.com/pixelogik/NearPy/blob/1b534b864d320d875508e95cd2b76b6d8c07a90b/nearpy/experiments/recallprecisionexperiment.py#L105-L200

def perform_experiment(self, engine_list): """ Performs nearest neighbour recall experiments with custom vector data for all engines in the specified list. Returns self.result contains list of (recall, precision, search_time) tuple. All are the averaged values over all request v...

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Performs nearest neighbour recall experiments with custom vector data for all engines in the specified list. Returns self.result contains list of (recall, precision, search_time) tuple. All are the averaged values over all request vectors. search_time is the average retrieval/search tim...

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python

train

38.96875

PGower/PyCanvas

builder.py

https://github.com/PGower/PyCanvas/blob/68520005382b440a1e462f9df369f54d364e21e8/builder.py#L133-L140

def build_model_classes(metadata): """Generate a model class for any models contained in the specified spec file.""" i = importlib.import_module(metadata) env = get_jinja_env() model_template = env.get_template('model.py.jinja2') for model in i.models: with open(model_path(model.name.l...

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Generate a model class for any models contained in the specified spec file.

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python

train

49

ggaughan/pipe2py

pipe2py/lib/utils.py

https://github.com/ggaughan/pipe2py/blob/4767d6d1fd354d2a35e6528594b8deb8a033eed4/pipe2py/lib/utils.py#L241-L262

def dispatch(splits, *funcs, **kwargs): """takes multiple iterables (returned by dispatch or broadcast) and delivers the items to multiple functions /-----> _INPUT1 --> double(_INPUT1) --> \ / \ splits ------> _INPUT2 --> triple(_INPUT2) ---> _OU...

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takes multiple iterables (returned by dispatch or broadcast) and delivers the items to multiple functions /-----> _INPUT1 --> double(_INPUT1) --> \ / \ splits ------> _INPUT2 --> triple(_INPUT2) ---> _OUTPUT \ ...

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python

train

42.636364

penguinmenac3/starttf

starttf/estimators/tf_estimator.py

https://github.com/penguinmenac3/starttf/blob/f4086489d169757c0504e822165db2fea534b944/starttf/estimators/tf_estimator.py#L204-L224

def create_prediction_estimator(hyper_params, model, checkpoint_path=None): """ Create an estimator for prediction purpose only. :param hyper_params: The hyper params file. :param model: The keras model. :param checkpoint_path: (Optional) Path to the specific checkpoint to use. :return: """ ...

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Create an estimator for prediction purpose only. :param hyper_params: The hyper params file. :param model: The keras model. :param checkpoint_path: (Optional) Path to the specific checkpoint to use. :return:

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python

train

42.47619

edx/edx-enterprise

enterprise/views.py

https://github.com/edx/edx-enterprise/blob/aea91379ab0a87cd3bc798961fce28b60ee49a80/enterprise/views.py#L183-L189

def course_or_program_exist(self, course_id, program_uuid): """ Return whether the input course or program exist. """ course_exists = course_id and CourseApiClient().get_course_details(course_id) program_exists = program_uuid and CourseCatalogApiServiceClient().program_exists(pro...

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Return whether the input course or program exist.

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python

valid

53

Jajcus/pyxmpp2

pyxmpp2/cache.py

https://github.com/Jajcus/pyxmpp2/blob/14a40a3950910a9cd008b55f0d8905aa0186ce18/pyxmpp2/cache.py#L506-L528

def get_item(self, address, state = 'fresh'): """Get an item from the cache. :Parameters: - `address`: its address. - `state`: the worst state that is acceptable. :Types: - `address`: any hashable - `state`: `str` :return: the item or `No...

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Get an item from the cache. :Parameters: - `address`: its address. - `state`: the worst state that is acceptable. :Types: - `address`: any hashable - `state`: `str` :return: the item or `None` if it was not found. :returntype: `CacheItem`

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python

valid

30.043478

joeyespo/grip

grip/renderers.py

https://github.com/joeyespo/grip/blob/ce933ccc4ca8e0d3718f271c59bd530a4518bf63/grip/renderers.py#L52-L83

def render(self, text, auth=None): """ Renders the specified markdown content and embedded styles. Raises TypeError if text is not a Unicode string. Raises requests.HTTPError if the request fails. """ # Ensure text is Unicode expected = str if sys.version_info[0]...

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Renders the specified markdown content and embedded styles. Raises TypeError if text is not a Unicode string. Raises requests.HTTPError if the request fails.

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python

train

39.40625

s1s1ty/py-jsonq

pyjsonq/query.py

https://github.com/s1s1ty/py-jsonq/blob/9625597a2578bddcbed4e540174d5253b1fc3b75/pyjsonq/query.py#L46-L60

def __parse_json_file(self, file_path): """Process Json file data :@param file_path :@type file_path: string :@throws IOError """ if file_path == '' or os.path.splitext(file_path)[1] != '.json': raise IOError('Invalid Json file') with open(file_path...

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Process Json file data :@param file_path :@type file_path: string :@throws IOError

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python

train

28.533333

sony/nnabla

python/src/nnabla/utils/data_iterator.py

https://github.com/sony/nnabla/blob/aaf3d33b7cbb38f2a03aa754178ba8f7c8481320/python/src/nnabla/utils/data_iterator.py#L199-L228

def next(self): '''next It generates tuple of data. For example, if :py:meth:`self._variables == ('x', 'y')` This method returns :py:meth:` ( [[X] * batch_size], [[Y] * batch_size] )` Returns: tuple: tuple of data for mini-batch in numpy.ndarray. ''...

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next It generates tuple of data. For example, if :py:meth:`self._variables == ('x', 'y')` This method returns :py:meth:` ( [[X] * batch_size], [[Y] * batch_size] )` Returns: tuple: tuple of data for mini-batch in numpy.ndarray.

[ "next" ]

python

train

32.7

rm-hull/luma.core

luma/core/interface/serial.py

https://github.com/rm-hull/luma.core/blob/034b628fb304a01e77732a299c0b42e94d6443db/luma/core/interface/serial.py#L72-L92

def command(self, *cmd): """ Sends a command or sequence of commands through to the I²C address - maximum allowed is 32 bytes in one go. :param cmd: A spread of commands. :type cmd: int :raises luma.core.error.DeviceNotFoundError: I2C device could not be found. "...

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Sends a command or sequence of commands through to the I²C address - maximum allowed is 32 bytes in one go. :param cmd: A spread of commands. :type cmd: int :raises luma.core.error.DeviceNotFoundError: I2C device could not be found.

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python

train

38.095238

dwavesystems/dwave_networkx

dwave_networkx/generators/markov.py

https://github.com/dwavesystems/dwave_networkx/blob/9ea1223ddbc7e86db2f90b8b23e250e6642c3d68/dwave_networkx/generators/markov.py#L63-L126

def markov_network(potentials): """Creates a Markov Network from potentials. A Markov Network is also knows as a `Markov Random Field`_ Parameters ---------- potentials : dict[tuple, dict] A dict where the keys are either nodes or edges and the values are a dictionary of potentials...

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Creates a Markov Network from potentials. A Markov Network is also knows as a `Markov Random Field`_ Parameters ---------- potentials : dict[tuple, dict] A dict where the keys are either nodes or edges and the values are a dictionary of potentials. The potential dict should map each po...

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python

train

35.53125

openego/eDisGo

edisgo/grid/connect.py

https://github.com/openego/eDisGo/blob/e6245bdaf236f9c49dbda5a18c1c458290f41e2b/edisgo/grid/connect.py#L483-L666

def _connect_mv_node(network, node, target_obj): """Connects MV node to target object in MV grid If the target object is a node, a new line is created to it. If the target object is a line, the node is connected to a newly created branch tee (using perpendicular projection) on this line. New lines ...

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Connects MV node to target object in MV grid If the target object is a node, a new line is created to it. If the target object is a line, the node is connected to a newly created branch tee (using perpendicular projection) on this line. New lines are created using standard equipment. Parameters ...

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python

train

41.831522

google/apitools

apitools/base/protorpclite/messages.py

https://github.com/google/apitools/blob/f3745a7ea535aa0e88b0650c16479b696d6fd446/apitools/base/protorpclite/messages.py#L1827-L1841

def default(self): """Default for enum field. Will cause resolution of Enum type and unresolved default value. """ try: return self.__resolved_default except AttributeError: resolved_default = super(EnumField, self).default if isinstance(resol...

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Default for enum field. Will cause resolution of Enum type and unresolved default value.

[ "Default", "for", "enum", "field", "." ]

python

train

40.666667

lmjohns3/theanets

theanets/layers/base.py

https://github.com/lmjohns3/theanets/blob/79db9f878ef2071f2f576a1cf5d43a752a55894a/theanets/layers/base.py#L271-L289

def resolve_inputs(self, layers): '''Resolve the names of inputs for this layer into shape tuples. Parameters ---------- layers : list of :class:`Layer` A list of the layers that are available for resolving inputs. Raises ------ theanets.util.Configu...

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Resolve the names of inputs for this layer into shape tuples. Parameters ---------- layers : list of :class:`Layer` A list of the layers that are available for resolving inputs. Raises ------ theanets.util.ConfigurationError : If an input cannot ...

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python

test

32.368421

spyder-ide/spyder

spyder/plugins/editor/widgets/editor.py

https://github.com/spyder-ide/spyder/blob/f76836ce1b924bcc4efd3f74f2960d26a4e528e0/spyder/plugins/editor/widgets/editor.py#L254-L259

def refresh(self): """Remove editors that are not longer open.""" self._update_id_list() for _id in self.history[:]: if _id not in self.id_list: self.history.remove(_id)

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Remove editors that are not longer open.

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python

train

36.833333

marvin-ai/marvin-python-toolbox

marvin_python_toolbox/common/data_source_provider.py

https://github.com/marvin-ai/marvin-python-toolbox/blob/7c95cb2f9698b989150ab94c1285f3a9eaaba423/marvin_python_toolbox/common/data_source_provider.py#L25-L43

def get_spark_session(enable_hive=False, app_name='marvin-engine', configs=[]): """Return a Spark Session object""" # Prepare spark context to be used import findspark findspark.init() from pyspark.sql import SparkSession # prepare spark sesseion to be returned spark = SparkSession.builder...

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Return a Spark Session object

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python

train

27.421053

defunkt/pystache

pystache/locator.py

https://github.com/defunkt/pystache/blob/17a5dfdcd56eb76af731d141de395a7632a905b8/pystache/locator.py#L139-L152

def find_name(self, template_name, search_dirs): """ Return the path to a template with the given name. Arguments: template_name: the name of the template. search_dirs: the list of directories in which to search. """ file_name = self.make_file_name(templat...

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Return the path to a template with the given name. Arguments: template_name: the name of the template. search_dirs: the list of directories in which to search.

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python

train

27.071429

cirruscluster/cirruscluster

cirruscluster/ext/ansible/runner/action_plugins/script.py

https://github.com/cirruscluster/cirruscluster/blob/977409929dd81322d886425cdced10608117d5d7/cirruscluster/ext/ansible/runner/action_plugins/script.py#L31-L65

def run(self, conn, tmp, module_name, module_args, inject): ''' handler for file transfer operations ''' tokens = shlex.split(module_args) source = tokens[0] # FIXME: error handling args = " ".join(tokens[1:]) source = utils.template(self.runner.basedir, source, in...

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handler for file transfer operations

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python

train

41.085714

mdgoldberg/sportsref

sportsref/nfl/pbp.py

https://github.com/mdgoldberg/sportsref/blob/09f11ac856a23c96d666d1d510bb35d6f050b5c3/sportsref/nfl/pbp.py#L22-L52

def expand_details(df, detailCol='detail'): """Expands the details column of the given dataframe and returns the resulting DataFrame. :df: The input DataFrame. :detailCol: The detail column name. :returns: Returns DataFrame with new columns from pbp parsing. """ df = copy.deepcopy(df) d...

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Expands the details column of the given dataframe and returns the resulting DataFrame. :df: The input DataFrame. :detailCol: The detail column name. :returns: Returns DataFrame with new columns from pbp parsing.

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python

test

42.387097

sdispater/pendulum

pendulum/datetime.py

https://github.com/sdispater/pendulum/blob/94d28b0d3cb524ae02361bd1ed7ea03e2e655e4e/pendulum/datetime.py#L674-L723

def subtract( self, years=0, months=0, weeks=0, days=0, hours=0, minutes=0, seconds=0, microseconds=0, ): """ Remove duration from the instance. :param years: The number of years :type years: int :param...

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Remove duration from the instance. :param years: The number of years :type years: int :param months: The number of months :type months: int :param weeks: The number of weeks :type weeks: int :param days: The number of days :type days: int :par...

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python

train

21.34

dubsmash/config-reader

config_reader/reader.py

https://github.com/dubsmash/config-reader/blob/0c76bb96925a44945e2f79c8cd1b57354d4e4562/config_reader/reader.py#L73-L80

def get_float(self, key, optional=False): """ Tries to fetch a variable from the config and expects it to be strictly a float :param key: Variable to look for :param optional: Whether to raise ConfigKeyNotFoundError if key was not found :return: float """ return s...

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python

train

46.875

quiltdata/quilt

compiler/quilt/tools/store.py

https://github.com/quiltdata/quilt/blob/651853e7e89a8af86e0ff26167e752efa5878c12/compiler/quilt/tools/store.py#L546-L570

def save_package_contents(self, root, team, owner, pkgname): """ Saves the in-memory contents to a file in the local package repository. """ assert isinstance(root, RootNode) instance_hash = hash_contents(root) pkg_path = self.package_path(team, owner, pkgname) ...

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Saves the in-memory contents to a file in the local package repository.

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python

train

42.92

wbond/asn1crypto

dev/coverage.py

https://github.com/wbond/asn1crypto/blob/ecda20176f55d37021cbca1f6da9083a8e491197/dev/coverage.py#L395-L440

def _gitignore(root): """ Parses a .gitignore file and returns patterns to match dirs and files. Only basic gitignore patterns are supported. Pattern negation, ** wildcards and anchored patterns are not currently implemented. :param root: A unicode string of the path to the git repository ...

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Parses a .gitignore file and returns patterns to match dirs and files. Only basic gitignore patterns are supported. Pattern negation, ** wildcards and anchored patterns are not currently implemented. :param root: A unicode string of the path to the git repository :return: A 2-element t...

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python

train

34.891304

pandas-dev/pandas

pandas/plotting/_converter.py

https://github.com/pandas-dev/pandas/blob/9feb3ad92cc0397a04b665803a49299ee7aa1037/pandas/plotting/_converter.py#L1002-L1012

def _get_default_locs(self, vmin, vmax): "Returns the default locations of ticks." if self.plot_obj.date_axis_info is None: self.plot_obj.date_axis_info = self.finder(vmin, vmax, self.freq) locator = self.plot_obj.date_axis_info if self.isminor: return np.compr...

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Returns the default locations of ticks.

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python

train

36.727273

HdrHistogram/HdrHistogram_py

hdrh/histogram.py

https://github.com/HdrHistogram/HdrHistogram_py/blob/cb99981b0564a62e1aa02bd764efa6445923f8f7/hdrh/histogram.py#L550-L572

def decode(encoded_histogram, b64_wrap=True): '''Decode an encoded histogram and return a new histogram instance that has been initialized with the decoded content Return: a new histogram instance representing the decoded content Exception: TypeError in case of ba...

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Decode an encoded histogram and return a new histogram instance that has been initialized with the decoded content Return: a new histogram instance representing the decoded content Exception: TypeError in case of base64 decode error HdrCookieException: ...

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python

train

49.565217

gem/oq-engine

openquake/commands/from_shapefile.py

https://github.com/gem/oq-engine/blob/8294553a0b8aba33fd96437a35065d03547d0040/openquake/commands/from_shapefile.py#L24-L34

def from_shapefile(output, input_shp_files, validate): """ Convert multiple ESRI Shapefile(s) into a single NRML source model file. """ input_parser = shapefileparser.ShapefileParser() source_model = input_parser.read(input_shp_files[0], validate) for f in input_shp_files[1:]: source_mod...

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Convert multiple ESRI Shapefile(s) into a single NRML source model file.

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python

train

47.272727

zxylvlp/PingPHP

pingphp/grammar.py

https://github.com/zxylvlp/PingPHP/blob/2e9a5f1ef4b5b13310e3f8ff350fa91032357bc5/pingphp/grammar.py#L854-L862

def p_InSwitchDefList(p): ''' InSwitchDefList : InSwitchDef | InSwitchDefList InSwitchDef ''' if len(p) <= 2: p[0] = InSwitchDefList(None, p[1]) else: p[0] = InSwitchDefList(p[1], p[2])

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InSwitchDefList : InSwitchDef | InSwitchDefList InSwitchDef

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python

train

25.777778

slackapi/python-slackclient

slack/web/client.py

https://github.com/slackapi/python-slackclient/blob/901341c0284fd81e6d2719d6a0502308760d83e4/slack/web/client.py#L1050-L1053

def reminders_list(self, **kwargs) -> SlackResponse: """Lists all reminders created by or for a given user.""" self._validate_xoxp_token() return self.api_call("reminders.list", http_verb="GET", params=kwargs)

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Lists all reminders created by or for a given user.

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python

train

57.5

gitpython-developers/GitPython

git/__init__.py

https://github.com/gitpython-developers/GitPython/blob/1f66e25c25cde2423917ee18c4704fff83b837d1/git/__init__.py#L19-L27

def _init_externals(): """Initialize external projects by putting them into the path""" if __version__ == 'git': sys.path.insert(0, osp.join(osp.dirname(__file__), 'ext', 'gitdb')) try: import gitdb except ImportError: raise ImportError("'gitdb' could not be found in your PYTHON...

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Initialize external projects by putting them into the path

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python

train

35.333333

saltstack/salt

salt/engines/docker_events.py

https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/engines/docker_events.py#L42-L105

def start(docker_url='unix://var/run/docker.sock', timeout=CLIENT_TIMEOUT, tag='salt/engines/docker_events', filters=None): ''' Scan for Docker events and fire events Example Config .. code-block:: yaml engines: - docker_events: docker_url...

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Scan for Docker events and fire events Example Config .. code-block:: yaml engines: - docker_events: docker_url: unix://var/run/docker.sock filters: event: - start - stop - die - oom ...

[ "Scan", "for", "Docker", "events", "and", "fire", "events" ]

python

train

31.25

LuqueDaniel/pybooru

pybooru/api_danbooru.py

https://github.com/LuqueDaniel/pybooru/blob/60cd5254684d293b308f0b11b8f4ac2dce101479/pybooru/api_danbooru.py#L431-L438

def favorite_remove(self, post_id): """Remove a post from favorites (Requires login). Parameters: post_id (int): Where post_id is the post id. """ return self._get('favorites/{0}.json'.format(post_id), method='DELETE', auth=True)

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Remove a post from favorites (Requires login). Parameters: post_id (int): Where post_id is the post id.

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python

train

36.5

kytos/python-openflow

pyof/v0x04/controller2switch/common.py

https://github.com/kytos/python-openflow/blob/4f2d0d08ab28e102ed88fe57a4ee17729f1e1bb7/pyof/v0x04/controller2switch/common.py#L95-L104

def find_class(self): """Return a class related with this type.""" if self.value <= 1: return InstructionsProperty elif self.value <= 3: return NextTablesProperty elif self.value <= 7: return ActionsProperty return OxmProperty

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Return a class related with this type.

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python

train

29.4

libyal/dtfabric

dtfabric/reader.py

https://github.com/libyal/dtfabric/blob/0d2b5719fa257f6e5c661a406737ebcf8c8db266/dtfabric/reader.py#L490-L510

def _ReadFloatingPointDataTypeDefinition( self, definitions_registry, definition_values, definition_name, is_member=False): """Reads a floating-point data type definition. Args: definitions_registry (DataTypeDefinitionsRegistry): data type definitions registry. definition_valu...

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Reads a floating-point data type definition. Args: definitions_registry (DataTypeDefinitionsRegistry): data type definitions registry. definition_values (dict[str, object]): definition values. definition_name (str): name of the definition. is_member (Optional[bool]): True if the d...

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python

train

41.52381

brechtm/rinohtype

src/rinoh/backend/pdf/xobject/purepng.py

https://github.com/brechtm/rinohtype/blob/40a63c4e5ad7550f62b6860f1812cb67cafb9dc7/src/rinoh/backend/pdf/xobject/purepng.py#L1092-L1100

def set_rendering_intent(self, rendering_intent): """Set rendering intent variant for sRGB chunk""" if rendering_intent not in (None, PERCEPTUAL, RELATIVE_COLORIMETRIC, SATURATION, ...

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Set rendering intent variant for sRGB chunk

[ "Set", "rendering", "intent", "variant", "for", "sRGB", "chunk" ]

python

train

51.333333

tetframework/Tonnikala

tonnikala/loader.py

https://github.com/tetframework/Tonnikala/blob/99d168657da1b2372ff898254f80808ea8d1b83f/tonnikala/loader.py#L253-L281

def load(self, name): """ If not yet in the cache, load the named template and compiles it, placing it into the cache. If in cache, return the cached template. """ if self.reload: self._maybe_purge_cache() template = self.cache.get(name) if ...

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If not yet in the cache, load the named template and compiles it, placing it into the cache. If in cache, return the cached template.

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python

train

26.896552

angr/claripy

claripy/balancer.py

https://github.com/angr/claripy/blob/4ed61924880af1ea8fb778047d896ec0156412a6/claripy/balancer.py#L548-L584

def _handle_comparison(self, truism): """ Handles all comparisons. """ # print("COMP:", truism) is_lt, is_equal, is_unsigned = self.comparison_info[truism.op] size = len(truism.args[0]) int_max = 2**size-1 if is_unsigned else 2**(size-1)-1 int_min = -2*...

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Handles all comparisons.

[ "Handles", "all", "comparisons", "." ]

python

train

38.162162

ambitioninc/python-logentries-api

logentries_api/resources.py

https://github.com/ambitioninc/python-logentries-api/blob/77ff1a7a2995d7ea2725b74e34c0f880f4ee23bc/logentries_api/resources.py#L362-L376

def list(self): """ Get all current hooks :return: All hooks :rtype: list of dict :raises: This will raise a :class:`ServerException<logentries_api.exceptions.ServerException>` if there is an error from Logentries """ return self._post( ...

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Get all current hooks :return: All hooks :rtype: list of dict :raises: This will raise a :class:`ServerException<logentries_api.exceptions.ServerException>` if there is an error from Logentries

[ "Get", "all", "current", "hooks" ]

python

test

27.066667

Datasets:

kejian
/

codesearchnet-python-raw-457k

Models trained or fine-tuned on kejian/codesearchnet-python-raw-457k

Dirus/GPTOWN