kejian/codesearchnet-python-rebalanced · Datasets at Hugging Face

text stringlengths 75 104k	code_tokens list	avg_line_len float64 7.91 980	score float64 0 0.18
def _do_layout(self, data): """ Lays the text out into separate lines and calculates their total height. """ c = data['output'] word_space = c.text_width( ' ', font_name=self.font_name, font_size=self.font_size) # Arrange the t...	[ "def", "_do_layout", "(", "self", ",", "data", ")", ":", "c", "=", "data", "[", "'output'", "]", "word_space", "=", "c", ".", "text_width", "(", "' '", ",", "font_name", "=", "self", ".", "font_name", ",", "font_size", "=", "self", ".", "font_size", ...	31.0625	0.001951
def _timed(_logger=None, level="info"): """ Output execution time of a function to the given logger level level : str On which level to log the performance measurement Returns ------- fun_wrapper : Callable """ def fun_wrapper(f): @functools.wraps(f) def wraps(*...	[ "def", "_timed", "(", "_logger", "=", "None", ",", "level", "=", "\"info\"", ")", ":", "def", "fun_wrapper", "(", "f", ")", ":", "@", "functools", ".", "wraps", "(", "f", ")", "def", "wraps", "(", "", "args", ",", "", "*", "kwargs", ")", ":", ...	23.809524	0.001923
def find_git_repository(self, path): """ Tries to find a directory with a .git repository """ while path is not None: git_path = os.path.join(path,'.git') if os.path.exists(git_path) and os.path.isdir(git_path): return path path = os.pa...	[ "def", "find_git_repository", "(", "self", ",", "path", ")", ":", "while", "path", "is", "not", "None", ":", "git_path", "=", "os", ".", "path", ".", "join", "(", "path", ",", "'.git'", ")", "if", "os", ".", "path", ".", "exists", "(", "git_path", ...	34.7	0.008427
def _logistic_cost_loss(w, X, y, cost_mat, alpha): """Computes the logistic loss. Parameters ---------- w : array-like, shape (n_w, n_features,) or (n_w, n_features + 1,) Coefficient vector or matrix of coefficient. X : array-like, shape (n_samples, n_features) Training data. ...	[ "def", "_logistic_cost_loss", "(", "w", ",", "X", ",", "y", ",", "cost_mat", ",", "alpha", ")", ":", "if", "w", ".", "shape", "[", "0", "]", "==", "w", ".", "size", ":", "# Only evaluating one w", "return", "_logistic_cost_loss_i", "(", "w", ",", "X", ...	26.292683	0.001789
def compute_trip_activity(feed: "Feed", dates: List[str]) -> DataFrame: """ Mark trip as active or inactive on the given dates as computed by :func:`is_active_trip`. Parameters ---------- feed : Feed dates : string or list A YYYYMMDD date string or list thereof indicating the date(s...	[ "def", "compute_trip_activity", "(", "feed", ":", "\"Feed\"", ",", "dates", ":", "List", "[", "str", "]", ")", "->", "DataFrame", ":", "dates", "=", "feed", ".", "restrict_dates", "(", "dates", ")", "if", "not", "dates", ":", "return", "pd", ".", "Data...	25.808511	0.000794
def motor_primitive(self, m): """ Prepare the movement from a command m. To be overridded in order to generate more complex movement (tutorial to come). This version simply bounds the command. """ return bounds_min_max(m, self.conf.m_mins, self.conf.m_maxs)	[ "def", "motor_primitive", "(", "self", ",", "m", ")", ":", "return", "bounds_min_max", "(", "m", ",", "self", ".", "conf", ".", "m_mins", ",", "self", ".", "conf", ".", "m_maxs", ")" ]	69.5	0.010676
def _cellrepr(value, allow_formulas): """ Get a string representation of dataframe value. :param :value: the value to represent :param :allow_formulas: if True, allow values starting with '=' to be interpreted as formulas; otherwise, escape them with an apostrophe to avoid formu...	[ "def", "_cellrepr", "(", "value", ",", "allow_formulas", ")", ":", "if", "pd", ".", "isnull", "(", "value", ")", "is", "True", ":", "return", "\"\"", "if", "isinstance", "(", "value", ",", "float", ")", ":", "value", "=", "repr", "(", "value", ")", ...	32.222222	0.001675
def pad_dialogues(self, dialogues): """ Pad the entire dataset. This involves adding padding at the end of each sentence, and in the case of a hierarchical model, it also involves adding padding at the end of each dialogue, so that every training sample (dialogue) has the same di...	[ "def", "pad_dialogues", "(", "self", ",", "dialogues", ")", ":", "self", ".", "log", "(", "'info'", ",", "'Padding the dialogues ...'", ")", "return", "[", "self", ".", "pad_dialogue", "(", "d", ")", "for", "d", "in", "dialogues", "]" ]	45.9	0.012821
def set_style(self): """ Set font style with the following attributes: 'foreground_color', 'background_color', 'italic', 'bold' and 'underline' """ if self.current_format is None: assert self.base_format is not None self.current_format = QTextCharF...	[ "def", "set_style", "(", "self", ")", ":", "if", "self", ".", "current_format", "is", "None", ":", "assert", "self", ".", "base_format", "is", "not", "None", "self", ".", "current_format", "=", "QTextCharFormat", "(", "self", ".", "base_format", ")", "# Fo...	34.659091	0.001276
def split(self, text): ''' Splits the text with function arguments into the array with first class citizens separated. See the unit tests for clarificatin. ''' # nesting character -> count counters = {"'": False, '(': 0} def reverse(char): def wrappe...	[ "def", "split", "(", "self", ",", "text", ")", ":", "# nesting character -> count", "counters", "=", "{", "\"'\"", ":", "False", ",", "'('", ":", "0", "}", "def", "reverse", "(", "char", ")", ":", "def", "wrapped", "(", ")", ":", "counters", "[", "ch...	26.392405	0.001849
def expand_user(path): """Expands ~/path to /home/<current_user>/path On POSIX systems does it by getting the home directory for the current effective user from the passwd database. On other systems do it by using :func:`os.path.expanduser` Args: path (str): A path to expand to a user's ho...	[ "def", "expand_user", "(", "path", ")", ":", "if", "not", "path", ".", "startswith", "(", "'~'", ")", ":", "return", "path", "if", "os", ".", "name", "==", "'posix'", ":", "user", "=", "pwd", ".", "getpwuid", "(", "os", ".", "geteuid", "(", ")", ...	27.619048	0.001667
def parseGameTree(self): """ Called when "(" encountered, ends when a matching ")" encountered. Parses and returns one 'GameTree' from 'self.data'. Raises 'GameTreeParseError' if a problem is encountered.""" g = GameTree() while self.index < self.datalen: match = self.reGameTreeNext.match(self.data, self...	[ "def", "parseGameTree", "(", "self", ")", ":", "g", "=", "GameTree", "(", ")", "while", "self", ".", "index", "<", "self", ".", "datalen", ":", "match", "=", "self", ".", "reGameTreeNext", ".", "match", "(", "self", ".", "data", ",", "self", ".", "...	37.47619	0.027261
def git_clean(ctx): """ Delete all files untracked by git. :param ctx: Context object. :return: None. """ # Get command parts cmd_part_s = [ # Program path 'git', # Clean untracked files 'clean', # Remove all untracked files '-x', ...	[ "def", "git_clean", "(", "ctx", ")", ":", "# Get command parts", "cmd_part_s", "=", "[", "# Program path", "'git'", ",", "# Clean untracked files", "'clean'", ",", "# Remove all untracked files", "'-x'", ",", "# Remove untracked directories too", "'-d'", ",", "# Force to ...	19.395349	0.001142
def get_posts_with_limits(self, include_draft=False, **limits): """ Get all posts and filter them as needed. :param include_draft: return draft posts or not :param limits: other limits to the attrs of the result, should be a dict with string or list values ...	[ "def", "get_posts_with_limits", "(", "self", ",", "include_draft", "=", "False", ",", "", "", "limits", ")", ":", "filter_funcs", "=", "[", "]", "for", "attr", "in", "(", "'title'", ",", "'layout'", ",", "'author'", ",", "'email'", ",", "'tags'", ",", ...	42.434783	0.001502
def get_readonly_fields(self, request, obj=None): """Set all fields readonly.""" return list(self.readonly_fields) + [field.name for field in obj._meta.fields]	[ "def", "get_readonly_fields", "(", "self", ",", "request", ",", "obj", "=", "None", ")", ":", "return", "list", "(", "self", ".", "readonly_fields", ")", "+", "[", "field", ".", "name", "for", "field", "in", "obj", ".", "_meta", ".", "fields", "]" ]	57.666667	0.017143
def checkpoint(self): """ Update the database to reflect in-memory changes made to this item; for example, to make it show up in store.query() calls where it is now valid, but was not the last time it was persisted to the database. This is called automatically when in 'autocommi...	[ "def", "checkpoint", "(", "self", ")", ":", "if", "self", ".", "store", "is", "None", ":", "raise", "NotInStore", "(", "\"You can't checkpoint %r: not in a store\"", "%", "(", "self", ",", ")", ")", "if", "self", ".", "__deleting", ":", "if", "not", "self"...	43.364865	0.002133
def _to_json_like(self, include_defaults): ''' Returns a dictionary of the attributes of this object, in a layout corresponding to what BokehJS expects at unmarshalling time. This method does not convert "Bokeh types" into "plain JSON types," for example each child Model will still be a...	[ "def", "_to_json_like", "(", "self", ",", "include_defaults", ")", ":", "all_attrs", "=", "self", ".", "properties_with_values", "(", "include_defaults", "=", "include_defaults", ")", "# If __subtype__ is defined, then this model may introduce properties", "# that don't exist o...	41.704545	0.001597
def new_addon(): '''Create a repository for a new fabsetup-task addon. The repo will contain the fabsetup addon boilerplate. Running this task you have to enter: * your github user account (your pypi account should be the same or similar) * addon name * task name * headline, short descript...	[ "def", "new_addon", "(", ")", ":", "author", ",", "author_email", "=", "git_name_and_email_or_die", "(", ")", "username", "=", "query_input", "(", "'github username:'", ")", "git_ssh_or_die", "(", "username", ")", "addonname", "=", "query_input", "(", "'\\naddon n...	41.630435	0.00102
def aggregate(self, opTable, group_by_cols, meas): """ Create an aggregate table grouped by col showing meas The meas is something like "sum(in)" or "count(*)" RETURNS: DROP TABLE C_AGG_PRODUCT; CREATE TABLE C_AGG_PRODUCT AS ( SELECT PRODUCT, sum(...	[ "def", "aggregate", "(", "self", ",", "opTable", ",", "group_by_cols", ",", "meas", ")", ":", "self", ".", "sql_text", "+=", "\"DROP TABLE \"", "+", "opTable", "+", "\";\\n\"", "self", ".", "sql_text", "+=", "\"CREATE TABLE \"", "+", "opTable", "+", "\" AS (...	42.823529	0.008065
def get_sys_path(rcpath, app_name, section_name=None): """Return a folder path if it exists. First will check if it is an existing system path, if it is, will return it expanded and absoluted. If this fails will look for the rcpath variable in the app_name rcfiles or exclusively within the given s...	[ "def", "get_sys_path", "(", "rcpath", ",", "app_name", ",", "section_name", "=", "None", ")", ":", "# first check if it is an existing path", "if", "op", ".", "exists", "(", "rcpath", ")", ":", "return", "op", ".", "realpath", "(", "op", ".", "expanduser", "...	34.35	0.000943
def isHereDoc(self, line, column): """Check if text at given position is a here document. If language is not known, or text is not parsed yet, ``False`` is returned """ return self._highlighter is not None and \ self._highlighter.isHereDoc(self.document().findBlockByNumbe...	[ "def", "isHereDoc", "(", "self", ",", "line", ",", "column", ")", ":", "return", "self", ".", "_highlighter", "is", "not", "None", "and", "self", ".", "_highlighter", ".", "isHereDoc", "(", "self", ".", "document", "(", ")", ".", "findBlockByNumber", "("...	47.142857	0.014881
def adev(data, rate=1.0, data_type="phase", taus=None): """ Allan deviation. Classic - use only if required - relatively poor confidence. .. math:: \\sigma^2_{ADEV}(\\tau) = { 1 \\over 2 \\tau^2 } \\langle ( {x}_{n+2} - 2x_{n+1} + x_{n} )^2 \\rangle = { 1 \\over 2 (N-2) \\tau^2...	[ "def", "adev", "(", "data", ",", "rate", "=", "1.0", ",", "data_type", "=", "\"phase\"", ",", "taus", "=", "None", ")", ":", "phase", "=", "input_to_phase", "(", "data", ",", "rate", ",", "data_type", ")", "(", "phase", ",", "m", ",", "taus_used", ...	31.753846	0.00047
def plot_generated_images(images, fname): """Save a synthetic image as a PNG file. Args: images: samples of synthetic images generated by the generative network. fname: Python `str`, filename to save the plot to. """ fig = plt.figure(figsize=(4, 4)) canvas = backend_agg.FigureCanvasAgg(fig) for i,...	[ "def", "plot_generated_images", "(", "images", ",", "fname", ")", ":", "fig", "=", "plt", ".", "figure", "(", "figsize", "=", "(", "4", ",", "4", ")", ")", "canvas", "=", "backend_agg", ".", "FigureCanvasAgg", "(", "fig", ")", "for", "i", ",", "image...	30.85	0.012579
def _read_txt(self, stream): ''' Load a PLY element from an ASCII-format PLY file. The element may contain list properties. ''' self._data = _np.empty(self.count, dtype=self.dtype()) k = 0 for line in _islice(iter(stream.readline, b''), self.count): ...	[ "def", "_read_txt", "(", "self", ",", "stream", ")", ":", "self", ".", "_data", "=", "_np", ".", "empty", "(", "self", ".", "count", ",", "dtype", "=", "self", ".", "dtype", "(", ")", ")", "k", "=", "0", "for", "line", "in", "_islice", "(", "it...	36.625	0.001663
def transform(self, fn, lazy=True): """Returns a new dataset with each sample transformed by the transformer function `fn`. Parameters ---------- fn : callable A transformer function that takes a sample as input and returns the transformed sample. ...	[ "def", "transform", "(", "self", ",", "fn", ",", "lazy", "=", "True", ")", ":", "trans", "=", "_LazyTransformDataset", "(", "self", ",", "fn", ")", "if", "lazy", ":", "return", "trans", "return", "SimpleDataset", "(", "[", "i", "for", "i", "in", "tra...	33.375	0.002427
def convert_datetext_to_dategui(datetext, ln=None, secs=False): """Convert: '2005-11-16 15:11:57' => '16 nov 2005, 15:11' Or optionally with seconds: '2005-11-16 15:11:57' => '16 nov 2005, 15:11:57' Month is internationalized """ assert ln is None, 'setting language is not supported' try: ...	[ "def", "convert_datetext_to_dategui", "(", "datetext", ",", "ln", "=", "None", ",", "secs", "=", "False", ")", ":", "assert", "ln", "is", "None", ",", "'setting language is not supported'", "try", ":", "datestruct", "=", "convert_datetext_to_datestruct", "(", "dat...	34.333333	0.00135
def supports_spatial_unit_record_type(self, spatial_unit_record_type): """Tests if the given spatial unit record type is supported. arg: spatial_unit_record_type (osid.type.Type): a spatial unit record Type return: (boolean) - ``true`` if the type is supported, ``false`` ...	[ "def", "supports_spatial_unit_record_type", "(", "self", ",", "spatial_unit_record_type", ")", ":", "# Implemented from template for osid.Metadata.supports_coordinate_type", "if", "self", ".", "_kwargs", "[", "'syntax'", "]", "not", "in", "[", "'``SPATIALUNIT``'", "]", ":",...	50.125	0.002448
def plot(what, calc_id=-1, other_id=None, webapi=False): """ Generic plotter for local and remote calculations. """ if '?' not in what: raise SystemExit('Missing ? in %r' % what) prefix, rest = what.split('?', 1) assert prefix in 'source_geom hcurves hmaps uhs', prefix if prefix in '...	[ "def", "plot", "(", "what", ",", "calc_id", "=", "-", "1", ",", "other_id", "=", "None", ",", "webapi", "=", "False", ")", ":", "if", "'?'", "not", "in", "what", ":", "raise", "SystemExit", "(", "'Missing ? in %r'", "%", "what", ")", "prefix", ",", ...	36.12	0.001079
def show_output_dynamic(pcnn_output_dynamic, separate_representation = False): """! @brief Shows output dynamic (output of each oscillator) during simulation. @param[in] pcnn_output_dynamic (pcnn_dynamic): Output dynamic of the pulse-coupled neural network. @param[in] separ...	[ "def", "show_output_dynamic", "(", "pcnn_output_dynamic", ",", "separate_representation", "=", "False", ")", ":", "draw_dynamics", "(", "pcnn_output_dynamic", ".", "time", ",", "pcnn_output_dynamic", ".", "output", ",", "x_title", "=", "\"t\"", ",", "y_title", "=", ...	64	0.026194
def to_foreign(self, obj, name, value): # pylint:disable=unused-argument """Transform to a MongoDB-safe value.""" if self.cache: return self._populate_cache(value) identifier = value # First, we handle the typcial Document object case. if isinstance(value, Document): identifier = value.__data_...	[ "def", "to_foreign", "(", "self", ",", "obj", ",", "name", ",", "value", ")", ":", "# pylint:disable=unused-argument", "if", "self", ".", "cache", ":", "return", "self", ".", "_populate_cache", "(", "value", ")", "identifier", "=", "value", "# First, we handle...	28.78125	0.045168
def serialize(value, field): """ Form values serialization :param object value: A value to be serialized\ for saving it into the database and later\ loading it into the form as initial value """ assert isinstance(field, forms.Field) if isinstance(field, forms.ModelMultipleChoiceField): ...	[ "def", "serialize", "(", "value", ",", "field", ")", ":", "assert", "isinstance", "(", "field", ",", "forms", ".", "Field", ")", "if", "isinstance", "(", "field", ",", "forms", ".", "ModelMultipleChoiceField", ")", ":", "return", "json", ".", "dumps", "(...	30.266667	0.002137
def delete_namespace(self, namespace): """ Delete the specified CIM namespace in the WBEM server and update this WBEMServer object to reflect the removed namespace there. The specified namespace must be empty (i.e. must not contain any classes, instances, or qualifier ty...	[ "def", "delete_namespace", "(", "self", ",", "namespace", ")", ":", "std_namespace", "=", "_ensure_unicode", "(", "namespace", ".", "strip", "(", "'/'", ")", ")", "# Use approach 1: DeleteInstance of CIM class for namespaces", "# Refresh the list of namespaces in this object ...	40.851064	0.000509
def get_image(self, title, group): ''' Retrieve image @title from group @group. ''' return self.images[group.lower()][title.lower()]	[ "def", "get_image", "(", "self", ",", "title", ",", "group", ")", ":", "return", "self", ".", "images", "[", "group", ".", "lower", "(", ")", "]", "[", "title", ".", "lower", "(", ")", "]" ]	32	0.012195
def K(self, X, X2=None): """Compute the covariance matrix between X and X2.""" if X2 is None: X2 = X base = np.pi * (X[:, None, :] - X2[None, :, :]) / self.period exp_dist = np.exp( -0.5* np.sum( np.square( np.sin( base ) / self.lengthscale ), axis = -1 ) ) return ...	[ "def", "K", "(", "self", ",", "X", ",", "X2", "=", "None", ")", ":", "if", "X2", "is", "None", ":", "X2", "=", "X", "base", "=", "np", ".", "pi", "*", "(", "X", "[", ":", ",", "None", ",", ":", "]", "-", "X2", "[", "None", ",", ":", "...	37.333333	0.040698
def copy_store(source, dest, source_path='', dest_path='', excludes=None, includes=None, flags=0, if_exists='raise', dry_run=False, log=None): """Copy data directly from the `source` store to the `dest` store. Use this function when you want to copy a group or array in the most eff...	[ "def", "copy_store", "(", "source", ",", "dest", ",", "source_path", "=", "''", ",", "dest_path", "=", "''", ",", "excludes", "=", "None", ",", "includes", "=", "None", ",", "flags", "=", "0", ",", "if_exists", "=", "'raise'", ",", "dry_run", "=", "F...	35.744444	0.000756
def is_simplicial(G, n): """Determines whether a node n in G is simplicial. Parameters ---------- G : NetworkX graph The graph on which to check whether node n is simplicial. n : node A node in graph G. Returns ------- is_simplicial : bool True if its neighbors ...	[ "def", "is_simplicial", "(", "G", ",", "n", ")", ":", "return", "all", "(", "u", "in", "G", "[", "v", "]", "for", "u", ",", "v", "in", "itertools", ".", "combinations", "(", "G", "[", "n", "]", ",", "2", ")", ")" ]	25.15625	0.001196
def write_message(self, data, binary=False): """ Write a message to the active client """ self.client.write_message(data, binary=binary)	[ "def", "write_message", "(", "self", ",", "data", ",", "binary", "=", "False", ")", ":", "self", ".", "client", ".", "write_message", "(", "data", ",", "binary", "=", "binary", ")" ]	33	0.017751
def from_object(orm_class, engine, limit=None): """ Select data from the table defined by a ORM class, and put into prettytable :param orm_class: an orm class inherit from ``sqlalchemy.ext.declarative.declarative_base()`` :param engine: an ``sqlalchemy.engine.base.Engine`` object. :param li...	[ "def", "from_object", "(", "orm_class", ",", "engine", ",", "limit", "=", "None", ")", ":", "Session", "=", "sessionmaker", "(", "bind", "=", "engine", ")", "ses", "=", "Session", "(", ")", "query", "=", "ses", ".", "query", "(", "orm_class", ")", "i...	31.380952	0.001473
def double_relaxation_run(cls, vasp_cmd, auto_npar=True, ediffg=-0.05, half_kpts_first_relax=False, auto_continue=False): """ Returns a list of two jobs corresponding to an AFLOW style double relaxation run. Args: vasp_cmd (str): Command to run ...	[ "def", "double_relaxation_run", "(", "cls", ",", "vasp_cmd", ",", "auto_npar", "=", "True", ",", "ediffg", "=", "-", "0.05", ",", "half_kpts_first_relax", "=", "False", ",", "auto_continue", "=", "False", ")", ":", "incar_update", "=", "{", "\"ISTART\"", ":"...	47.436364	0.001502
def vinet_dPdV(v, v0, k0, k0p, precision=1.e-5): """ calculate dP/dV for numerical calculation of bulk modulus according to test this differs from analytical result by 1.e-5 :param v: unit-cell volume in A^3 :param v0: unit-cell volume in A^3 at 1 bar :param k0: bulk modulus at reference condit...	[ "def", "vinet_dPdV", "(", "v", ",", "v0", ",", "k0", ",", "k0p", ",", "precision", "=", "1.e-5", ")", ":", "def", "f_scalar", "(", "v", ",", "v0", ",", "k0", ",", "k0p", ",", "precision", "=", "1.e-5", ")", ":", "return", "derivative", "(", "vine...	45.125	0.001357
def allow_ajax(request): """ Default function to determine whether to show the toolbar on a given page. """ if request.META.get('REMOTE_ADDR', None) not in settings.INTERNAL_IPS: return False if toolbar_version < LooseVersion('1.8') \ and request.get_full_path().startswith(DEBUG_...	[ "def", "allow_ajax", "(", "request", ")", ":", "if", "request", ".", "META", ".", "get", "(", "'REMOTE_ADDR'", ",", "None", ")", "not", "in", "settings", ".", "INTERNAL_IPS", ":", "return", "False", "if", "toolbar_version", "<", "LooseVersion", "(", "'1.8'...	41.818182	0.002128
def raw_decode(self, s, idx=0, _w=WHITESPACE.match, _PY3=PY3): """Decode a JSON document from ``s`` (a ``str`` or ``unicode`` beginning with a JSON document) and return a 2-tuple of the Python representation and the index in ``s`` where the document ended. Optionally, ``idx`` can be used...	[ "def", "raw_decode", "(", "self", ",", "s", ",", "idx", "=", "0", ",", "_w", "=", "WHITESPACE", ".", "match", ",", "_PY3", "=", "PY3", ")", ":", "if", "idx", "<", "0", ":", "# Ensure that raw_decode bails on negative indexes, the regex", "# would otherwise mas...	44.32	0.001767
def roles(self): """ Gets the Roles API client. Returns: Roles: """ if not self.__roles: self.__roles = Roles(self.__connection) return self.__roles	[ "def", "roles", "(", "self", ")", ":", "if", "not", "self", ".", "__roles", ":", "self", ".", "__roles", "=", "Roles", "(", "self", ".", "__connection", ")", "return", "self", ".", "__roles" ]	21.2	0.00905
def save(self, filename, format=None): """ Save the SFrame to a file system for later use. Parameters ---------- filename : string The location to save the SFrame. Either a local directory or a remote URL. If the format is 'binary', a directory will be cr...	[ "def", "save", "(", "self", ",", "filename", ",", "format", "=", "None", ")", ":", "if", "format", "is", "None", ":", "if", "filename", ".", "endswith", "(", "(", "'.csv'", ",", "'.csv.gz'", ")", ")", ":", "format", "=", "'csv'", "elif", "filename", ...	37.101695	0.00178
def createRootCertificate(self, noPass = False, keyLength = 4096): """Create a root certificate """ configPath, keyPath, certPath = \ os.path.join(self.basePath, self.FILE_CONFIG), \ os.path.join(self.basePath, self.DIR_PRIVATE, self.FILE_CA_KEY), \ ...	[ "def", "createRootCertificate", "(", "self", ",", "noPass", "=", "False", ",", "keyLength", "=", "4096", ")", ":", "configPath", ",", "keyPath", ",", "certPath", "=", "os", ".", "path", ".", "join", "(", "self", ".", "basePath", ",", "self", ".", "FILE...	66.235294	0.015762
def dump_compile(codeobject, filename, timestamp, magic): """Write code object as a byte-compiled file Arguments: codeobject: code object filefile: bytecode file to write timestamp: timestamp to put in file magic: Pyton bytecode magic """ # Atomically write the pyc/pyo file. Issue #131...	[ "def", "dump_compile", "(", "codeobject", ",", "filename", ",", "timestamp", ",", "magic", ")", ":", "# Atomically write the pyc/pyo file. Issue #13146.", "# id() is used to generate a pseudo-random filename.", "path_tmp", "=", "'%s.%s'", "%", "(", "filename", ",", "id", ...	26.823529	0.002116
def to_header(self, realm=''): """Serialize as a header for an HTTPAuth request.""" oauth_params = ((k, v) for k, v in self.items() if k.startswith('oauth_')) stringy_params = ((k, escape(v)) for k, v in oauth_params) header_params = ('%s="%s"' % (k, v) for k...	[ "def", "to_header", "(", "self", ",", "realm", "=", "''", ")", ":", "oauth_params", "=", "(", "(", "k", ",", "v", ")", "for", "k", ",", "v", "in", "self", ".", "items", "(", ")", "if", "k", ".", "startswith", "(", "'oauth_'", ")", ")", "stringy...	43.846154	0.010309
def anti_commutator(A, B=None): """If ``B != None``, return the anti-commutator :math:`\{A,B\}`, otherwise return the super-operator :math:`\{A,\cdot\}`. The super-operator :math:`\{A,\cdot\}` maps any other operator ``B`` to the anti-commutator :math:`\{A, B\} = A B + B A`. Args: A: The f...	[ "def", "anti_commutator", "(", "A", ",", "B", "=", "None", ")", ":", "if", "B", ":", "return", "A", "", "B", "+", "B", "", "A", "return", "SPre", "(", "A", ")", "+", "SPost", "(", "A", ")" ]	34.117647	0.020134
def delete(self, resource_id, kwargs): """ Deletes a resource by ID. """ return self.client._delete(self._url(resource_id), kwargs)	[ "def", "delete", "(", "self", ",", "resource_id", ",", "", "", "kwargs", ")", ":", "return", "self", ".", "client", ".", "_delete", "(", "self", ".", "_url", "(", "resource_id", ")", ",", "", "", "kwargs", ")" ]	27.166667	0.011905
def AddDefaultMergers(self): """Adds the default DataSetMergers defined in this module.""" self.AddMerger(AgencyMerger(self)) self.AddMerger(StopMerger(self)) self.AddMerger(RouteMerger(self)) self.AddMerger(ServicePeriodMerger(self)) self.AddMerger(FareMerger(self)) self.AddMerger(ShapeMerg...	[ "def", "AddDefaultMergers", "(", "self", ")", ":", "self", ".", "AddMerger", "(", "AgencyMerger", "(", "self", ")", ")", "self", ".", "AddMerger", "(", "StopMerger", "(", "self", ")", ")", "self", ".", "AddMerger", "(", "RouteMerger", "(", "self", ")", ...	39.8	0.002457
def gen_nop(): """Return a NOP instruction. """ empty_reg = ReilEmptyOperand() return ReilBuilder.build(ReilMnemonic.NOP, empty_reg, empty_reg, empty_reg)	[ "def", "gen_nop", "(", ")", ":", "empty_reg", "=", "ReilEmptyOperand", "(", ")", "return", "ReilBuilder", ".", "build", "(", "ReilMnemonic", ".", "NOP", ",", "empty_reg", ",", "empty_reg", ",", "empty_reg", ")" ]	30.333333	0.016043
def modelrepr(instance) -> str: """ Default ``repr`` version of a Django model object, for debugging. """ elements = [] # noinspection PyProtectedMember for f in instance._meta.get_fields(): # https://docs.djangoproject.com/en/2.0/ref/models/meta/ if f.auto_created: c...	[ "def", "modelrepr", "(", "instance", ")", "->", "str", ":", "elements", "=", "[", "]", "# noinspection PyProtectedMember", "for", "f", "in", "instance", ".", "_meta", ".", "get_fields", "(", ")", ":", "# https://docs.djangoproject.com/en/2.0/ref/models/meta/", "if",...	36.35	0.00134
def ListChildren(self, urn, limit=None, age=NEWEST_TIME): """Lists bunch of directories efficiently. Args: urn: Urn to list children. limit: Max number of children to list. age: The age of the items to retrieve. Should be one of ALL_TIMES, NEWEST_TIME or a range. Returns: R...	[ "def", "ListChildren", "(", "self", ",", "urn", ",", "limit", "=", "None", ",", "age", "=", "NEWEST_TIME", ")", ":", "_", ",", "children_urns", "=", "list", "(", "self", ".", "MultiListChildren", "(", "[", "urn", "]", ",", "limit", "=", "limit", ",",...	30.866667	0.002096
def _distance(self, x0, y0, x1, y1): """Utitlity function to compute distance between points.""" dx = x1-x0 dy = y1-y0 # roll displacements across the borders if self.pix: dx[ dx > self.Lx/2 ] -= self.Lx dx[ dx < -self.Lx/2 ] += self.Lx if self.piy...	[ "def", "_distance", "(", "self", ",", "x0", ",", "y0", ",", "x1", ",", "y1", ")", ":", "dx", "=", "x1", "-", "x0", "dy", "=", "y1", "-", "y0", "# roll displacements across the borders", "if", "self", ".", "pix", ":", "dx", "[", "dx", ">", "self", ...	35.083333	0.023148
def new_folder(self, basedir): """New folder""" title = _('New folder') subtitle = _('Folder name:') self.create_new_folder(basedir, title, subtitle, is_package=False)	[ "def", "new_folder", "(", "self", ",", "basedir", ")", ":", "title", "=", "_", "(", "'New folder'", ")", "subtitle", "=", "_", "(", "'Folder name:'", ")", "self", ".", "create_new_folder", "(", "basedir", ",", "title", ",", "subtitle", ",", "is_package", ...	39.8	0.009852
def _re_flatten(p): ''' Turn all capturing groups in a regular expression pattern into non-capturing groups. ''' if '(' not in p: return p return re.sub(r'(\\)(\(\?P<[^>]>\|\((?!\?))', lambda m: m.group(0) if len(m.group(1)) % 2 else m.group(1) + '(?:', p)	[ "def", "_re_flatten", "(", "p", ")", ":", "if", "'('", "not", "in", "p", ":", "return", "p", "return", "re", ".", "sub", "(", "r'(\\\\)(\\(\\?P<[^>]>\|\\((?!\\?))'", ",", "lambda", "m", ":", "m", ".", "group", "(", "0", ")", "if", "len", "(", "m", ...	46.666667	0.010526
def _dict_from_path(path, val, delimiter=DEFAULT_TARGET_DELIM): ''' Given a lookup string in the form of 'foo:bar:baz" return a nested dictionary of the appropriate depth with the final segment as a value. >>> _dict_from_path('foo:bar:baz', 'somevalue') {"foo": {"bar": {"baz": "somevalue"}} '''...	[ "def", "_dict_from_path", "(", "path", ",", "val", ",", "delimiter", "=", "DEFAULT_TARGET_DELIM", ")", ":", "nested_dict", "=", "_infinitedict", "(", ")", "keys", "=", "path", ".", "rsplit", "(", "delimiter", ")", "lastplace", "=", "reduce", "(", "operator",...	35.285714	0.001972
async def delete(self): """Delete boot source selection.""" await self._handler.delete( boot_source_id=self.boot_source.id, id=self.id)	[ "async", "def", "delete", "(", "self", ")", ":", "await", "self", ".", "_handler", ".", "delete", "(", "boot_source_id", "=", "self", ".", "boot_source", ".", "id", ",", "id", "=", "self", ".", "id", ")" ]	40	0.01227
def xpath(self, node, path): """Wrapper for lxml`s xpath.""" return node.xpath(path, namespaces=self.namespaces)	[ "def", "xpath", "(", "self", ",", "node", ",", "path", ")", ":", "return", "node", ".", "xpath", "(", "path", ",", "namespaces", "=", "self", ".", "namespaces", ")" ]	31.5	0.015504
def dump_to_store(dataset, store, writer=None, encoder=None, encoding=None, unlimited_dims=None): """Store dataset contents to a backends.*DataStore object.""" if writer is None: writer = ArrayWriter() if encoding is None: encoding = {} variables, attrs = conventions....	[ "def", "dump_to_store", "(", "dataset", ",", "store", ",", "writer", "=", "None", ",", "encoder", "=", "None", ",", "encoding", "=", "None", ",", "unlimited_dims", "=", "None", ")", ":", "if", "writer", "is", "None", ":", "writer", "=", "ArrayWriter", ...	32.826087	0.001287
def Tm(CASRN, AvailableMethods=False, Method=None, IgnoreMethods=[]): r'''This function handles the retrieval of a chemical's melting point. Lookup is based on CASRNs. Will automatically select a data source to use if no Method is provided; returns None if the data is not available. Prefered source...	[ "def", "Tm", "(", "CASRN", ",", "AvailableMethods", "=", "False", ",", "Method", "=", "None", ",", "IgnoreMethods", "=", "[", "]", ")", ":", "def", "list_methods", "(", ")", ":", "methods", "=", "[", "]", "if", "CASRN", "in", "Tm_ON_data", ".", "inde...	37.153846	0.001152
def command(state, args): """Watch an anime.""" if len(args) < 2: print(f'Usage: {args[0]} {{ID\|aid:AID}} [EPISODE]') return aid = state.results.parse_aid(args[1], default_key='db') anime = query.select.lookup(state.db, aid) if len(args) < 3: episode = anime.watched_episodes ...	[ "def", "command", "(", "state", ",", "args", ")", ":", "if", "len", "(", "args", ")", "<", "2", ":", "print", "(", "f'Usage: {args[0]} {{ID\|aid:AID}} [EPISODE]'", ")", "return", "aid", "=", "state", ".", "results", ".", "parse_aid", "(", "args", "[", "1"...	32.296296	0.001114
def run(self): """ Reimplements the :meth:`QThread.run` method. """ self.__timer = QTimer() self.__timer.moveToThread(self) self.__timer.start(Constants.default_timer_cycle * self.__timer_cycle_multiplier) self.__timer.timeout.connect(self.__watch_file_system, Q...	[ "def", "run", "(", "self", ")", ":", "self", ".", "__timer", "=", "QTimer", "(", ")", "self", ".", "__timer", ".", "moveToThread", "(", "self", ")", "self", ".", "__timer", ".", "start", "(", "Constants", ".", "default_timer_cycle", "*", "self", ".", ...	29.166667	0.01108
def build_keras_model(): """ Define a recurrent convolutional model in Keras 1.2.2 """ from keras.models import Sequential from keras.layers import Dense, Dropout, Activation from keras.layers import Embedding from keras.layers import LSTM from keras.layers import Convolution1D, MaxPooli...	[ "def", "build_keras_model", "(", ")", ":", "from", "keras", ".", "models", "import", "Sequential", "from", "keras", ".", "layers", "import", "Dense", ",", "Dropout", ",", "Activation", "from", "keras", ".", "layers", "import", "Embedding", "from", "keras", "...	39.409091	0.001126
def organization_show(self, id, kwargs): "https://developer.zendesk.com/rest_api/docs/core/organizations#show-organization" api_path = "/api/v2/organizations/{id}.json" api_path = api_path.format(id=id) return self.call(api_path, kwargs)	[ "def", "organization_show", "(", "self", ",", "id", ",", "", "", "kwargs", ")", ":", "api_path", "=", "\"/api/v2/organizations/{id}.json\"", "api_path", "=", "api_path", ".", "format", "(", "id", "=", "id", ")", "return", "self", ".", "call", "(", "api_p...	53.8	0.010989
def create_element(self, method, args=None): """ Evaluate a browser method and CSS selector against the document (or an optional context DOMNode) and return a single :class:`zombie.dom.DOMNode` object, e.g., browser._node('query', 'body > div') ...roughly translates to ...	[ "def", "create_element", "(", "self", ",", "method", ",", "args", "=", "None", ")", ":", "if", "args", "is", "None", ":", "arguments", "=", "''", "else", ":", "arguments", "=", "\"(%s)\"", "%", "encode_args", "(", "args", ")", "js", "=", "\"\"\"\n ...	30.727273	0.001912
def mapVisualProperty(self, visualProperty=None,mappingType=None, mappingColumn=None, lower=None,center=None,upper=None,\ discrete=None,\ network="current",table="node",\ namespace="default",verbose=False): """" ...	[ "def", "mapVisualProperty", "(", "self", ",", "visualProperty", "=", "None", ",", "mappingType", "=", "None", ",", "mappingColumn", "=", "None", ",", "lower", "=", "None", ",", "center", "=", "None", ",", "upper", "=", "None", ",", "discrete", "=", "None...	47.074074	0.028256
async def power_off( self, stop_mode: PowerStopMode = PowerStopMode.HARD, comment: str = None, wait: bool = False, wait_interval: int = 5): """ Power off. :param stop_mode: How to perform the power off. :type stop_mode: `PowerStopMode` :param comment: Rea...	[ "async", "def", "power_off", "(", "self", ",", "stop_mode", ":", "PowerStopMode", "=", "PowerStopMode", ".", "HARD", ",", "comment", ":", "str", "=", "None", ",", "wait", ":", "bool", "=", "False", ",", "wait_interval", ":", "int", "=", "5", ")", ":", ...	42.756098	0.001115
def remove_autosave_file(self, fileinfo): """ Remove autosave file for specified file. This function also updates `self.autosave_mapping` and clears the `changed_since_autosave` flag. """ filename = fileinfo.filename if filename not in self.name_mapping: ...	[ "def", "remove_autosave_file", "(", "self", ",", "fileinfo", ")", ":", "filename", "=", "fileinfo", ".", "filename", "if", "filename", "not", "in", "self", ".", "name_mapping", ":", "return", "autosave_filename", "=", "self", ".", "name_mapping", "[", "filenam...	39.863636	0.002227
def find_symbol(pid, symbol): """Return [(MemMap, value), ...]""" for mapping in read_proc_maps(pid): if not mapping.filename or not os.path.exists(mapping.filename): continue # We're interested only in the main mapping for each library # It looks like executable bit and 0 o...	[ "def", "find_symbol", "(", "pid", ",", "symbol", ")", ":", "for", "mapping", "in", "read_proc_maps", "(", "pid", ")", ":", "if", "not", "mapping", ".", "filename", "or", "not", "os", ".", "path", ".", "exists", "(", "mapping", ".", "filename", ")", "...	39	0.001318
def searchtextindex(index_or_dirname, query, limit=10, indexname=None, docnum_field=None, score_field=None, fieldboosts=None, search_kwargs=None): """ Search a Whoosh index using a query. E.g.:: >>> import petl as etl >>> import os >>> # set up an...	[ "def", "searchtextindex", "(", "index_or_dirname", ",", "query", ",", "limit", "=", "10", ",", "indexname", "=", "None", ",", "docnum_field", "=", "None", ",", "score_field", "=", "None", ",", "fieldboosts", "=", "None", ",", "search_kwargs", "=", "None", ...	40.5	0.001854
def set(self, param, value): """ Sets a parameter in the embedded param map. """ self._shouldOwn(param) try: value = param.typeConverter(value) except ValueError as e: raise ValueError('Invalid param value given for param "%s". %s' % (param.name, e...	[ "def", "set", "(", "self", ",", "param", ",", "value", ")", ":", "self", ".", "_shouldOwn", "(", "param", ")", "try", ":", "value", "=", "param", ".", "typeConverter", "(", "value", ")", "except", "ValueError", "as", "e", ":", "raise", "ValueError", ...	35.1	0.008333
def _get_attribute_dimension(trait_name, mark_type=None): """Returns the dimension for the name of the trait for the specified mark. If `mark_type` is `None`, then the `trait_name` is returned as is. Returns `None` if the `trait_name` is not valid for `mark_type`. """ if(mark_type is None): ...	[ "def", "_get_attribute_dimension", "(", "trait_name", ",", "mark_type", "=", "None", ")", ":", "if", "(", "mark_type", "is", "None", ")", ":", "return", "trait_name", "scale_metadata", "=", "mark_type", ".", "class_traits", "(", ")", "[", "'scales_metadata'", ...	40.916667	0.001992
def copy(self, request, **kwargs): # pylint: disable=unused-argument ''' Copy instance with deps. ''' instance = self.copy_instance(self.get_object()) serializer = self.get_serializer(instance, data=request.data, partial=True) serializer.is_valid() seriali...	[ "def", "copy", "(", "self", ",", "request", ",", "", "", "kwargs", ")", ":", "# pylint: disable=unused-argument", "instance", "=", "self", ".", "copy_instance", "(", "self", ".", "get_object", "(", ")", ")", "serializer", "=", "self", ".", "get_serializer"...	39.2	0.009975
def plot_objective(ensemble, partition='train', ax=None, jitter=0.1, scatter_kw=dict(), line_kw=dict()): """Plots objective function as a function of model rank. Parameters ---------- ensemble : Ensemble object holds optimization results across a range of model ranks part...	[ "def", "plot_objective", "(", "ensemble", ",", "partition", "=", "'train'", ",", "ax", "=", "None", ",", "jitter", "=", "0.1", ",", "scatter_kw", "=", "dict", "(", ")", ",", "line_kw", "=", "dict", "(", ")", ")", ":", "if", "ax", "is", "None", ":",...	32	0.000595
def parse_connection_option( header: str, pos: int, header_name: str ) -> Tuple[ConnectionOption, int]: """ Parse a Connection option from ``header`` at the given position. Return the protocol value and the new position. Raise :exc:`~websockets.exceptions.InvalidHeaderFormat` on invalid inputs. ...	[ "def", "parse_connection_option", "(", "header", ":", "str", ",", "pos", ":", "int", ",", "header_name", ":", "str", ")", "->", "Tuple", "[", "ConnectionOption", ",", "int", "]", ":", "item", ",", "pos", "=", "parse_token", "(", "header", ",", "pos", "...	31.769231	0.002353
def gen_mul(src1, src2, dst): """Return a MUL instruction. """ assert src1.size == src2.size return ReilBuilder.build(ReilMnemonic.MUL, src1, src2, dst)	[ "def", "gen_mul", "(", "src1", ",", "src2", ",", "dst", ")", ":", "assert", "src1", ".", "size", "==", "src2", ".", "size", "return", "ReilBuilder", ".", "build", "(", "ReilMnemonic", ".", "MUL", ",", "src1", ",", "src2", ",", "dst", ")" ]	30	0.010811
def parse_temperature_response( temperature_string: str) -> Mapping[str, Optional[float]]: ''' Example input: "T:none C:25" ''' err_msg = 'Unexpected argument to parse_temperature_response: {}'.format( temperature_string) if not temperature_string or \ not isinstance(temp...	[ "def", "parse_temperature_response", "(", "temperature_string", ":", "str", ")", "->", "Mapping", "[", "str", ",", "Optional", "[", "float", "]", "]", ":", "err_msg", "=", "'Unexpected argument to parse_temperature_response: {}'", ".", "format", "(", "temperature_stri...	30.5	0.001222
def vals(self, var_type): """ Create a dictionary with name/value pairs listing the variables of a particular type that have a value. """ return {x: y for x, y in self.items() if y.has_value_of_type(var_type)}	[ "def", "vals", "(", "self", ",", "var_type", ")", ":", "return", "{", "x", ":", "y", "for", "x", ",", "y", "in", "self", ".", "items", "(", ")", "if", "y", ".", "has_value_of_type", "(", "var_type", ")", "}" ]	40.666667	0.008032
def __fetch_crate_owner_user(self, crate_id): """Get crate user owners""" raw_owner_user = self.client.crate_attribute(crate_id, 'owner_user') owner_user = json.loads(raw_owner_user) return owner_user	[ "def", "__fetch_crate_owner_user", "(", "self", ",", "crate_id", ")", ":", "raw_owner_user", "=", "self", ".", "client", ".", "crate_attribute", "(", "crate_id", ",", "'owner_user'", ")", "owner_user", "=", "json", ".", "loads", "(", "raw_owner_user", ")", "re...	28.5	0.008511
def unregister(self, cleanup_mode): """Unregisters a machine previously registered with :py:func:`IVirtualBox.register_machine` and optionally do additional cleanup before the machine is unregistered. This method does not delete any files. It only changes the machine configurat...	[ "def", "unregister", "(", "self", ",", "cleanup_mode", ")", ":", "if", "not", "isinstance", "(", "cleanup_mode", ",", "CleanupMode", ")", ":", "raise", "TypeError", "(", "\"cleanup_mode can only be an instance of type CleanupMode\"", ")", "media", "=", "self", ".", ...	60.654762	0.011394
def wrap(self, value): ''' Validate and wrap value using the wrapping function from ``EnumField.item_type`` ''' self.validate_wrap(value) return self.item_type.wrap(value)	[ "def", "wrap", "(", "self", ",", "value", ")", ":", "self", ".", "validate_wrap", "(", "value", ")", "return", "self", ".", "item_type", ".", "wrap", "(", "value", ")" ]	35	0.009302
def statuses_update(self, status, in_reply_to_status_id=None, lat=None, long=None, place_id=None, display_coordinates=None, trim_user=None, media_ids=None): """ Posts a tweet. https://dev.twitter.com/docs/api/1.1/post/statuses/update :par...	[ "def", "statuses_update", "(", "self", ",", "status", ",", "in_reply_to_status_id", "=", "None", ",", "lat", "=", "None", ",", "long", "=", "None", ",", "place_id", "=", "None", ",", "display_coordinates", "=", "None", ",", "trim_user", "=", "None", ",", ...	45.826087	0.001238
def generate_datafile_old(number_items=1000): """ Create the samples.py file """ from utils import get_names, generate_dataset from pprint import pprint filename = "samples.py" dataset = generate_dataset(number_items) fo = open(filename, "wb") fo.write("#!/usr/bin/env python\n") ...	[ "def", "generate_datafile_old", "(", "number_items", "=", "1000", ")", ":", "from", "utils", "import", "get_names", ",", "generate_dataset", "from", "pprint", "import", "pprint", "filename", "=", "\"samples.py\"", "dataset", "=", "generate_dataset", "(", "number_ite...	33.5625	0.001812
def block_resource_fitnesses(self, block: block.Block): """Returns a map of nodename to average fitness value for this block. Assumes that required resources have been checked on all nodes.""" # Short-circuit! My algorithm is terrible, so it doesn't work well for the edge case where # t...	[ "def", "block_resource_fitnesses", "(", "self", ",", "block", ":", "block", ".", "Block", ")", ":", "# Short-circuit! My algorithm is terrible, so it doesn't work well for the edge case where", "# the block has no requirements", "if", "not", "block", ".", "resources", ":", "r...	35.555556	0.002027
def count_datasets(taxonKey = None, country = None, **kwargs): ''' Lists occurrence counts for datasets that cover a given taxon or country :param taxonKey: [int] Taxon key :param country: [str] A country, two letter code :return: dict Usage:: from pygbif import occurrences ...	[ "def", "count_datasets", "(", "taxonKey", "=", "None", ",", "country", "=", "None", ",", "", "", "kwargs", ")", ":", "url", "=", "gbif_baseurl", "+", "'occurrence/counts/datasets'", "out", "=", "gbif_GET", "(", "url", ",", "{", "'taxonKey'", ":", "taxonK...	29.882353	0.009542
def _to_dict(self): """Return a json dictionary representing this model.""" _dict = {} if hasattr(self, 'message_type') and self.message_type is not None: _dict['message_type'] = self.message_type if hasattr(self, 'text') and self.text is not None: _dict['text'] =...	[ "def", "_to_dict", "(", "self", ")", ":", "_dict", "=", "{", "}", "if", "hasattr", "(", "self", ",", "'message_type'", ")", "and", "self", ".", "message_type", "is", "not", "None", ":", "_dict", "[", "'message_type'", "]", "=", "self", ".", "message_ty...	53.9375	0.002278
def is_dataset(ds): """Whether ds is a Dataset. Compatible across TF versions.""" import tensorflow as tf from tensorflow_datasets.core.utils import py_utils dataset_types = [tf.data.Dataset] v1_ds = py_utils.rgetattr(tf, "compat.v1.data.Dataset", None) v2_ds = py_utils.rgetattr(tf, "compat.v2.data.Dataset"...	[ "def", "is_dataset", "(", "ds", ")", ":", "import", "tensorflow", "as", "tf", "from", "tensorflow_datasets", ".", "core", ".", "utils", "import", "py_utils", "dataset_types", "=", "[", "tf", ".", "data", ".", "Dataset", "]", "v1_ds", "=", "py_utils", ".", ...	39.5	0.020619
def mkdir(self, path): """Create directory. All part of path must be exists. Raise exception when path already exists.""" resp = self._sendRequest("MKCOL", path) if resp.status_code != 201: if resp.status_code == 409: raise YaDiskException(409, "Part of path {} does ...	[ "def", "mkdir", "(", "self", ",", "path", ")", ":", "resp", "=", "self", ".", "_sendRequest", "(", "\"MKCOL\"", ",", "path", ")", "if", "resp", ".", "status_code", "!=", "201", ":", "if", "resp", ".", "status_code", "==", "409", ":", "raise", "YaDisk...	49.727273	0.008977
def hash_dir(path): """Write directory at path to Git index, return its SHA1 as a string.""" dir_hash = {} for root, dirs, files in os.walk(path, topdown=False): f_hash = ((f, hash_file(join(root, f))) for f in files) d_hash = ((d, dir_hash[join(root, d)]) for d in dirs) # split+joi...	[ "def", "hash_dir", "(", "path", ")", ":", "dir_hash", "=", "{", "}", "for", "root", ",", "dirs", ",", "files", "in", "os", ".", "walk", "(", "path", ",", "topdown", "=", "False", ")", ":", "f_hash", "=", "(", "(", "f", ",", "hash_file", "(", "j...	40.727273	0.002183
def rst2md(text): """Converts the RST text from the examples docstrigs and comments into markdown text for the Jupyter notebooks""" top_heading = re.compile(r'^=+$\s^([\w\s-]+)^=+$', flags=re.M) text = re.sub(top_heading, r'# \1', text) math_eq = re.compile(r'^\.\. math::((?:.+)?(?:\n+^ .+)*)', f...	[ "def", "rst2md", "(", "text", ")", ":", "top_heading", "=", "re", ".", "compile", "(", "r'^=+$\\s^([\\w\\s-]+)^=+$'", ",", "flags", "=", "re", ".", "M", ")", "text", "=", "re", ".", "sub", "(", "top_heading", ",", "r'# \\1'", ",", "text", ")", "math_eq...	36.65	0.000664
def hr_dp996(self, value=None): """ Corresponds to IDD Field `hr_dp996` humidity ratio, calculated at standard atmospheric pressure at elevation of station, corresponding to Dew-point temperature corresponding to 99.6% annual cumulative frequency of occurrence (cold conditions) ...	[ "def", "hr_dp996", "(", "self", ",", "value", "=", "None", ")", ":", "if", "value", "is", "not", "None", ":", "try", ":", "value", "=", "float", "(", "value", ")", "except", "ValueError", ":", "raise", "ValueError", "(", "'value {} need to be of type float...	38.26087	0.002217
def decode(model, tokens, start_token, end_token, pad_token, max_len=10000, max_repeat=10, max_repeat_block=10): """Decode with the given model and input tokens. :param model: The trained model. :param tokens: The input tokens of encoder. :param start_token: The token that represents the start of a sen...	[ "def", "decode", "(", "model", ",", "tokens", ",", "start_token", ",", "end_token", ",", "pad_token", ",", "max_len", "=", "10000", ",", "max_repeat", "=", "10", ",", "max_repeat_block", "=", "10", ")", ":", "is_single", "=", "not", "isinstance", "(", "t...	47.272727	0.002355
def getRandomWhatIf(): """ Returns a randomly generated :class:`WhatIf` object, using the Python standard library random number generator to select the object. The object is returned from the dictionary produced by :func:`getWhatIfArchive`; like the other What If routines, this function is called first in order ...	[ "def", "getRandomWhatIf", "(", ")", ":", "random", ".", "seed", "(", ")", "archive", "=", "getWhatIfArchive", "(", ")", "latest", "=", "getLatestWhatIfNum", "(", "archive", ")", "number", "=", "random", ".", "randint", "(", "1", ",", "latest", ")", "retu...	42.416667	0.026923
def move(self, dest, isabspath=False): """ Recursively move self.workdir to another location. This is similar to the Unix "mv" command. The destination path must not already exist. If the destination already exists but is not a directory, it may be overwritten depending on os.rename() se...	[ "def", "move", "(", "self", ",", "dest", ",", "isabspath", "=", "False", ")", ":", "if", "not", "isabspath", ":", "dest", "=", "os", ".", "path", ".", "join", "(", "os", ".", "path", ".", "dirname", "(", "self", ".", "workdir", ")", ",", "dest", ...	46	0.009836
def pipe_itembuilder(context=None, _INPUT=None, conf=None, **kwargs): """A source that builds an item. Loopable. Parameters ---------- context : pipe2py.Context object _INPUT : pipeforever pipe or an iterable of items conf : { 'attrs': [ {'key': {'value': <'title'>}, 'value'...	[ "def", "pipe_itembuilder", "(", "context", "=", "None", ",", "_INPUT", "=", "None", ",", "conf", "=", "None", ",", "", "", "kwargs", ")", ":", "funcs", "=", "get_splits", "(", "None", ",", "conf", "[", "'attrs'", "]", ",", "", "", "cdicts", "("...	30	0.001292
def _remap_new_key(self, indices, new_key, axis): """ Return a key of type int, slice, or tuple that represents the combination of new_key with the given indices. Raises IndexError/TypeError for invalid keys. """ size = len(indices) if _is_scalar(new_key): ...	[ "def", "_remap_new_key", "(", "self", ",", "indices", ",", "new_key", ",", "axis", ")", ":", "size", "=", "len", "(", "indices", ")", "if", "_is_scalar", "(", "new_key", ")", ":", "if", "new_key", ">=", "size", "or", "new_key", "<", "-", "size", ":",...	45.95	0.001066
def read_word(image, whitelist=None, chars=None, spaces=False): """ OCR a single word from an image. Useful for captchas. Image should be pre-processed to remove noise etc. """ from tesserocr import PyTessBaseAPI api = PyTessBaseAPI() api.SetPageSegMode(8) if whitelist is not None: a...	[ "def", "read_word", "(", "image", ",", "whitelist", "=", "None", ",", "chars", "=", "None", ",", "spaces", "=", "False", ")", ":", "from", "tesserocr", "import", "PyTessBaseAPI", "api", "=", "PyTessBaseAPI", "(", ")", "api", ".", "SetPageSegMode", "(", "...	32.45	0.001497
def delete_items_from_dict(d, to_delete): """Recursively deletes items from a dict, if the item's value(s) is in ``to_delete``. """ if not isinstance(to_delete, list): to_delete = [to_delete] if isinstance(d, dict): for single_to_delete in set(to_delete): if single_to_del...	[ "def", "delete_items_from_dict", "(", "d", ",", "to_delete", ")", ":", "if", "not", "isinstance", "(", "to_delete", ",", "list", ")", ":", "to_delete", "=", "[", "to_delete", "]", "if", "isinstance", "(", "d", ",", "dict", ")", ":", "for", "single_to_del...	36.166667	0.001497
def restart(self): """ Restart the game from a new generation 0 """ self.initGrid() self.win.clear() self.current_gen = 1 self.start	[ "def", "restart", "(", "self", ")", ":", "self", ".", "initGrid", "(", ")", "self", ".", "win", ".", "clear", "(", ")", "self", ".", "current_gen", "=", "1", "self", ".", "start" ]	22.625	0.010638

def _do_layout(self, data): """ Lays the text out into separate lines and calculates their total height. """ c = data['output'] word_space = c.text_width( ' ', font_name=self.font_name, font_size=self.font_size) # Arrange the t...

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def _timed(_logger=None, level="info"): """ Output execution time of a function to the given logger level level : str On which level to log the performance measurement Returns ------- fun_wrapper : Callable """ def fun_wrapper(f): @functools.wraps(f) def wraps(*...

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def find_git_repository(self, path): """ Tries to find a directory with a .git repository """ while path is not None: git_path = os.path.join(path,'.git') if os.path.exists(git_path) and os.path.isdir(git_path): return path path = os.pa...

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def _logistic_cost_loss(w, X, y, cost_mat, alpha): """Computes the logistic loss. Parameters ---------- w : array-like, shape (n_w, n_features,) or (n_w, n_features + 1,) Coefficient vector or matrix of coefficient. X : array-like, shape (n_samples, n_features) Training data. ...

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def compute_trip_activity(feed: "Feed", dates: List[str]) -> DataFrame: """ Mark trip as active or inactive on the given dates as computed by :func:`is_active_trip`. Parameters ---------- feed : Feed dates : string or list A YYYYMMDD date string or list thereof indicating the date(s...

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def motor_primitive(self, m): """ Prepare the movement from a command m. To be overridded in order to generate more complex movement (tutorial to come). This version simply bounds the command. """ return bounds_min_max(m, self.conf.m_mins, self.conf.m_maxs)

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def _cellrepr(value, allow_formulas): """ Get a string representation of dataframe value. :param :value: the value to represent :param :allow_formulas: if True, allow values starting with '=' to be interpreted as formulas; otherwise, escape them with an apostrophe to avoid formu...

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def pad_dialogues(self, dialogues): """ Pad the entire dataset. This involves adding padding at the end of each sentence, and in the case of a hierarchical model, it also involves adding padding at the end of each dialogue, so that every training sample (dialogue) has the same di...

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def set_style(self): """ Set font style with the following attributes: 'foreground_color', 'background_color', 'italic', 'bold' and 'underline' """ if self.current_format is None: assert self.base_format is not None self.current_format = QTextCharF...

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def split(self, text): ''' Splits the text with function arguments into the array with first class citizens separated. See the unit tests for clarificatin. ''' # nesting character -> count counters = {"'": False, '(': 0} def reverse(char): def wrappe...

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def expand_user(path): """Expands ~/path to /home/<current_user>/path On POSIX systems does it by getting the home directory for the current effective user from the passwd database. On other systems do it by using :func:`os.path.expanduser` Args: path (str): A path to expand to a user's ho...

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def parseGameTree(self): """ Called when "(" encountered, ends when a matching ")" encountered. Parses and returns one 'GameTree' from 'self.data'. Raises 'GameTreeParseError' if a problem is encountered.""" g = GameTree() while self.index < self.datalen: match = self.reGameTreeNext.match(self.data, self...

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def git_clean(ctx): """ Delete all files untracked by git. :param ctx: Context object. :return: None. """ # Get command parts cmd_part_s = [ # Program path 'git', # Clean untracked files 'clean', # Remove all untracked files '-x', ...

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def get_posts_with_limits(self, include_draft=False, **limits): """ Get all posts and filter them as needed. :param include_draft: return draft posts or not :param limits: other limits to the attrs of the result, should be a dict with string or list values ...

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def get_readonly_fields(self, request, obj=None): """Set all fields readonly.""" return list(self.readonly_fields) + [field.name for field in obj._meta.fields]

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def checkpoint(self): """ Update the database to reflect in-memory changes made to this item; for example, to make it show up in store.query() calls where it is now valid, but was not the last time it was persisted to the database. This is called automatically when in 'autocommi...

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def _to_json_like(self, include_defaults): ''' Returns a dictionary of the attributes of this object, in a layout corresponding to what BokehJS expects at unmarshalling time. This method does not convert "Bokeh types" into "plain JSON types," for example each child Model will still be a...

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def new_addon(): '''Create a repository for a new fabsetup-task addon. The repo will contain the fabsetup addon boilerplate. Running this task you have to enter: * your github user account (your pypi account should be the same or similar) * addon name * task name * headline, short descript...

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def aggregate(self, opTable, group_by_cols, meas): """ Create an aggregate table grouped by col showing meas The meas is something like "sum(in)" or "count(*)" RETURNS: DROP TABLE C_AGG_PRODUCT; CREATE TABLE C_AGG_PRODUCT AS ( SELECT PRODUCT, sum(...

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def get_sys_path(rcpath, app_name, section_name=None): """Return a folder path if it exists. First will check if it is an existing system path, if it is, will return it expanded and absoluted. If this fails will look for the rcpath variable in the app_name rcfiles or exclusively within the given s...

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def isHereDoc(self, line, column): """Check if text at given position is a here document. If language is not known, or text is not parsed yet, ``False`` is returned """ return self._highlighter is not None and \ self._highlighter.isHereDoc(self.document().findBlockByNumbe...

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def adev(data, rate=1.0, data_type="phase", taus=None): """ Allan deviation. Classic - use only if required - relatively poor confidence. .. math:: \\sigma^2_{ADEV}(\\tau) = { 1 \\over 2 \\tau^2 } \\langle ( {x}_{n+2} - 2x_{n+1} + x_{n} )^2 \\rangle = { 1 \\over 2 (N-2) \\tau^2...

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def plot_generated_images(images, fname): """Save a synthetic image as a PNG file. Args: images: samples of synthetic images generated by the generative network. fname: Python `str`, filename to save the plot to. """ fig = plt.figure(figsize=(4, 4)) canvas = backend_agg.FigureCanvasAgg(fig) for i,...

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def _read_txt(self, stream): ''' Load a PLY element from an ASCII-format PLY file. The element may contain list properties. ''' self._data = _np.empty(self.count, dtype=self.dtype()) k = 0 for line in _islice(iter(stream.readline, b''), self.count): ...

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def transform(self, fn, lazy=True): """Returns a new dataset with each sample transformed by the transformer function `fn`. Parameters ---------- fn : callable A transformer function that takes a sample as input and returns the transformed sample. ...

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def convert_datetext_to_dategui(datetext, ln=None, secs=False): """Convert: '2005-11-16 15:11:57' => '16 nov 2005, 15:11' Or optionally with seconds: '2005-11-16 15:11:57' => '16 nov 2005, 15:11:57' Month is internationalized """ assert ln is None, 'setting language is not supported' try: ...

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def supports_spatial_unit_record_type(self, spatial_unit_record_type): """Tests if the given spatial unit record type is supported. arg: spatial_unit_record_type (osid.type.Type): a spatial unit record Type return: (boolean) - ``true`` if the type is supported, ``false`` ...

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def plot(what, calc_id=-1, other_id=None, webapi=False): """ Generic plotter for local and remote calculations. """ if '?' not in what: raise SystemExit('Missing ? in %r' % what) prefix, rest = what.split('?', 1) assert prefix in 'source_geom hcurves hmaps uhs', prefix if prefix in '...

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def show_output_dynamic(pcnn_output_dynamic, separate_representation = False): """! @brief Shows output dynamic (output of each oscillator) during simulation. @param[in] pcnn_output_dynamic (pcnn_dynamic): Output dynamic of the pulse-coupled neural network. @param[in] separ...

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def to_foreign(self, obj, name, value): # pylint:disable=unused-argument """Transform to a MongoDB-safe value.""" if self.cache: return self._populate_cache(value) identifier = value # First, we handle the typcial Document object case. if isinstance(value, Document): identifier = value.__data_...

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def serialize(value, field): """ Form values serialization :param object value: A value to be serialized\ for saving it into the database and later\ loading it into the form as initial value """ assert isinstance(field, forms.Field) if isinstance(field, forms.ModelMultipleChoiceField): ...

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def delete_namespace(self, namespace): """ Delete the specified CIM namespace in the WBEM server and update this WBEMServer object to reflect the removed namespace there. The specified namespace must be empty (i.e. must not contain any classes, instances, or qualifier ty...

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def get_image(self, title, group): ''' Retrieve image @title from group @group. ''' return self.images[group.lower()][title.lower()]

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def K(self, X, X2=None): """Compute the covariance matrix between X and X2.""" if X2 is None: X2 = X base = np.pi * (X[:, None, :] - X2[None, :, :]) / self.period exp_dist = np.exp( -0.5* np.sum( np.square( np.sin( base ) / self.lengthscale ), axis = -1 ) ) return ...

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37.333333

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def copy_store(source, dest, source_path='', dest_path='', excludes=None, includes=None, flags=0, if_exists='raise', dry_run=False, log=None): """Copy data directly from the `source` store to the `dest` store. Use this function when you want to copy a group or array in the most eff...

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def is_simplicial(G, n): """Determines whether a node n in G is simplicial. Parameters ---------- G : NetworkX graph The graph on which to check whether node n is simplicial. n : node A node in graph G. Returns ------- is_simplicial : bool True if its neighbors ...

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def write_message(self, data, binary=False): """ Write a message to the active client """ self.client.write_message(data, binary=binary)

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def from_object(orm_class, engine, limit=None): """ Select data from the table defined by a ORM class, and put into prettytable :param orm_class: an orm class inherit from ``sqlalchemy.ext.declarative.declarative_base()`` :param engine: an ``sqlalchemy.engine.base.Engine`` object. :param li...

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def double_relaxation_run(cls, vasp_cmd, auto_npar=True, ediffg=-0.05, half_kpts_first_relax=False, auto_continue=False): """ Returns a list of two jobs corresponding to an AFLOW style double relaxation run. Args: vasp_cmd (str): Command to run ...

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47.436364

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def vinet_dPdV(v, v0, k0, k0p, precision=1.e-5): """ calculate dP/dV for numerical calculation of bulk modulus according to test this differs from analytical result by 1.e-5 :param v: unit-cell volume in A^3 :param v0: unit-cell volume in A^3 at 1 bar :param k0: bulk modulus at reference condit...

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45.125

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def allow_ajax(request): """ Default function to determine whether to show the toolbar on a given page. """ if request.META.get('REMOTE_ADDR', None) not in settings.INTERNAL_IPS: return False if toolbar_version < LooseVersion('1.8') \ and request.get_full_path().startswith(DEBUG_...

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def raw_decode(self, s, idx=0, _w=WHITESPACE.match, _PY3=PY3): """Decode a JSON document from ``s`` (a ``str`` or ``unicode`` beginning with a JSON document) and return a 2-tuple of the Python representation and the index in ``s`` where the document ended. Optionally, ``idx`` can be used...

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44.32

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def roles(self): """ Gets the Roles API client. Returns: Roles: """ if not self.__roles: self.__roles = Roles(self.__connection) return self.__roles

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def save(self, filename, format=None): """ Save the SFrame to a file system for later use. Parameters ---------- filename : string The location to save the SFrame. Either a local directory or a remote URL. If the format is 'binary', a directory will be cr...

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37.101695

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def createRootCertificate(self, noPass = False, keyLength = 4096): """Create a root certificate """ configPath, keyPath, certPath = \ os.path.join(self.basePath, self.FILE_CONFIG), \ os.path.join(self.basePath, self.DIR_PRIVATE, self.FILE_CA_KEY), \ ...

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66.235294

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def dump_compile(codeobject, filename, timestamp, magic): """Write code object as a byte-compiled file Arguments: codeobject: code object filefile: bytecode file to write timestamp: timestamp to put in file magic: Pyton bytecode magic """ # Atomically write the pyc/pyo file. Issue #131...

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26.823529

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def to_header(self, realm=''): """Serialize as a header for an HTTPAuth request.""" oauth_params = ((k, v) for k, v in self.items() if k.startswith('oauth_')) stringy_params = ((k, escape(v)) for k, v in oauth_params) header_params = ('%s="%s"' % (k, v) for k...

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43.846154

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def anti_commutator(A, B=None): """If ``B != None``, return the anti-commutator :math:`\{A,B\}`, otherwise return the super-operator :math:`\{A,\cdot\}`. The super-operator :math:`\{A,\cdot\}` maps any other operator ``B`` to the anti-commutator :math:`\{A, B\} = A B + B A`. Args: A: The f...

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34.117647

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def delete(self, resource_id, **kwargs): """ Deletes a resource by ID. """ return self.client._delete(self._url(resource_id), **kwargs)

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27.166667

0.011905

def AddDefaultMergers(self): """Adds the default DataSetMergers defined in this module.""" self.AddMerger(AgencyMerger(self)) self.AddMerger(StopMerger(self)) self.AddMerger(RouteMerger(self)) self.AddMerger(ServicePeriodMerger(self)) self.AddMerger(FareMerger(self)) self.AddMerger(ShapeMerg...

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39.8

0.002457

def gen_nop(): """Return a NOP instruction. """ empty_reg = ReilEmptyOperand() return ReilBuilder.build(ReilMnemonic.NOP, empty_reg, empty_reg, empty_reg)

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30.333333

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def modelrepr(instance) -> str: """ Default ``repr`` version of a Django model object, for debugging. """ elements = [] # noinspection PyProtectedMember for f in instance._meta.get_fields(): # https://docs.djangoproject.com/en/2.0/ref/models/meta/ if f.auto_created: c...

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36.35

0.00134

def ListChildren(self, urn, limit=None, age=NEWEST_TIME): """Lists bunch of directories efficiently. Args: urn: Urn to list children. limit: Max number of children to list. age: The age of the items to retrieve. Should be one of ALL_TIMES, NEWEST_TIME or a range. Returns: R...

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30.866667

0.002096

def _distance(self, x0, y0, x1, y1): """Utitlity function to compute distance between points.""" dx = x1-x0 dy = y1-y0 # roll displacements across the borders if self.pix: dx[ dx > self.Lx/2 ] -= self.Lx dx[ dx < -self.Lx/2 ] += self.Lx if self.piy...

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35.083333

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def new_folder(self, basedir): """New folder""" title = _('New folder') subtitle = _('Folder name:') self.create_new_folder(basedir, title, subtitle, is_package=False)

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39.8

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def _re_flatten(p): ''' Turn all capturing groups in a regular expression pattern into non-capturing groups. ''' if '(' not in p: return p return re.sub(r'(\\*)(\(\?P<[^>]*>|\((?!\?))', lambda m: m.group(0) if len(m.group(1)) % 2 else m.group(1) + '(?:', p)

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46.666667

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def _dict_from_path(path, val, delimiter=DEFAULT_TARGET_DELIM): ''' Given a lookup string in the form of 'foo:bar:baz" return a nested dictionary of the appropriate depth with the final segment as a value. >>> _dict_from_path('foo:bar:baz', 'somevalue') {"foo": {"bar": {"baz": "somevalue"}} '''...

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async def delete(self): """Delete boot source selection.""" await self._handler.delete( boot_source_id=self.boot_source.id, id=self.id)

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40

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def xpath(self, node, path): """Wrapper for lxml`s xpath.""" return node.xpath(path, namespaces=self.namespaces)

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31.5

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def dump_to_store(dataset, store, writer=None, encoder=None, encoding=None, unlimited_dims=None): """Store dataset contents to a backends.*DataStore object.""" if writer is None: writer = ArrayWriter() if encoding is None: encoding = {} variables, attrs = conventions....

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32.826087

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def Tm(CASRN, AvailableMethods=False, Method=None, IgnoreMethods=[]): r'''This function handles the retrieval of a chemical's melting point. Lookup is based on CASRNs. Will automatically select a data source to use if no Method is provided; returns None if the data is not available. Prefered source...

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def command(state, args): """Watch an anime.""" if len(args) < 2: print(f'Usage: {args[0]} {{ID|aid:AID}} [EPISODE]') return aid = state.results.parse_aid(args[1], default_key='db') anime = query.select.lookup(state.db, aid) if len(args) < 3: episode = anime.watched_episodes ...

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def run(self): """ Reimplements the :meth:`QThread.run` method. """ self.__timer = QTimer() self.__timer.moveToThread(self) self.__timer.start(Constants.default_timer_cycle * self.__timer_cycle_multiplier) self.__timer.timeout.connect(self.__watch_file_system, Q...

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29.166667

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def build_keras_model(): """ Define a recurrent convolutional model in Keras 1.2.2 """ from keras.models import Sequential from keras.layers import Dense, Dropout, Activation from keras.layers import Embedding from keras.layers import LSTM from keras.layers import Convolution1D, MaxPooli...

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def organization_show(self, id, **kwargs): "https://developer.zendesk.com/rest_api/docs/core/organizations#show-organization" api_path = "/api/v2/organizations/{id}.json" api_path = api_path.format(id=id) return self.call(api_path, **kwargs)

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53.8

0.010989

def create_element(self, method, args=None): """ Evaluate a browser method and CSS selector against the document (or an optional context DOMNode) and return a single :class:`zombie.dom.DOMNode` object, e.g., browser._node('query', 'body > div') ...roughly translates to ...

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30.727273

0.001912

def mapVisualProperty(self, visualProperty=None,mappingType=None, mappingColumn=None, lower=None,center=None,upper=None,\ discrete=None,\ network="current",table="node",\ namespace="default",verbose=False): """" ...

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47.074074

0.028256

async def power_off( self, stop_mode: PowerStopMode = PowerStopMode.HARD, comment: str = None, wait: bool = False, wait_interval: int = 5): """ Power off. :param stop_mode: How to perform the power off. :type stop_mode: `PowerStopMode` :param comment: Rea...

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42.756098

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def remove_autosave_file(self, fileinfo): """ Remove autosave file for specified file. This function also updates `self.autosave_mapping` and clears the `changed_since_autosave` flag. """ filename = fileinfo.filename if filename not in self.name_mapping: ...

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39.863636

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def find_symbol(pid, symbol): """Return [(MemMap, value), ...]""" for mapping in read_proc_maps(pid): if not mapping.filename or not os.path.exists(mapping.filename): continue # We're interested only in the main mapping for each library # It looks like executable bit and 0 o...

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39

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def searchtextindex(index_or_dirname, query, limit=10, indexname=None, docnum_field=None, score_field=None, fieldboosts=None, search_kwargs=None): """ Search a Whoosh index using a query. E.g.:: >>> import petl as etl >>> import os >>> # set up an...

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40.5

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def set(self, param, value): """ Sets a parameter in the embedded param map. """ self._shouldOwn(param) try: value = param.typeConverter(value) except ValueError as e: raise ValueError('Invalid param value given for param "%s". %s' % (param.name, e...

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def _get_attribute_dimension(trait_name, mark_type=None): """Returns the dimension for the name of the trait for the specified mark. If `mark_type` is `None`, then the `trait_name` is returned as is. Returns `None` if the `trait_name` is not valid for `mark_type`. """ if(mark_type is None): ...

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def copy(self, request, **kwargs): # pylint: disable=unused-argument ''' Copy instance with deps. ''' instance = self.copy_instance(self.get_object()) serializer = self.get_serializer(instance, data=request.data, partial=True) serializer.is_valid() seriali...

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def plot_objective(ensemble, partition='train', ax=None, jitter=0.1, scatter_kw=dict(), line_kw=dict()): """Plots objective function as a function of model rank. Parameters ---------- ensemble : Ensemble object holds optimization results across a range of model ranks part...

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def parse_connection_option( header: str, pos: int, header_name: str ) -> Tuple[ConnectionOption, int]: """ Parse a Connection option from ``header`` at the given position. Return the protocol value and the new position. Raise :exc:`~websockets.exceptions.InvalidHeaderFormat` on invalid inputs. ...

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def gen_mul(src1, src2, dst): """Return a MUL instruction. """ assert src1.size == src2.size return ReilBuilder.build(ReilMnemonic.MUL, src1, src2, dst)

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def parse_temperature_response( temperature_string: str) -> Mapping[str, Optional[float]]: ''' Example input: "T:none C:25" ''' err_msg = 'Unexpected argument to parse_temperature_response: {}'.format( temperature_string) if not temperature_string or \ not isinstance(temp...

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def vals(self, var_type): """ Create a dictionary with name/value pairs listing the variables of a particular type that have a value. """ return {x: y for x, y in self.items() if y.has_value_of_type(var_type)}

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def __fetch_crate_owner_user(self, crate_id): """Get crate user owners""" raw_owner_user = self.client.crate_attribute(crate_id, 'owner_user') owner_user = json.loads(raw_owner_user) return owner_user

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def unregister(self, cleanup_mode): """Unregisters a machine previously registered with :py:func:`IVirtualBox.register_machine` and optionally do additional cleanup before the machine is unregistered. This method does not delete any files. It only changes the machine configurat...

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def wrap(self, value): ''' Validate and wrap value using the wrapping function from ``EnumField.item_type`` ''' self.validate_wrap(value) return self.item_type.wrap(value)

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def statuses_update(self, status, in_reply_to_status_id=None, lat=None, long=None, place_id=None, display_coordinates=None, trim_user=None, media_ids=None): """ Posts a tweet. https://dev.twitter.com/docs/api/1.1/post/statuses/update :par...

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def generate_datafile_old(number_items=1000): """ Create the samples.py file """ from utils import get_names, generate_dataset from pprint import pprint filename = "samples.py" dataset = generate_dataset(number_items) fo = open(filename, "wb") fo.write("#!/usr/bin/env python\n") ...

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def block_resource_fitnesses(self, block: block.Block): """Returns a map of nodename to average fitness value for this block. Assumes that required resources have been checked on all nodes.""" # Short-circuit! My algorithm is terrible, so it doesn't work well for the edge case where # t...

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def count_datasets(taxonKey = None, country = None, **kwargs): ''' Lists occurrence counts for datasets that cover a given taxon or country :param taxonKey: [int] Taxon key :param country: [str] A country, two letter code :return: dict Usage:: from pygbif import occurrences ...

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def _to_dict(self): """Return a json dictionary representing this model.""" _dict = {} if hasattr(self, 'message_type') and self.message_type is not None: _dict['message_type'] = self.message_type if hasattr(self, 'text') and self.text is not None: _dict['text'] =...

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def is_dataset(ds): """Whether ds is a Dataset. Compatible across TF versions.""" import tensorflow as tf from tensorflow_datasets.core.utils import py_utils dataset_types = [tf.data.Dataset] v1_ds = py_utils.rgetattr(tf, "compat.v1.data.Dataset", None) v2_ds = py_utils.rgetattr(tf, "compat.v2.data.Dataset"...

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def mkdir(self, path): """Create directory. All part of path must be exists. Raise exception when path already exists.""" resp = self._sendRequest("MKCOL", path) if resp.status_code != 201: if resp.status_code == 409: raise YaDiskException(409, "Part of path {} does ...

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def hash_dir(path): """Write directory at path to Git index, return its SHA1 as a string.""" dir_hash = {} for root, dirs, files in os.walk(path, topdown=False): f_hash = ((f, hash_file(join(root, f))) for f in files) d_hash = ((d, dir_hash[join(root, d)]) for d in dirs) # split+joi...

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def rst2md(text): """Converts the RST text from the examples docstrigs and comments into markdown text for the Jupyter notebooks""" top_heading = re.compile(r'^=+$\s^([\w\s-]+)^=+$', flags=re.M) text = re.sub(top_heading, r'# \1', text) math_eq = re.compile(r'^\.\. math::((?:.+)?(?:\n+^ .+)*)', f...

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36.65

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def hr_dp996(self, value=None): """ Corresponds to IDD Field `hr_dp996` humidity ratio, calculated at standard atmospheric pressure at elevation of station, corresponding to Dew-point temperature corresponding to 99.6% annual cumulative frequency of occurrence (cold conditions) ...

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def decode(model, tokens, start_token, end_token, pad_token, max_len=10000, max_repeat=10, max_repeat_block=10): """Decode with the given model and input tokens. :param model: The trained model. :param tokens: The input tokens of encoder. :param start_token: The token that represents the start of a sen...

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def getRandomWhatIf(): """ Returns a randomly generated :class:`WhatIf` object, using the Python standard library random number generator to select the object. The object is returned from the dictionary produced by :func:`getWhatIfArchive`; like the other What If routines, this function is called first in order ...

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def move(self, dest, isabspath=False): """ Recursively move self.workdir to another location. This is similar to the Unix "mv" command. The destination path must not already exist. If the destination already exists but is not a directory, it may be overwritten depending on os.rename() se...

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def pipe_itembuilder(context=None, _INPUT=None, conf=None, **kwargs): """A source that builds an item. Loopable. Parameters ---------- context : pipe2py.Context object _INPUT : pipeforever pipe or an iterable of items conf : { 'attrs': [ {'key': {'value': <'title'>}, 'value'...

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def _remap_new_key(self, indices, new_key, axis): """ Return a key of type int, slice, or tuple that represents the combination of new_key with the given indices. Raises IndexError/TypeError for invalid keys. """ size = len(indices) if _is_scalar(new_key): ...

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def read_word(image, whitelist=None, chars=None, spaces=False): """ OCR a single word from an image. Useful for captchas. Image should be pre-processed to remove noise etc. """ from tesserocr import PyTessBaseAPI api = PyTessBaseAPI() api.SetPageSegMode(8) if whitelist is not None: a...

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def delete_items_from_dict(d, to_delete): """Recursively deletes items from a dict, if the item's value(s) is in ``to_delete``. """ if not isinstance(to_delete, list): to_delete = [to_delete] if isinstance(d, dict): for single_to_delete in set(to_delete): if single_to_del...

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def restart(self): """ Restart the game from a new generation 0 """ self.initGrid() self.win.clear() self.current_gen = 1 self.start

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