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 _make_elastic_range(begin, end): """Generate an S-curved range of pages. Start from both left and right, adding exponentially growing indexes, until the two trends collide. """ # Limit growth for huge numbers of pages. starting_factor = max(1, (end - begin) // 100) factor = _iter_factor...	[ "def", "_make_elastic_range", "(", "begin", ",", "end", ")", ":", "# Limit growth for huge numbers of pages.", "starting_factor", "=", "max", "(", "1", ",", "(", "end", "-", "begin", ")", "//", "100", ")", "factor", "=", "_iter_factors", "(", "starting_factor", ...	35.478261	0.001193
def cov_error(self, comp_cov, score_metric="frobenius"): """Computes the covariance error vs. comp_cov. May require self.path_ Parameters ---------- comp_cov : array-like, shape = (n_features, n_features) The precision to compare with. This should normal...	[ "def", "cov_error", "(", "self", ",", "comp_cov", ",", "score_metric", "=", "\"frobenius\"", ")", ":", "if", "not", "isinstance", "(", "self", ".", "precision_", ",", "list", ")", ":", "return", "_compute_error", "(", "comp_cov", ",", "self", ".", "covaria...	34.418182	0.001027
def tile_read(source, bounds, tilesize, **kwargs): """ Read data and mask. Attributes ---------- source : str or rasterio.io.DatasetReader input file path or rasterio.io.DatasetReader object bounds : list Mercator tile bounds (left, bottom, right, top) tilesize : int ...	[ "def", "tile_read", "(", "source", ",", "bounds", ",", "tilesize", ",", "", "", "kwargs", ")", ":", "if", "isinstance", "(", "source", ",", "DatasetReader", ")", ":", "return", "_tile_read", "(", "source", ",", "bounds", ",", "tilesize", ",", "", "...	27.269231	0.001362
def RetryQuestion(question_text, output_re="", default_val=None): """Continually ask a question until the output_re is matched.""" while True: if default_val is not None: new_text = "%s [%s]: " % (question_text, default_val) else: new_text = "%s: " % question_text # pytype: disable=wrong-arg...	[ "def", "RetryQuestion", "(", "question_text", ",", "output_re", "=", "\"\"", ",", "default_val", "=", "None", ")", ":", "while", "True", ":", "if", "default_val", "is", "not", "None", ":", "new_text", "=", "\"%s [%s]: \"", "%", "(", "question_text", ",", "...	36.3125	0.013423
def app_cache_restorer(): """ A context manager that restore model cache state as it was before entering context. """ state = _app_cache_deepcopy(apps.__dict__) try: yield state finally: with apps_lock(): apps.__dict__ = state # Rebind the app registry...	[ "def", "app_cache_restorer", "(", ")", ":", "state", "=", "_app_cache_deepcopy", "(", "apps", ".", "__dict__", ")", "try", ":", "yield", "state", "finally", ":", "with", "apps_lock", "(", ")", ":", "apps", ".", "__dict__", "=", "state", "# Rebind the app reg...	32	0.001898
def mock(self, url=None, kw): """ Creates and registers a new HTTP mock in the current engine. Arguments: url (str): request URL to mock. activate (bool): force mock engine activation. Defaults to ``False``. kw (mixed): variadic keyword ar...	[ "def", "mock", "(", "self", ",", "url", "=", "None", ",", "", "", "kw", ")", ":", "# Activate mock engine, if explicitly requested", "if", "kw", ".", "get", "(", "'activate'", ")", ":", "kw", ".", "pop", "(", "'activate'", ")", "self", ".", "activate",...	31.518519	0.002281
def __request_mark_sent(self, requestId): """Set send time & clear exception from request if set, ignoring non-existent requests""" with self.__requests: try: req = self.__requests[requestId] except KeyError: # request might have had a response alr...	[ "def", "__request_mark_sent", "(", "self", ",", "requestId", ")", ":", "with", "self", ".", "__requests", ":", "try", ":", "req", "=", "self", ".", "__requests", "[", "requestId", "]", "except", "KeyError", ":", "# request might have had a response already have be...	43	0.008282
def authenticate(self, password): """Authenticate a tag with a password. A tag that was once protected with a password requires authentication before write, potentially also read, operations may be performed. The password must be the same as the password provided to :meth:`p...	[ "def", "authenticate", "(", "self", ",", "password", ")", ":", "if", "hasattr", "(", "self", ",", "\"_authenticate\"", ")", ":", "args", "=", "\"password={0!r}\"", ".", "format", "(", "password", ")", "log", ".", "debug", "(", "\"authenticate({0})\"", ".", ...	43.363636	0.002051
def distros_for_location(location, basename, metadata=None): """Yield egg or source distribution objects based on basename""" if basename.endswith('.egg.zip'): basename = basename[:-4] # strip the .zip if basename.endswith('.egg') and '-' in basename: # only one, unambiguous interpretatio...	[ "def", "distros_for_location", "(", "location", ",", "basename", ",", "metadata", "=", "None", ")", ":", "if", "basename", ".", "endswith", "(", "'.egg.zip'", ")", ":", "basename", "=", "basename", "[", ":", "-", "4", "]", "# strip the .zip", "if", "basena...	44.65	0.001096
def write_short(self, number): """ Writes a short integer to the underlying output file as a 2-byte value. """ buf = pack(self.byte_order + "h", number) self.write(buf)	[ "def", "write_short", "(", "self", ",", "number", ")", ":", "buf", "=", "pack", "(", "self", ".", "byte_order", "+", "\"h\"", ",", "number", ")", "self", ".", "write", "(", "buf", ")" ]	47.25	0.015625
def build_where_part(self, wheres): """ Recursive method that builds the where parts. Any Q objects that have children will also be built with ``self.build_where_part()`` :rtype: str :return: The composed where string """ where_parts = [] # loop through ...	[ "def", "build_where_part", "(", "self", ",", "wheres", ")", ":", "where_parts", "=", "[", "]", "# loop through each child of the Q condition", "for", "where", "in", "wheres", ".", "children", ":", "# if this child is another Q object, recursively build the where part", "if"...	40.705263	0.001767
def pairwise_dists_on_cols(df_in, earth_mover_dist=True, energy_dist=True): """Computes pairwise statistical distance measures. parameters ---------- df_in: pandas data frame Columns represent estimators and rows represent runs. Each data frane element is an array of values which are us...	[ "def", "pairwise_dists_on_cols", "(", "df_in", ",", "earth_mover_dist", "=", "True", ",", "energy_dist", "=", "True", ")", ":", "df", "=", "pd", ".", "DataFrame", "(", ")", "for", "col", "in", "df_in", ".", "columns", ":", "df", "[", "col", "]", "=", ...	35.083333	0.001156
def flavor_delete(self, flavor_id): # pylint: disable=C0103 ''' Delete a flavor ''' nt_ks = self.compute_conn nt_ks.flavors.delete(flavor_id) return 'Flavor deleted: {0}'.format(flavor_id)	[ "def", "flavor_delete", "(", "self", ",", "flavor_id", ")", ":", "# pylint: disable=C0103", "nt_ks", "=", "self", ".", "compute_conn", "nt_ks", ".", "flavors", ".", "delete", "(", "flavor_id", ")", "return", "'Flavor deleted: {0}'", ".", "format", "(", "flavor_i...	33	0.008439
def make_request(name, params=None, version="V001", key=None, api_type="web", fetcher=get_page, base=None, language="en_us"): """ Make an API request """ params = params or {} params["key"] = key or API_KEY params["language"] = language if not params["key"]: raise ...	[ "def", "make_request", "(", "name", ",", "params", "=", "None", ",", "version", "=", "\"V001\"", ",", "key", "=", "None", ",", "api_type", "=", "\"web\"", ",", "fetcher", "=", "get_page", ",", "base", "=", "None", ",", "language", "=", "\"en_us\"", ")"...	30.666667	0.00211
def route(self, origin, message): '''\ Using the routing dictionary, dispatch a message to all subscribers :param origin: name of the origin node :type origin: :py:class:`str` :param message: message to dispatch :type message: :py:class:`emit.message.Message` or subclass...	[ "def", "route", "(", "self", ",", "origin", ",", "message", ")", ":", "# side-effect: we have to know all the routes before we can route. But", "# we can't resolve them while the object is initializing, so we have to", "# do it just in time to route.", "self", ".", "resolve_node_module...	37	0.002395
def run_wsgi(settings_module): """Run CLAM in WSGI mode""" global settingsmodule, DEBUG #pylint: disable=global-statement printdebug("Initialising WSGI service") globals()['settings'] = settings_module settingsmodule = settings_module.__name__ try: if settings.DEBUG: DEBUG ...	[ "def", "run_wsgi", "(", "settings_module", ")", ":", "global", "settingsmodule", ",", "DEBUG", "#pylint: disable=global-statement", "printdebug", "(", "\"Initialising WSGI service\"", ")", "globals", "(", ")", "[", "'settings'", "]", "=", "settings_module", "settingsmod...	24.242424	0.008413
def seek(self, offset, whence=SEEK_SET): """ Change the stream position to the given byte offset. Args: offset (int): Offset is interpreted relative to the position indicated by whence. whence (int): The default value for whence is SEEK_SET. ...	[ "def", "seek", "(", "self", ",", "offset", ",", "whence", "=", "SEEK_SET", ")", ":", "if", "not", "self", ".", "_seekable", ":", "raise", "UnsupportedOperation", "(", "'seek'", ")", "seek", "=", "self", ".", "_update_seek", "(", "offset", ",", "whence", ...	35.064516	0.001791
def get(self, group, default=None): '''Get a group or parameter. Parameters ---------- group : str If this string contains a period (.), then the part before the period will be used to retrieve a group, and the part after the period will be used to re...	[ "def", "get", "(", "self", ",", "group", ",", "default", "=", "None", ")", ":", "if", "isinstance", "(", "group", ",", "int", ")", ":", "return", "self", ".", "groups", ".", "get", "(", "group", ",", "default", ")", "group", "=", "group", ".", "u...	35.941176	0.00239
def p_params_begin(self, p): 'params_begin : params_begin param' p[0] = p[1] + (p[2],) p.set_lineno(0, p.lineno(1))	[ "def", "p_params_begin", "(", "self", ",", "p", ")", ":", "p", "[", "0", "]", "=", "p", "[", "1", "]", "+", "(", "p", "[", "2", "]", ",", ")", "p", ".", "set_lineno", "(", "0", ",", "p", ".", "lineno", "(", "1", ")", ")" ]	34	0.014388
def _make_cz_layer(qubits: Iterable[devices.GridQubit], layer_index: int ) -> Iterable[ops.Operation]: """ Each layer index corresponds to a shift/transpose of this CZ pattern: ●───● ● ● ●───● ● ● . . . ● ● ●───● ● ● ●───● . . . ●───● ● ● ●...	[ "def", "_make_cz_layer", "(", "qubits", ":", "Iterable", "[", "devices", ".", "GridQubit", "]", ",", "layer_index", ":", "int", ")", "->", "Iterable", "[", "ops", ".", "Operation", "]", ":", "# map to an internal layer index to match the cycle order of public circuits...	32.285714	0.001074
def having(self, column, operator=None, value=None, boolean="and"): """ Add a "having" clause to the query :param column: The column :type column: str :param operator: The having clause operator :type operator: str :param value: The having clause value ...	[ "def", "having", "(", "self", ",", "column", ",", "operator", "=", "None", ",", "value", "=", "None", ",", "boolean", "=", "\"and\"", ")", ":", "type", "=", "\"basic\"", "self", ".", "havings", ".", "append", "(", "{", "\"type\"", ":", "type", ",", ...	24.257143	0.002265
def _phiforce(self,R,phi=0.,t=0.): """ NAME: _phiforce PURPOSE: evaluate the azimuthal force for this potential INPUT: R - Galactocentric cylindrical radius phi - azimuth t - time OUTPUT: the azimuthal force ...	[ "def", "_phiforce", "(", "self", ",", "R", ",", "phi", "=", "0.", ",", "t", "=", "0.", ")", ":", "if", "R", "<", "self", ".", "_rb", ":", "return", "self", ".", "_mphio", "", "math", ".", "sin", "(", "self", ".", "_m", "", "phi", "-", "se...	30.6	0.009509
def get(method, hmc, uri, uri_parms, logon_required): """Operation: List Load Activation Profiles (requires classic mode).""" cpc_oid = uri_parms[0] query_str = uri_parms[1] try: cpc = hmc.cpcs.lookup_by_oid(cpc_oid) except KeyError: raise InvalidResourceE...	[ "def", "get", "(", "method", ",", "hmc", ",", "uri", ",", "uri_parms", ",", "logon_required", ")", ":", "cpc_oid", "=", "uri_parms", "[", "0", "]", "query_str", "=", "uri_parms", "[", "1", "]", "try", ":", "cpc", "=", "hmc", ".", "cpcs", ".", "look...	48.111111	0.002265
def load_file(path): """ Load file :param path: Path to file :type path: str \| unicode :return: Loaded data :rtype: None \| int \| float \| str \| unicode \| list \| dict :raises IOError: If file not found or error accessing file """ res = {} if not path: IOError("No path spe...	[ "def", "load_file", "(", "path", ")", ":", "res", "=", "{", "}", "if", "not", "path", ":", "IOError", "(", "\"No path specified to save\"", ")", "if", "not", "os", ".", "path", ".", "isfile", "(", "path", ")", ":", "raise", "IOError", "(", "\"File not ...	25.862069	0.001285
def parse_play_details(details): """Parses play details from play-by-play string and returns structured data. :details: detail string for play :returns: dictionary of play attributes """ # if input isn't a string, return None if not isinstance(details, basestring): return None ...	[ "def", "parse_play_details", "(", "details", ")", ":", "# if input isn't a string, return None", "if", "not", "isinstance", "(", "details", ",", "basestring", ")", ":", "return", "None", "rushOptRE", "=", "r'(?P<rushDir>{})'", ".", "format", "(", "r'\|'", ".", "joi...	34.584158	0.000186
def loads(string, filename=None, includedir=''): '''Load the contents of ``string`` to a Python object The returned object is a subclass of ``dict`` that exposes string keys as attributes as well. Example: >>> config = libconf.loads('window: { title: "libconfig example"; };') >>> conf...	[ "def", "loads", "(", "string", ",", "filename", "=", "None", ",", "includedir", "=", "''", ")", ":", "try", ":", "f", "=", "io", ".", "StringIO", "(", "string", ")", "except", "TypeError", ":", "raise", "TypeError", "(", "\"libconf.loads() input string mus...	29.285714	0.001575
def _ast_with_loc( py_ast: GeneratedPyAST, env: NodeEnv, include_dependencies: bool = False ) -> GeneratedPyAST: """Hydrate Generated Python AST nodes with line numbers and column offsets if they exist in the node environment.""" if env.line is not None: py_ast.node.lineno = env.line if...	[ "def", "_ast_with_loc", "(", "py_ast", ":", "GeneratedPyAST", ",", "env", ":", "NodeEnv", ",", "include_dependencies", ":", "bool", "=", "False", ")", "->", "GeneratedPyAST", ":", "if", "env", ".", "line", "is", "not", "None", ":", "py_ast", ".", "node", ...	30.65	0.001582
def _GetStat(self): """Retrieves information about the file entry. Returns: VFSStat: a stat object or None if not available. """ stat_object = super(OSFileEntry, self)._GetStat() if not self._is_windows_device: # File data stat information. stat_object.size = self._stat_info.st_s...	[ "def", "_GetStat", "(", "self", ")", ":", "stat_object", "=", "super", "(", "OSFileEntry", ",", "self", ")", ".", "_GetStat", "(", ")", "if", "not", "self", ".", "_is_windows_device", ":", "# File data stat information.", "stat_object", ".", "size", "=", "se...	29	0.015965
def abi_splitext(filename): """ Split the ABINIT extension from a filename. "Extension" are found by searching in an internal database. Returns "(root, ext)" where ext is the registered ABINIT extension The final ".nc" is included (if any) >>> assert abi_splitext("foo_WFK") == ('foo_', 'WFK') ...	[ "def", "abi_splitext", "(", "filename", ")", ":", "filename", "=", "os", ".", "path", ".", "basename", "(", "filename", ")", "is_ncfile", "=", "False", "if", "filename", ".", "endswith", "(", "\".nc\"", ")", ":", "is_ncfile", "=", "True", "filename", "="...	28.441176	0.002
def get_user_home(self, user): """Returns the default URL for a particular user. This method can be used to customize where a user is sent when they log in, etc. By default it returns the value of :meth:`get_absolute_url`. An alternative function can be supplied to customize th...	[ "def", "get_user_home", "(", "self", ",", "user", ")", ":", "user_home", "=", "self", ".", "_conf", "[", "'user_home'", "]", "if", "user_home", ":", "if", "callable", "(", "user_home", ")", ":", "return", "user_home", "(", "user", ")", "elif", "isinstanc...	46.297297	0.001144
def valid_config_exists(config_path=CONFIG_PATH): """Verify that a valid config file exists. Args: config_path (str): Path to the config file. Returns: boolean: True if there is a valid config file, false if not. """ if os.path.isfile(config_path): try: config =...	[ "def", "valid_config_exists", "(", "config_path", "=", "CONFIG_PATH", ")", ":", "if", "os", ".", "path", ".", "isfile", "(", "config_path", ")", ":", "try", ":", "config", "=", "read_config", "(", "config_path", ")", "check_config", "(", "config", ")", "ex...	26.611111	0.002016
def _run(self): """Run the worker function with some custom exception handling.""" try: # Run the worker self.worker() except SystemExit as ex: # sys.exit() was called if isinstance(ex.code, int): if ex.code is not None and ex.code ...	[ "def", "_run", "(", "self", ")", ":", "try", ":", "# Run the worker", "self", ".", "worker", "(", ")", "except", "SystemExit", "as", "ex", ":", "# sys.exit() was called", "if", "isinstance", "(", "ex", ".", "code", ",", "int", ")", ":", "if", "ex", "."...	40.074074	0.001805
def icqt(C, sr=22050, hop_length=512, fmin=None, bins_per_octave=12, tuning=0.0, filter_scale=1, norm=1, sparsity=0.01, window='hann', scale=True, length=None, amin=util.Deprecated(), res_type='fft'): '''Compute the inverse constant-Q transform. Given a constant-Q transform representation `C`...	[ "def", "icqt", "(", "C", ",", "sr", "=", "22050", ",", "hop_length", "=", "512", ",", "fmin", "=", "None", ",", "bins_per_octave", "=", "12", ",", "tuning", "=", "0.0", ",", "filter_scale", "=", "1", ",", "norm", "=", "1", ",", "sparsity", "=", "...	33.524096	0.001396
def render(template, dest, **kwargs): '''Using jinja2, render `template` to the filename `dest`, supplying the keyword arguments as template parameters. ''' dest_dir = dirname(dest) if dest_dir and not exists(dest_dir): makedirs(dest_dir) template = environment.get_template(template) ...	[ "def", "render", "(", "template", ",", "dest", ",", "", "", "kwargs", ")", ":", "dest_dir", "=", "dirname", "(", "dest", ")", "if", "dest_dir", "and", "not", "exists", "(", "dest_dir", ")", ":", "makedirs", "(", "dest_dir", ")", "template", "=", "e...	25.9375	0.002326
def create_database(self, instance, name, character_set=None, collate=None): """Creates a database with the specified name on the given instance.""" return instance.create_database(name, character_set=character_set, collate=collate)	[ "def", "create_database", "(", "self", ",", "instance", ",", "name", ",", "character_set", "=", "None", ",", "collate", "=", "None", ")", ":", "return", "instance", ".", "create_database", "(", "name", ",", "character_set", "=", "character_set", ",", "collat...	54.4	0.014493
def paint(self): """ Renders a javascript snippet suitable for use as a mapbox-gl line paint entry Returns: A dict that can be converted to a mapbox-gl javascript paint snippet """ # TODO Figure out why i cant use some of these props snippet = { '...	[ "def", "paint", "(", "self", ")", ":", "# TODO Figure out why i cant use some of these props", "snippet", "=", "{", "'line-opacity'", ":", "VectorStyle", ".", "get_style_value", "(", "self", ".", "opacity", ")", ",", "'line-color'", ":", "VectorStyle", ".", "get_sty...	36.333333	0.010056
def init_app(self, app): """Flask application initialization.""" self.init_config(app) if hasattr(app, 'cli'): app.cli.add_command(files_cmd) app.extensions['invenio-files-rest'] = _FilesRESTState(app)	[ "def", "init_app", "(", "self", ",", "app", ")", ":", "self", ".", "init_config", "(", "app", ")", "if", "hasattr", "(", "app", ",", "'cli'", ")", ":", "app", ".", "cli", ".", "add_command", "(", "files_cmd", ")", "app", ".", "extensions", "[", "'i...	40	0.008163
def _pdf_guess_version(input_file, search_window=1024): """Try to find version signature at start of file. Not robust enough to deal with appended files. Returns empty string if not found, indicating file is probably not PDF. """ with open(input_file, 'rb') as f: signature = f.read(search...	[ "def", "_pdf_guess_version", "(", "input_file", ",", "search_window", "=", "1024", ")", ":", "with", "open", "(", "input_file", ",", "'rb'", ")", "as", "f", ":", "signature", "=", "f", ".", "read", "(", "search_window", ")", "m", "=", "re", ".", "searc...	29.5	0.002347
def build_connection(url): """ Build an Elasticsearch connection with the given url Elastic.co's Heroku addon doesn't create credientials with access to the cluster by default so they aren't exposed in the URL they provide either. This function works around the situation by grabbing our credentials...	[ "def", "build_connection", "(", "url", ")", ":", "username", "=", "os", ".", "environ", ".", "get", "(", "'ELASTICSEARCH_USERNAME'", ")", "password", "=", "os", ".", "environ", ".", "get", "(", "'ELASTICSEARCH_PASSWORD'", ")", "if", "username", "and", "passw...	39.6875	0.001538
def invertible_flatten2_numpy(unflat_arrs, axis=0): """ more numpy version TODO: move to vtool Args: unflat_arrs (list): list of ndarrays Returns: tuple: (flat_list, cumlen_list) CommandLine: python -m utool.util_list --test-invertible_flatten2_numpy Example: ...	[ "def", "invertible_flatten2_numpy", "(", "unflat_arrs", ",", "axis", "=", "0", ")", ":", "cumlen_list", "=", "np", ".", "cumsum", "(", "[", "arr", ".", "shape", "[", "axis", "]", "for", "arr", "in", "unflat_arrs", "]", ")", "flat_list", "=", "np", ".",...	31.653846	0.001179
def log_entry_send(self, id, num_logs, last_log_num, time_utc, size, force_mavlink1=False): ''' Reply to LOG_REQUEST_LIST id : Log id (uint16_t) num_logs : Total number of logs (uint16_t) last_log_nu...	[ "def", "log_entry_send", "(", "self", ",", "id", ",", "num_logs", ",", "last_log_num", ",", "time_utc", ",", "size", ",", "force_mavlink1", "=", "False", ")", ":", "return", "self", ".", "send", "(", "self", ".", "log_entry_encode", "(", "id", ",", "num_...	60.5	0.008141
def search(filter, # pylint: disable=C0103 dn=None, # pylint: disable=C0103 scope=None, attrs=None, **kwargs): ''' Run an arbitrary LDAP query and return the results. CLI Example: .. code-block:: bash salt 'ldaphost' ldap.search "filter=cn=...	[ "def", "search", "(", "filter", ",", "# pylint: disable=C0103", "dn", "=", "None", ",", "# pylint: disable=C0103", "scope", "=", "None", ",", "attrs", "=", "None", ",", "", "", "kwargs", ")", ":", "if", "not", "dn", ":", "dn", "=", "_config", "(", "'...	31.55	0.000512
def branches(self): """Return list of (name and urls) only branches.""" return [(r['name'], self.vpathto(r['name'])) for r in self.remotes if r['kind'] == 'heads']	[ "def", "branches", "(", "self", ")", ":", "return", "[", "(", "r", "[", "'name'", "]", ",", "self", ".", "vpathto", "(", "r", "[", "'name'", "]", ")", ")", "for", "r", "in", "self", ".", "remotes", "if", "r", "[", "'kind'", "]", "==", "'heads'"...	59	0.01676
def badgify_badges(**kwargs): """ Returns all badges or only awarded badges for the given user. """ User = get_user_model() user = kwargs.get('user', None) username = kwargs.get('username', None) if username: try: user = User.objects.get(username=username) except ...	[ "def", "badgify_badges", "(", "", "", "kwargs", ")", ":", "User", "=", "get_user_model", "(", ")", "user", "=", "kwargs", ".", "get", "(", "'user'", ",", "None", ")", "username", "=", "kwargs", ".", "get", "(", "'username'", ",", "None", ")", "if",...	31.117647	0.001835
def get_roles_request(request): """Returns a list of accepting roles.""" uuid_ = request.matchdict['uuid'] user_id = request.matchdict.get('uid') args = [uuid_] if user_id is not None: fmt_conditional = "AND user_id = %s" args.append(user_id) else: fmt_conditional = "" ...	[ "def", "get_roles_request", "(", "request", ")", ":", "uuid_", "=", "request", ".", "matchdict", "[", "'uuid'", "]", "user_id", "=", "request", ".", "matchdict", ".", "get", "(", "'uid'", ")", "args", "=", "[", "uuid_", "]", "if", "user_id", "is", "not...	32.921053	0.000776
def get_service_from_port(port, all_services=None): """Gets the name of the service from the port all_services allows you to feed in the services to look through, pass in a dict of service names to service information eg. { 'service_name': { 'port': port_number } } ...	[ "def", "get_service_from_port", "(", "port", ",", "all_services", "=", "None", ")", ":", "if", "port", "is", "None", "or", "not", "isinstance", "(", "port", ",", "int", ")", ":", "return", "None", "if", "all_services", "is", "None", ":", "all_services", ...	31.518519	0.002281
def join(self, shape, body_a, body_b=None, name=None, **kwargs): '''Create a new joint that connects two bodies together. Parameters ---------- shape : str The "shape" of the joint to use for joining together two bodies. This should name a type of joint, such as ...	[ "def", "join", "(", "self", ",", "shape", ",", "body_a", ",", "body_b", "=", "None", ",", "name", "=", "None", ",", "", "", "kwargs", ")", ":", "ba", "=", "self", ".", "get_body", "(", "body_a", ")", "bb", "=", "self", ".", "get_body", "(", "...	41.636364	0.001422
def load_airpassengers(as_series=False): """Monthly airline passengers. The classic Box & Jenkins airline data. Monthly totals of international airline passengers, 1949 to 1960. Parameters ---------- as_series : bool, optional (default=False) Whether to return a Pandas series. If False...	[ "def", "load_airpassengers", "(", "as_series", "=", "False", ")", ":", "rslt", "=", "np", ".", "array", "(", "[", "112", ",", "118", ",", "132", ",", "129", ",", "121", ",", "135", ",", "148", ",", "148", ",", "136", ",", "119", ",", "104", ","...	38.055556	0.000356
def fix_w291(self, result): """Remove trailing whitespace.""" fixed_line = self.source[result['line'] - 1].rstrip() self.source[result['line'] - 1] = fixed_line + '\n'	[ "def", "fix_w291", "(", "self", ",", "result", ")", ":", "fixed_line", "=", "self", ".", "source", "[", "result", "[", "'line'", "]", "-", "1", "]", ".", "rstrip", "(", ")", "self", ".", "source", "[", "result", "[", "'line'", "]", "-", "1", "]",...	47	0.010471
def where_method(self, cond, other=dtypes.NA): """Return elements from `self` or `other` depending on `cond`. Parameters ---------- cond : DataArray or Dataset with boolean dtype Locations at which to preserve this objects values. other : scalar, DataArray or Dataset, optional Value...	[ "def", "where_method", "(", "self", ",", "cond", ",", "other", "=", "dtypes", ".", "NA", ")", ":", "from", ".", "computation", "import", "apply_ufunc", "# alignment for three arguments is complicated, so don't support it yet", "join", "=", "'inner'", "if", "other", ...	36.666667	0.001107
def _isDissipative(obj): """ NAME: _isDissipative PURPOSE: Determine whether this combination of potentials and forces is Dissipative INPUT: obj - Potential/DissipativeForce instance or list of such instances OUTPUT: True or False depending on whether the object is...	[ "def", "_isDissipative", "(", "obj", ")", ":", "from", ".", "Potential", "import", "flatten", "obj", "=", "flatten", "(", "obj", ")", "isList", "=", "isinstance", "(", "obj", ",", "list", ")", "if", "isList", ":", "isCons", "=", "[", "not", "isinstance...	20.9375	0.014265
def root(self, pattern, current): """Start parsing the pattern.""" self.set_after_start() i = util.StringIter(pattern) iter(i) root_specified = False if self.win_drive_detect: m = RE_WIN_PATH.match(pattern) if m: drive = m.group(0)...	[ "def", "root", "(", "self", ",", "pattern", ",", "current", ")", ":", "self", ".", "set_after_start", "(", ")", "i", "=", "util", ".", "StringIter", "(", "pattern", ")", "iter", "(", "i", ")", "root_specified", "=", "False", "if", "self", ".", "win_d...	36.246575	0.001472
def close(self): '''Stop running timers.''' if self._call_later_handle: self._call_later_handle.cancel() self._running = False	[ "def", "close", "(", "self", ")", ":", "if", "self", ".", "_call_later_handle", ":", "self", ".", "_call_later_handle", ".", "cancel", "(", ")", "self", ".", "_running", "=", "False" ]	26.333333	0.01227
def delete_collection_namespaced_limit_range(self, namespace, **kwargs): # noqa: E501 """delete_collection_namespaced_limit_range # noqa: E501 delete collection of LimitRange # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, p...	[ "def", "delete_collection_namespaced_limit_range", "(", "self", ",", "namespace", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'async_req'", ")", ":", "return", ...	164.4	0.000403
def change_location(self, old_location_name, new_location_name, new_parent_name=None, new_er_data=None, new_pmag_data=None, replace_data=False): """ Find actual data object for location with old_location_name. Then call Location class change method to update location name...	[ "def", "change_location", "(", "self", ",", "old_location_name", ",", "new_location_name", ",", "new_parent_name", "=", "None", ",", "new_er_data", "=", "None", ",", "new_pmag_data", "=", "None", ",", "replace_data", "=", "False", ")", ":", "location", "=", "s...	57.333333	0.011445
def grow(script, iterations=1): """ Grow (dilate, expand) the current set of selected faces Args: script: the FilterScript object or script filename to write the filter to. iterations (int): the number of times to grow the selection. Layer stack: No impacts MeshLab...	[ "def", "grow", "(", "script", ",", "iterations", "=", "1", ")", ":", "filter_xml", "=", "' <filter name=\"Dilate Selection\"/>\\n'", "for", "_", "in", "range", "(", "iterations", ")", ":", "util", ".", "write_filter", "(", "script", ",", "filter_xml", ")", ...	26.578947	0.001912
def move_window(pymux, variables): """ Move window to a new index. """ dst_window = variables['<dst-window>'] try: new_index = int(dst_window) except ValueError: raise CommandException('Invalid window index: %r' % (dst_window, )) # Check first whether the index was not yet t...	[ "def", "move_window", "(", "pymux", ",", "variables", ")", ":", "dst_window", "=", "variables", "[", "'<dst-window>'", "]", "try", ":", "new_index", "=", "int", "(", "dst_window", ")", "except", "ValueError", ":", "raise", "CommandException", "(", "'Invalid wi...	32.117647	0.001779
def footrule_dist(params1, params2=None): r"""Compute Spearman's footrule distance between two models. This function computes Spearman's footrule distance between the rankings induced by two parameter vectors. Let :math:`\sigma_i` be the rank of item ``i`` in the model described by ``params1``, and :ma...	[ "def", "footrule_dist", "(", "params1", ",", "params2", "=", "None", ")", ":", "assert", "params2", "is", "None", "or", "len", "(", "params1", ")", "==", "len", "(", "params2", ")", "ranks1", "=", "rankdata", "(", "params1", ",", "method", "=", "\"aver...	33.076923	0.000753
def postprocess(self): """ Postprocessing includes renaming and gzipping where necessary. """ # Add suffix to all sub_dir/{items} for path in self.neb_dirs: for f in VASP_NEB_OUTPUT_SUB_FILES: f = os.path.join(path, f) if os.path.exists...	[ "def", "postprocess", "(", "self", ")", ":", "# Add suffix to all sub_dir/{items}", "for", "path", "in", "self", ".", "neb_dirs", ":", "for", "f", "in", "VASP_NEB_OUTPUT_SUB_FILES", ":", "f", "=", "os", ".", "path", ".", "join", "(", "path", ",", "f", ")",...	43.190476	0.002157
def _c3_mro(cls, abcs=None): """Computes the method resolution order using extended C3 linearization. If no abcs are given, the algorithm works exactly like the built-in C3 linearization used for method resolution. If given, abcs is a list of abstract base classes that should be inserted into ...	[ "def", "_c3_mro", "(", "cls", ",", "abcs", "=", "None", ")", ":", "for", "i", ",", "base", "in", "enumerate", "(", "reversed", "(", "cls", ".", "__bases__", ")", ")", ":", "if", "hasattr", "(", "base", ",", "'__abstractmethods__'", ")", ":", "boundar...	51.175	0.001438
def convolve_spatial2(im, hs, mode = "constant", plan = None, return_plan = False): """ spatial varying convolution of an 2d image with a 2d grid of psfs shape(im_ = (Ny,Nx) shape(hs) = (Gy,Gx, Hy,Hx) the input image im is subdivide...	[ "def", "convolve_spatial2", "(", "im", ",", "hs", ",", "mode", "=", "\"constant\"", ",", "plan", "=", "None", ",", "return_plan", "=", "False", ")", ":", "if", "im", ".", "ndim", "!=", "2", "or", "hs", ".", "ndim", "!=", "4", ":", "raise", "ValueEr...	29.942308	0.024557
def empirical_sinkhorn(X_s, X_t, reg, a=None, b=None, metric='sqeuclidean', numIterMax=10000, stopThr=1e-9, verbose=False, log=False, **kwargs): ''' Solve the entropic regularization optimal transport problem and return the OT matrix from empirical data The function solves the following optimization pr...	[ "def", "empirical_sinkhorn", "(", "X_s", ",", "X_t", ",", "reg", ",", "a", "=", "None", ",", "b", "=", "None", ",", "metric", "=", "'sqeuclidean'", ",", "numIterMax", "=", "10000", ",", "stopThr", "=", "1e-9", ",", "verbose", "=", "False", ",", "log"...	31.681818	0.009043
def write_raw_text_to_files(all_files, urls_path, dataset_split, tmp_dir): """Write text to files.""" def write_to_file(all_files, urls_path, tmp_dir, filename): """Write text to files.""" with io.open( os.path.join(tmp_dir, filename + ".source"), "w", encoding="utf-8") as fstory: wit...	[ "def", "write_raw_text_to_files", "(", "all_files", ",", "urls_path", ",", "dataset_split", ",", "tmp_dir", ")", ":", "def", "write_to_file", "(", "all_files", ",", "urls_path", ",", "tmp_dir", ",", "filename", ")", ":", "\"\"\"Write text to files.\"\"\"", "with", ...	36.68	0.014878
def initLogging(verbosity=0, name="SCOOP"): """Creates a logger.""" global loggingConfig verbose_levels = { -2: "CRITICAL", -1: "ERROR", 0: "WARNING", 1: "INFO", 2: "DEBUG", 3: "DEBUG", 4: "NOSET", } ...	[ "def", "initLogging", "(", "verbosity", "=", "0", ",", "name", "=", "\"SCOOP\"", ")", ":", "global", "loggingConfig", "verbose_levels", "=", "{", "-", "2", ":", "\"CRITICAL\"", ",", "-", "1", ":", "\"ERROR\"", ",", "0", ":", "\"WARNING\"", ",", "1", ":...	28.953488	0.001554
def expand_paths(paths, marker='*'): """ :param paths: A glob path pattern string or pathlib.Path object holding such path, or a list consists of path strings or glob path pattern strings or pathlib.Path object holding such ones, or file objects :param marker: Glob marker character o...	[ "def", "expand_paths", "(", "paths", ",", "marker", "=", "'*'", ")", ":", "if", "is_path", "(", "paths", ")", "and", "marker", "in", "paths", ":", "return", "sglob", "(", "paths", ")", "if", "is_path_obj", "(", "paths", ")", "and", "marker", "in", "p...	39.866667	0.000816
def getMissionXML(summary): ''' Build an XML mission string.''' spawn_end_tag = ' type="mob_spawner" variant="' + MOB_TYPE + '"/>' return '''<?xml version="1.0" encoding="UTF-8" ?> <Mission xmlns="http://ProjectMalmo.microsoft.com" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> <About> ...	[ "def", "getMissionXML", "(", "summary", ")", ":", "spawn_end_tag", "=", "' type=\"mob_spawner\" variant=\"'", "+", "MOB_TYPE", "+", "'\"/>'", "return", "'''<?xml version=\"1.0\" encoding=\"UTF-8\" ?>\n <Mission xmlns=\"http://ProjectMalmo.microsoft.com\" xmlns:xsi=\"http://www.w3.org/...	49.1	0.014309
def remove_keys(d, keys=None, use_wildcards=True, list_of_dicts=False, deepcopy=True): """remove certain keys from nested dict, retaining preceeding paths Parameters ---------- keys: list use_wildcards : bool if true, can use * (matches everything) and ? (matches any...	[ "def", "remove_keys", "(", "d", ",", "keys", "=", "None", ",", "use_wildcards", "=", "True", ",", "list_of_dicts", "=", "False", ",", "deepcopy", "=", "True", ")", ":", "keys", "=", "[", "]", "if", "keys", "is", "None", "else", "keys", "list_of_dicts",...	27.907692	0.000532
def prepare_communication (self): """ Prepare the buffers to be used for later communications """ RectPartitioner.prepare_communication (self) self.in_lower_buffers = [[], []] self.out_lower_buffers = [[], []] self.in_upper_buffers = [[], []] ...	[ "def", "prepare_communication", "(", "self", ")", ":", "RectPartitioner", ".", "prepare_communication", "(", "self", ")", "self", ".", "in_lower_buffers", "=", "[", "[", "]", ",", "[", "]", "]", "self", ".", "out_lower_buffers", "=", "[", "[", "]", ",", ...	39.925926	0.009058
def setdict(self, D=None): """Set dictionary array.""" Di = np.concatenate((D, sl.atleast_nd(D.ndim, self.imp)), axis=D.ndim-1) self.cbpdn.setdict(Di)	[ "def", "setdict", "(", "self", ",", "D", "=", "None", ")", ":", "Di", "=", "np", ".", "concatenate", "(", "(", "D", ",", "sl", ".", "atleast_nd", "(", "D", ".", "ndim", ",", "self", ".", "imp", ")", ")", ",", "axis", "=", "D", ".", "ndim", ...	33	0.009852
def load_json_or_yaml(string, is_path=False, file_type='json', exception=ScriptWorkerTaskException, message="Failed to load %(file_type)s: %(exc)s"): """Load json or yaml from a filehandle or string, and raise a custom exception on failure. Args: string (str)...	[ "def", "load_json_or_yaml", "(", "string", ",", "is_path", "=", "False", ",", "file_type", "=", "'json'", ",", "exception", "=", "ScriptWorkerTaskException", ",", "message", "=", "\"Failed to load %(file_type)s: %(exc)s\"", ")", ":", "if", "file_type", "==", "'json'...	37.615385	0.001993
def _create_tracked_field(event, instance, field, fieldname=None): """ Create a TrackedFieldModification for the instance. :param event: The TrackingEvent on which to add TrackingField :param instance: The instance on which the field is :param field: The field name to track :param fieldname: Th...	[ "def", "_create_tracked_field", "(", "event", ",", "instance", ",", "field", ",", "fieldname", "=", "None", ")", ":", "fieldname", "=", "fieldname", "or", "field", "if", "isinstance", "(", "instance", ".", "_meta", ".", "get_field", "(", "field", ")", ",",...	39.576923	0.000949
def extract_sponsor(bill): """ Return a list of the fields we need to map a sponser to a bill """ logger.debug("Extracting Sponsor") sponsor_map = [] sponsor = bill.get('sponsor', None) if sponsor: sponsor_map.append(sponsor.get('type')) sponsor_map.append(sponsor.get('thomas...	[ "def", "extract_sponsor", "(", "bill", ")", ":", "logger", ".", "debug", "(", "\"Extracting Sponsor\"", ")", "sponsor_map", "=", "[", "]", "sponsor", "=", "bill", ".", "get", "(", "'sponsor'", ",", "None", ")", "if", "sponsor", ":", "sponsor_map", ".", "...	36.8	0.001767
def validate_quantity(self, value): """Validate that the value is of the `Quantity` type.""" if not isinstance(value, pq.quantity.Quantity): self._error('%s' % value, "Must be a Python quantity.")	[ "def", "validate_quantity", "(", "self", ",", "value", ")", ":", "if", "not", "isinstance", "(", "value", ",", "pq", ".", "quantity", ".", "Quantity", ")", ":", "self", ".", "_error", "(", "'%s'", "%", "value", ",", "\"Must be a Python quantity.\"", ")" ]	55.25	0.008929
def cdx_collapse_time_status(cdx_iter, timelen=10): """ collapse by timestamp and status code. """ timelen = int(timelen) last_token = None for cdx in cdx_iter: curr_token = (cdx[TIMESTAMP][:timelen], cdx.get(STATUSCODE, '')) # yield if last_dedup_time is diff, otherwise skip ...	[ "def", "cdx_collapse_time_status", "(", "cdx_iter", ",", "timelen", "=", "10", ")", ":", "timelen", "=", "int", "(", "timelen", ")", "last_token", "=", "None", "for", "cdx", "in", "cdx_iter", ":", "curr_token", "=", "(", "cdx", "[", "TIMESTAMP", "]", "["...	26.666667	0.002415
def start_recording(self, file='mingus_dump.wav'): """Initialize a new wave file for recording.""" w = wave.open(file, 'wb') w.setnchannels(2) w.setsampwidth(2) w.setframerate(44100) self.wav = w	[ "def", "start_recording", "(", "self", ",", "file", "=", "'mingus_dump.wav'", ")", ":", "w", "=", "wave", ".", "open", "(", "file", ",", "'wb'", ")", "w", ".", "setnchannels", "(", "2", ")", "w", ".", "setsampwidth", "(", "2", ")", "w", ".", "setfr...	33.857143	0.00823
def _render_conditions(conditions): """Render the conditions part of a query. Parameters ---------- conditions : list A list of dictionary items to filter a table. Returns ------- str A string that represents the "where" part of a query See Also -------- render...	[ "def", "_render_conditions", "(", "conditions", ")", ":", "if", "not", "conditions", ":", "return", "\"\"", "rendered_conditions", "=", "[", "]", "for", "condition", "in", "conditions", ":", "field", "=", "condition", ".", "get", "(", "'field'", ")", "field_...	24.717949	0.000998
def sum_of_squares(obs, pred): """ Sum of squares between observed and predicted data Parameters ---------- obs : iterable Observed data pred : iterable Predicted data Returns ------- float Sum of squares Notes ----- The length of observed and p...	[ "def", "sum_of_squares", "(", "obs", ",", "pred", ")", ":", "return", "np", ".", "sum", "(", "(", "np", ".", "array", "(", "obs", ")", "-", "np", ".", "array", "(", "pred", ")", ")", "**", "2", ")" ]	16.956522	0.002427
def fetch_and_execute_function_to_run(self, key): """Run on arbitrary function on the worker.""" (driver_id, serialized_function, run_on_other_drivers) = self.redis_client.hmget( key, ["driver_id", "function", "run_on_other_drivers"]) if (utils.decode(run_on_other_drivers)...	[ "def", "fetch_and_execute_function_to_run", "(", "self", ",", "key", ")", ":", "(", "driver_id", ",", "serialized_function", ",", "run_on_other_drivers", ")", "=", "self", ".", "redis_client", ".", "hmget", "(", "key", ",", "[", "\"driver_id\"", ",", "\"function...	42.730769	0.001761
def _strip_top_comments(lines): """Strips # comments that exist at the top of the given lines""" lines = copy.copy(lines) while lines and lines[0].startswith("#"): lines = lines[1:] return "\n".join(lines)	[ "def", "_strip_top_comments", "(", "lines", ")", ":", "lines", "=", "copy", ".", "copy", "(", "lines", ")", "while", "lines", "and", "lines", "[", "0", "]", ".", "startswith", "(", "\"#\"", ")", ":", "lines", "=", "lines", "[", "1", ":", "]", "retu...	40.666667	0.008032
def add_item_metadata(self, handle, key, value): """Store the given key:value pair for the item associated with handle. :param handle: handle for accessing an item before the dataset is frozen :param key: metadata key :param value: metadata value """ ...	[ "def", "add_item_metadata", "(", "self", ",", "handle", ",", "key", ",", "value", ")", ":", "identifier", "=", "generate_identifier", "(", "handle", ")", "metadata_blob_suffix", "=", "\"{}.{}.json\"", ".", "format", "(", "identifier", ",", "key", ")", "metadat...	31.222222	0.002301
def normalize_allele_name(raw_allele, omit_dra1=False, infer_class2_pair=True): """MHC alleles are named with a frustratingly loose system. It's not uncommon to see dozens of different forms for the same allele. Note: this function works with both class I and class II allele names (including alpha/beta...	[ "def", "normalize_allele_name", "(", "raw_allele", ",", "omit_dra1", "=", "False", ",", "infer_class2_pair", "=", "True", ")", ":", "cache_key", "=", "(", "raw_allele", ",", "omit_dra1", ",", "infer_class2_pair", ")", "if", "cache_key", "in", "_normalized_allele_c...	33.945946	0.001161
def is_dirty(using=None): """ Returns True if the current transaction requires a commit for changes to happen. """ if using is None: dirty = False for using in tldap.backend.connections: connection = tldap.backend.connections[using] if connection.is_dirty(): ...	[ "def", "is_dirty", "(", "using", "=", "None", ")", ":", "if", "using", "is", "None", ":", "dirty", "=", "False", "for", "using", "in", "tldap", ".", "backend", ".", "connections", ":", "connection", "=", "tldap", ".", "backend", ".", "connections", "["...	31.285714	0.002217
def bank_identifier(self): """Return the IBAN's Bank Identifier.""" end = get_iban_spec(self.country_code).bban_split_pos + 4 return self._id[4:end]	[ "def", "bank_identifier", "(", "self", ")", ":", "end", "=", "get_iban_spec", "(", "self", ".", "country_code", ")", ".", "bban_split_pos", "+", "4", "return", "self", ".", "_id", "[", "4", ":", "end", "]" ]	42.25	0.011628
def _F_hyperedge_cardinality_ratio(H, F): """Returns the result of a function F applied to the set of cardinality ratios between the tail and the head sets (specifically, \|tail\|/\|head\|) of hyperedges in the hypergraph. :param H: the hypergraph whose cardinality ratios will be operat...	[ "def", "_F_hyperedge_cardinality_ratio", "(", "H", ",", "F", ")", ":", "if", "not", "isinstance", "(", "H", ",", "DirectedHypergraph", ")", ":", "raise", "TypeError", "(", "\"Algorithm only applicable to directed hypergraphs\"", ")", "# Since \|head\| can potentially be 0 (...	47.52381	0.000982
def intervaljoin(left, right, lstart='start', lstop='stop', rstart='start', rstop='stop', lkey=None, rkey=None, include_stop=False, lprefix=None, rprefix=None): """ Join two tables by overlapping intervals. E.g.:: >>> import petl as etl >>> left = [['begin', 'e...	[ "def", "intervaljoin", "(", "left", ",", "right", ",", "lstart", "=", "'start'", ",", "lstop", "=", "'stop'", ",", "rstart", "=", "'start'", ",", "rstop", "=", "'stop'", ",", "lkey", "=", "None", ",", "rkey", "=", "None", ",", "include_stop", "=", "F...	49	0.000885
def indent_lines(lines, output, branch_method, leaf_method, pass_syntax, flush_left_syntax, flush_left_empty_line, indentation_method, get_block): """Returns None. The way this function produces output is by adding strings to the list that's passed in as the second parameter. Paramete...	[ "def", "indent_lines", "(", "lines", ",", "output", ",", "branch_method", ",", "leaf_method", ",", "pass_syntax", ",", "flush_left_syntax", ",", "flush_left_empty_line", ",", "indentation_method", ",", "get_block", ")", ":", "append", "=", "output", ".", "append",...	31.127273	0.001133
def jsonGraph(fdefs,calls,outfile='nout.json'): '''For reference, each node has: node.name (string) node.source (string) node.weight (int) node.pclass (class node object) Each call contains a node in call.source and call.target ''' outpath = os.path.join('data',outfile) ...	[ "def", "jsonGraph", "(", "fdefs", ",", "calls", ",", "outfile", "=", "'nout.json'", ")", ":", "outpath", "=", "os", ".", "path", ".", "join", "(", "'data'", ",", "outfile", ")", "data", "=", "dict", "(", ")", "ids", "=", "dict", "(", ")", "nodelist...	29.634146	0.011155
def get_wxa_code(self, path, width=430, auto_color=False, line_color={"r": "0", "g": "0", "b": "0"}, is_hyaline=False): """ 创建小程序码（接口A: 适用于需要的码数量较少的业务场景）详情请参考 https://mp.weixin.qq.co...	[ "def", "get_wxa_code", "(", "self", ",", "path", ",", "width", "=", "430", ",", "auto_color", "=", "False", ",", "line_color", "=", "{", "\"r\"", ":", "\"0\"", ",", "\"g\"", ":", "\"0\"", ",", "\"b\"", ":", "\"0\"", "}", ",", "is_hyaline", "=", "Fals...	30.190476	0.010703
def _process_session(self): """Process the outputs of the nailgun session. :raises: :class:`NailgunProtocol.ProcessStreamTimeout` if a timeout set from a signal handler with .set_exit_timeout() completes. :raises: :class:`Exception` if the session ...	[ "def", "_process_session", "(", "self", ")", ":", "try", ":", "for", "chunk_type", ",", "payload", "in", "self", ".", "iter_chunks", "(", "self", ".", "_sock", ",", "return_bytes", "=", "True", ",", "timeout_object", "=", "self", ")", ":", "# TODO(#6579): ...	54.298246	0.013329
def add_property_response(multistatusEL, href, propList): """Append <response> element to <multistatus> element. <prop> node depends on the value type: - str or unicode: add element with this content - None: add an empty element - etree.Element: add XML element as child - DAVError: add ...	[ "def", "add_property_response", "(", "multistatusEL", ",", "href", ",", "propList", ")", ":", "# Split propList by status code and build a unique list of namespaces", "nsCount", "=", "1", "nsDict", "=", "{", "}", "nsMap", "=", "{", "}", "propDict", "=", "{", "}", ...	40.274194	0.001955
def enqueue(self, s): """ Append `s` to the queue. Equivalent to:: queue += s if `queue` where a regular string. """ self._parts.append(s) self._len += len(s)	[ "def", "enqueue", "(", "self", ",", "s", ")", ":", "self", ".", "_parts", ".", "append", "(", "s", ")", "self", ".", "_len", "+=", "len", "(", "s", ")" ]	20.5	0.019455
def get_host(name): """ Prints the public dns name of `name`, if it exists. :param name: The instance name. :type name: ``str`` """ f = {'instance-state-name': 'running', 'tag:Name': name} ec2 = boto.connect_ec2(region=get_region()) rs = ec2.get_all_instances(filters=f) if len(rs) =...	[ "def", "get_host", "(", "name", ")", ":", "f", "=", "{", "'instance-state-name'", ":", "'running'", ",", "'tag:Name'", ":", "name", "}", "ec2", "=", "boto", ".", "connect_ec2", "(", "region", "=", "get_region", "(", ")", ")", "rs", "=", "ec2", ".", "...	31.692308	0.002358
def get_key(dotenv_path, key_to_get, verbose=False): """ Gets the value of a given key from the given .env If the .env path given doesn't exist, fails :param dotenv_path: path :param key_to_get: key :param verbose: verbosity flag, raise warning if path does not exist :return: value of varia...	[ "def", "get_key", "(", "dotenv_path", ",", "key_to_get", ",", "verbose", "=", "False", ")", ":", "key_to_get", "=", "str", "(", "key_to_get", ")", "if", "not", "os", ".", "path", ".", "exists", "(", "dotenv_path", ")", ":", "if", "verbose", ":", "warni...	35.409091	0.00125
def render_attrs(attrs): """ Render HTML attributes, or return '' if no attributes needs to be rendered. """ if attrs is not None: def parts(): for key, value in sorted(attrs.items()): if value is None: continue if value is True: ...	[ "def", "render_attrs", "(", "attrs", ")", ":", "if", "attrs", "is", "not", "None", ":", "def", "parts", "(", ")", ":", "for", "key", ",", "value", "in", "sorted", "(", "attrs", ".", "items", "(", ")", ")", ":", "if", "value", "is", "None", ":", ...	37.652174	0.001126
def _configure_logging(self): """ Setting up logging from logging config in settings """ if not self.LOGGING_CONFIG: #Fallback to default logging in global settings if needed dictConfig(self.DEFAULT_LOGGING) else: dictConfig(self.LOGGING_CONFIG...	[ "def", "_configure_logging", "(", "self", ")", ":", "if", "not", "self", ".", "LOGGING_CONFIG", ":", "#Fallback to default logging in global settings if needed", "dictConfig", "(", "self", ".", "DEFAULT_LOGGING", ")", "else", ":", "dictConfig", "(", "self", ".", "LO...	34.777778	0.009346
def loads(s, single=False, version=_default_version, strict=False, errors='warn'): """ Deserialize SimpleMRS string representations Args: s (str): a SimpleMRS string single (bool): if `True`, only return the first Xmrs object Returns: a generator of Xmrs objects (unles...	[ "def", "loads", "(", "s", ",", "single", "=", "False", ",", "version", "=", "_default_version", ",", "strict", "=", "False", ",", "errors", "=", "'warn'", ")", ":", "ms", "=", "deserialize", "(", "s", ",", "version", "=", "version", ",", "strict", "=...	29.5	0.002053
def compute_frame(self, **kwargs): r"""Compute the associated frame. A filter bank defines a frame, which is a generalization of a basis to sets of vectors that may be linearly dependent. See `Wikipedia <https://en.wikipedia.org/wiki/Frame_(linear_algebra)>`_. The frame of a fi...	[ "def", "compute_frame", "(", "self", ",", "", "", "kwargs", ")", ":", "if", "self", ".", "G", ".", "N", ">", "2000", ":", "_logger", ".", "warning", "(", "'Creating a big matrix. '", "'You should prefer the filter method.'", ")", "# Filter one delta per vertex."...	35.553191	0.000582
def findpaths(CIJ, qmax, sources, savepths=False): ''' Paths are sequences of linked nodes, that never visit a single node more than once. This function finds all paths that start at a set of source nodes, up to a specified length. Warning: very memory-intensive. Parameters ---------- CIJ :...	[ "def", "findpaths", "(", "CIJ", ",", "qmax", ",", "sources", ",", "savepths", "=", "False", ")", ":", "CIJ", "=", "binarize", "(", "CIJ", ",", "copy", "=", "True", ")", "# ensure CIJ is binary", "n", "=", "len", "(", "CIJ", ")", "k", "=", "np", "."...	35.554054	0.00037
def equate_nickname(name1, name2): """ Evaluates whether names match based on common nickname patterns This is not currently used in any name comparison """ # Convert '-ie' and '-y' to the root name nickname_regex = r'(.)\1(y\|ie)$' root_regex = r'\1' name1 = re.sub(nickname_regex, root...	[ "def", "equate_nickname", "(", "name1", ",", "name2", ")", ":", "# Convert '-ie' and '-y' to the root name", "nickname_regex", "=", "r'(.)\\1(y\|ie)$'", "root_regex", "=", "r'\\1'", "name1", "=", "re", ".", "sub", "(", "nickname_regex", ",", "root_regex", ",", "name1...	26.294118	0.00216
def list_holds(pattern=__HOLD_PATTERN, full=True): r''' .. versionchanged:: 2016.3.0,2015.8.4,2015.5.10 Function renamed from ``pkg.get_locked_pkgs`` to ``pkg.list_holds``. List information on locked packages .. note:: Requires the appropriate ``versionlock`` plugin package to be insta...	[ "def", "list_holds", "(", "pattern", "=", "__HOLD_PATTERN", ",", "full", "=", "True", ")", ":", "_check_versionlock", "(", ")", "out", "=", "__salt__", "[", "'cmd.run'", "]", "(", "[", "_yum", "(", ")", ",", "'versionlock'", ",", "'list'", "]", ",", "p...	29.974359	0.001657

def _make_elastic_range(begin, end): """Generate an S-curved range of pages. Start from both left and right, adding exponentially growing indexes, until the two trends collide. """ # Limit growth for huge numbers of pages. starting_factor = max(1, (end - begin) // 100) factor = _iter_factor...

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def cov_error(self, comp_cov, score_metric="frobenius"): """Computes the covariance error vs. comp_cov. May require self.path_ Parameters ---------- comp_cov : array-like, shape = (n_features, n_features) The precision to compare with. This should normal...

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def tile_read(source, bounds, tilesize, **kwargs): """ Read data and mask. Attributes ---------- source : str or rasterio.io.DatasetReader input file path or rasterio.io.DatasetReader object bounds : list Mercator tile bounds (left, bottom, right, top) tilesize : int ...

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def RetryQuestion(question_text, output_re="", default_val=None): """Continually ask a question until the output_re is matched.""" while True: if default_val is not None: new_text = "%s [%s]: " % (question_text, default_val) else: new_text = "%s: " % question_text # pytype: disable=wrong-arg...

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def app_cache_restorer(): """ A context manager that restore model cache state as it was before entering context. """ state = _app_cache_deepcopy(apps.__dict__) try: yield state finally: with apps_lock(): apps.__dict__ = state # Rebind the app registry...

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32

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def mock(self, url=None, **kw): """ Creates and registers a new HTTP mock in the current engine. Arguments: url (str): request URL to mock. activate (bool): force mock engine activation. Defaults to ``False``. **kw (mixed): variadic keyword ar...

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def __request_mark_sent(self, requestId): """Set send time & clear exception from request if set, ignoring non-existent requests""" with self.__requests: try: req = self.__requests[requestId] except KeyError: # request might have had a response alr...

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def authenticate(self, password): """Authenticate a tag with a *password*. A tag that was once protected with a password requires authentication before write, potentially also read, operations may be performed. The *password* must be the same as the password provided to :meth:`p...

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43.363636

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def distros_for_location(location, basename, metadata=None): """Yield egg or source distribution objects based on basename""" if basename.endswith('.egg.zip'): basename = basename[:-4] # strip the .zip if basename.endswith('.egg') and '-' in basename: # only one, unambiguous interpretatio...

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44.65

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def write_short(self, number): """ Writes a short integer to the underlying output file as a 2-byte value. """ buf = pack(self.byte_order + "h", number) self.write(buf)

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47.25

0.015625

def build_where_part(self, wheres): """ Recursive method that builds the where parts. Any Q objects that have children will also be built with ``self.build_where_part()`` :rtype: str :return: The composed where string """ where_parts = [] # loop through ...

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def pairwise_dists_on_cols(df_in, earth_mover_dist=True, energy_dist=True): """Computes pairwise statistical distance measures. parameters ---------- df_in: pandas data frame Columns represent estimators and rows represent runs. Each data frane element is an array of values which are us...

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def flavor_delete(self, flavor_id): # pylint: disable=C0103 ''' Delete a flavor ''' nt_ks = self.compute_conn nt_ks.flavors.delete(flavor_id) return 'Flavor deleted: {0}'.format(flavor_id)

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def make_request(name, params=None, version="V001", key=None, api_type="web", fetcher=get_page, base=None, language="en_us"): """ Make an API request """ params = params or {} params["key"] = key or API_KEY params["language"] = language if not params["key"]: raise ...

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30.666667

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def route(self, origin, message): '''\ Using the routing dictionary, dispatch a message to all subscribers :param origin: name of the origin node :type origin: :py:class:`str` :param message: message to dispatch :type message: :py:class:`emit.message.Message` or subclass...

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def run_wsgi(settings_module): """Run CLAM in WSGI mode""" global settingsmodule, DEBUG #pylint: disable=global-statement printdebug("Initialising WSGI service") globals()['settings'] = settings_module settingsmodule = settings_module.__name__ try: if settings.DEBUG: DEBUG ...

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def seek(self, offset, whence=SEEK_SET): """ Change the stream position to the given byte offset. Args: offset (int): Offset is interpreted relative to the position indicated by whence. whence (int): The default value for whence is SEEK_SET. ...

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35.064516

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def get(self, group, default=None): '''Get a group or parameter. Parameters ---------- group : str If this string contains a period (.), then the part before the period will be used to retrieve a group, and the part after the period will be used to re...

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35.941176

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def p_params_begin(self, p): 'params_begin : params_begin param' p[0] = p[1] + (p[2],) p.set_lineno(0, p.lineno(1))

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def _make_cz_layer(qubits: Iterable[devices.GridQubit], layer_index: int ) -> Iterable[ops.Operation]: """ Each layer index corresponds to a shift/transpose of this CZ pattern: ●───● ● ● ●───● ● ● . . . ● ● ●───● ● ● ●───● . . . ●───● ● ● ●...

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def having(self, column, operator=None, value=None, boolean="and"): """ Add a "having" clause to the query :param column: The column :type column: str :param operator: The having clause operator :type operator: str :param value: The having clause value ...

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def _phiforce(self,R,phi=0.,t=0.): """ NAME: _phiforce PURPOSE: evaluate the azimuthal force for this potential INPUT: R - Galactocentric cylindrical radius phi - azimuth t - time OUTPUT: the azimuthal force ...

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def get(method, hmc, uri, uri_parms, logon_required): """Operation: List Load Activation Profiles (requires classic mode).""" cpc_oid = uri_parms[0] query_str = uri_parms[1] try: cpc = hmc.cpcs.lookup_by_oid(cpc_oid) except KeyError: raise InvalidResourceE...

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48.111111

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def load_file(path): """ Load file :param path: Path to file :type path: str | unicode :return: Loaded data :rtype: None | int | float | str | unicode | list | dict :raises IOError: If file not found or error accessing file """ res = {} if not path: IOError("No path spe...

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def parse_play_details(details): """Parses play details from play-by-play string and returns structured data. :details: detail string for play :returns: dictionary of play attributes """ # if input isn't a string, return None if not isinstance(details, basestring): return None ...

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34.584158

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def loads(string, filename=None, includedir=''): '''Load the contents of ``string`` to a Python object The returned object is a subclass of ``dict`` that exposes string keys as attributes as well. Example: >>> config = libconf.loads('window: { title: "libconfig example"; };') >>> conf...

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def _ast_with_loc( py_ast: GeneratedPyAST, env: NodeEnv, include_dependencies: bool = False ) -> GeneratedPyAST: """Hydrate Generated Python AST nodes with line numbers and column offsets if they exist in the node environment.""" if env.line is not None: py_ast.node.lineno = env.line if...

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30.65

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def _GetStat(self): """Retrieves information about the file entry. Returns: VFSStat: a stat object or None if not available. """ stat_object = super(OSFileEntry, self)._GetStat() if not self._is_windows_device: # File data stat information. stat_object.size = self._stat_info.st_s...

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def abi_splitext(filename): """ Split the ABINIT extension from a filename. "Extension" are found by searching in an internal database. Returns "(root, ext)" where ext is the registered ABINIT extension The final ".nc" is included (if any) >>> assert abi_splitext("foo_WFK") == ('foo_', 'WFK') ...

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def get_user_home(self, user): """Returns the default URL for a particular user. This method can be used to customize where a user is sent when they log in, etc. By default it returns the value of :meth:`get_absolute_url`. An alternative function can be supplied to customize th...

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def valid_config_exists(config_path=CONFIG_PATH): """Verify that a valid config file exists. Args: config_path (str): Path to the config file. Returns: boolean: True if there is a valid config file, false if not. """ if os.path.isfile(config_path): try: config =...

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def _run(self): """Run the worker function with some custom exception handling.""" try: # Run the worker self.worker() except SystemExit as ex: # sys.exit() was called if isinstance(ex.code, int): if ex.code is not None and ex.code ...

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def icqt(C, sr=22050, hop_length=512, fmin=None, bins_per_octave=12, tuning=0.0, filter_scale=1, norm=1, sparsity=0.01, window='hann', scale=True, length=None, amin=util.Deprecated(), res_type='fft'): '''Compute the inverse constant-Q transform. Given a constant-Q transform representation `C`...

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def render(template, dest, **kwargs): '''Using jinja2, render `template` to the filename `dest`, supplying the keyword arguments as template parameters. ''' dest_dir = dirname(dest) if dest_dir and not exists(dest_dir): makedirs(dest_dir) template = environment.get_template(template) ...

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def create_database(self, instance, name, character_set=None, collate=None): """Creates a database with the specified name on the given instance.""" return instance.create_database(name, character_set=character_set, collate=collate)

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def paint(self): """ Renders a javascript snippet suitable for use as a mapbox-gl line paint entry Returns: A dict that can be converted to a mapbox-gl javascript paint snippet """ # TODO Figure out why i cant use some of these props snippet = { '...

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def init_app(self, app): """Flask application initialization.""" self.init_config(app) if hasattr(app, 'cli'): app.cli.add_command(files_cmd) app.extensions['invenio-files-rest'] = _FilesRESTState(app)

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def _pdf_guess_version(input_file, search_window=1024): """Try to find version signature at start of file. Not robust enough to deal with appended files. Returns empty string if not found, indicating file is probably not PDF. """ with open(input_file, 'rb') as f: signature = f.read(search...

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def build_connection(url): """ Build an Elasticsearch connection with the given url Elastic.co's Heroku addon doesn't create credientials with access to the cluster by default so they aren't exposed in the URL they provide either. This function works around the situation by grabbing our credentials...

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def invertible_flatten2_numpy(unflat_arrs, axis=0): """ more numpy version TODO: move to vtool Args: unflat_arrs (list): list of ndarrays Returns: tuple: (flat_list, cumlen_list) CommandLine: python -m utool.util_list --test-invertible_flatten2_numpy Example: ...

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def log_entry_send(self, id, num_logs, last_log_num, time_utc, size, force_mavlink1=False): ''' Reply to LOG_REQUEST_LIST id : Log id (uint16_t) num_logs : Total number of logs (uint16_t) last_log_nu...

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def search(filter, # pylint: disable=C0103 dn=None, # pylint: disable=C0103 scope=None, attrs=None, **kwargs): ''' Run an arbitrary LDAP query and return the results. CLI Example: .. code-block:: bash salt 'ldaphost' ldap.search "filter=cn=...

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def branches(self): """Return list of (name and urls) only branches.""" return [(r['name'], self.vpathto(r['name'])) for r in self.remotes if r['kind'] == 'heads']

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def badgify_badges(**kwargs): """ Returns all badges or only awarded badges for the given user. """ User = get_user_model() user = kwargs.get('user', None) username = kwargs.get('username', None) if username: try: user = User.objects.get(username=username) except ...

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def get_roles_request(request): """Returns a list of accepting roles.""" uuid_ = request.matchdict['uuid'] user_id = request.matchdict.get('uid') args = [uuid_] if user_id is not None: fmt_conditional = "AND user_id = %s" args.append(user_id) else: fmt_conditional = "" ...

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def get_service_from_port(port, all_services=None): """Gets the name of the service from the port all_services allows you to feed in the services to look through, pass in a dict of service names to service information eg. { 'service_name': { 'port': port_number } } ...

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def join(self, shape, body_a, body_b=None, name=None, **kwargs): '''Create a new joint that connects two bodies together. Parameters ---------- shape : str The "shape" of the joint to use for joining together two bodies. This should name a type of joint, such as ...

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def load_airpassengers(as_series=False): """Monthly airline passengers. The classic Box & Jenkins airline data. Monthly totals of international airline passengers, 1949 to 1960. Parameters ---------- as_series : bool, optional (default=False) Whether to return a Pandas series. If False...

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def fix_w291(self, result): """Remove trailing whitespace.""" fixed_line = self.source[result['line'] - 1].rstrip() self.source[result['line'] - 1] = fixed_line + '\n'

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def where_method(self, cond, other=dtypes.NA): """Return elements from `self` or `other` depending on `cond`. Parameters ---------- cond : DataArray or Dataset with boolean dtype Locations at which to preserve this objects values. other : scalar, DataArray or Dataset, optional Value...

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def _isDissipative(obj): """ NAME: _isDissipative PURPOSE: Determine whether this combination of potentials and forces is Dissipative INPUT: obj - Potential/DissipativeForce instance or list of such instances OUTPUT: True or False depending on whether the object is...

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def root(self, pattern, current): """Start parsing the pattern.""" self.set_after_start() i = util.StringIter(pattern) iter(i) root_specified = False if self.win_drive_detect: m = RE_WIN_PATH.match(pattern) if m: drive = m.group(0)...

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def close(self): '''Stop running timers.''' if self._call_later_handle: self._call_later_handle.cancel() self._running = False

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def delete_collection_namespaced_limit_range(self, namespace, **kwargs): # noqa: E501 """delete_collection_namespaced_limit_range # noqa: E501 delete collection of LimitRange # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, p...

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def change_location(self, old_location_name, new_location_name, new_parent_name=None, new_er_data=None, new_pmag_data=None, replace_data=False): """ Find actual data object for location with old_location_name. Then call Location class change method to update location name...

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def grow(script, iterations=1): """ Grow (dilate, expand) the current set of selected faces Args: script: the FilterScript object or script filename to write the filter to. iterations (int): the number of times to grow the selection. Layer stack: No impacts MeshLab...

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def move_window(pymux, variables): """ Move window to a new index. """ dst_window = variables['<dst-window>'] try: new_index = int(dst_window) except ValueError: raise CommandException('Invalid window index: %r' % (dst_window, )) # Check first whether the index was not yet t...

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def footrule_dist(params1, params2=None): r"""Compute Spearman's footrule distance between two models. This function computes Spearman's footrule distance between the rankings induced by two parameter vectors. Let :math:`\sigma_i` be the rank of item ``i`` in the model described by ``params1``, and :ma...

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def postprocess(self): """ Postprocessing includes renaming and gzipping where necessary. """ # Add suffix to all sub_dir/{items} for path in self.neb_dirs: for f in VASP_NEB_OUTPUT_SUB_FILES: f = os.path.join(path, f) if os.path.exists...

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def _c3_mro(cls, abcs=None): """Computes the method resolution order using extended C3 linearization. If no *abcs* are given, the algorithm works exactly like the built-in C3 linearization used for method resolution. If given, *abcs* is a list of abstract base classes that should be inserted into ...

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def convolve_spatial2(im, hs, mode = "constant", plan = None, return_plan = False): """ spatial varying convolution of an 2d image with a 2d grid of psfs shape(im_ = (Ny,Nx) shape(hs) = (Gy,Gx, Hy,Hx) the input image im is subdivide...

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def empirical_sinkhorn(X_s, X_t, reg, a=None, b=None, metric='sqeuclidean', numIterMax=10000, stopThr=1e-9, verbose=False, log=False, **kwargs): ''' Solve the entropic regularization optimal transport problem and return the OT matrix from empirical data The function solves the following optimization pr...

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def write_raw_text_to_files(all_files, urls_path, dataset_split, tmp_dir): """Write text to files.""" def write_to_file(all_files, urls_path, tmp_dir, filename): """Write text to files.""" with io.open( os.path.join(tmp_dir, filename + ".source"), "w", encoding="utf-8") as fstory: wit...

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def initLogging(verbosity=0, name="SCOOP"): """Creates a logger.""" global loggingConfig verbose_levels = { -2: "CRITICAL", -1: "ERROR", 0: "WARNING", 1: "INFO", 2: "DEBUG", 3: "DEBUG", 4: "NOSET", } ...

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def expand_paths(paths, marker='*'): """ :param paths: A glob path pattern string or pathlib.Path object holding such path, or a list consists of path strings or glob path pattern strings or pathlib.Path object holding such ones, or file objects :param marker: Glob marker character o...

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def getMissionXML(summary): ''' Build an XML mission string.''' spawn_end_tag = ' type="mob_spawner" variant="' + MOB_TYPE + '"/>' return '''<?xml version="1.0" encoding="UTF-8" ?> <Mission xmlns="http://ProjectMalmo.microsoft.com" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> <About> ...

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def remove_keys(d, keys=None, use_wildcards=True, list_of_dicts=False, deepcopy=True): """remove certain keys from nested dict, retaining preceeding paths Parameters ---------- keys: list use_wildcards : bool if true, can use * (matches everything) and ? (matches any...

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def prepare_communication (self): """ Prepare the buffers to be used for later communications """ RectPartitioner.prepare_communication (self) self.in_lower_buffers = [[], []] self.out_lower_buffers = [[], []] self.in_upper_buffers = [[], []] ...

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def setdict(self, D=None): """Set dictionary array.""" Di = np.concatenate((D, sl.atleast_nd(D.ndim, self.imp)), axis=D.ndim-1) self.cbpdn.setdict(Di)

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def load_json_or_yaml(string, is_path=False, file_type='json', exception=ScriptWorkerTaskException, message="Failed to load %(file_type)s: %(exc)s"): """Load json or yaml from a filehandle or string, and raise a custom exception on failure. Args: string (str)...

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def _create_tracked_field(event, instance, field, fieldname=None): """ Create a TrackedFieldModification for the instance. :param event: The TrackingEvent on which to add TrackingField :param instance: The instance on which the field is :param field: The field name to track :param fieldname: Th...

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def extract_sponsor(bill): """ Return a list of the fields we need to map a sponser to a bill """ logger.debug("Extracting Sponsor") sponsor_map = [] sponsor = bill.get('sponsor', None) if sponsor: sponsor_map.append(sponsor.get('type')) sponsor_map.append(sponsor.get('thomas...

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def validate_quantity(self, value): """Validate that the value is of the `Quantity` type.""" if not isinstance(value, pq.quantity.Quantity): self._error('%s' % value, "Must be a Python quantity.")

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def cdx_collapse_time_status(cdx_iter, timelen=10): """ collapse by timestamp and status code. """ timelen = int(timelen) last_token = None for cdx in cdx_iter: curr_token = (cdx[TIMESTAMP][:timelen], cdx.get(STATUSCODE, '')) # yield if last_dedup_time is diff, otherwise skip ...

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def start_recording(self, file='mingus_dump.wav'): """Initialize a new wave file for recording.""" w = wave.open(file, 'wb') w.setnchannels(2) w.setsampwidth(2) w.setframerate(44100) self.wav = w

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def _render_conditions(conditions): """Render the conditions part of a query. Parameters ---------- conditions : list A list of dictionary items to filter a table. Returns ------- str A string that represents the "where" part of a query See Also -------- render...

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def sum_of_squares(obs, pred): """ Sum of squares between observed and predicted data Parameters ---------- obs : iterable Observed data pred : iterable Predicted data Returns ------- float Sum of squares Notes ----- The length of observed and p...

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def fetch_and_execute_function_to_run(self, key): """Run on arbitrary function on the worker.""" (driver_id, serialized_function, run_on_other_drivers) = self.redis_client.hmget( key, ["driver_id", "function", "run_on_other_drivers"]) if (utils.decode(run_on_other_drivers)...

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def _strip_top_comments(lines): """Strips # comments that exist at the top of the given lines""" lines = copy.copy(lines) while lines and lines[0].startswith("#"): lines = lines[1:] return "\n".join(lines)

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def add_item_metadata(self, handle, key, value): """Store the given key:value pair for the item associated with handle. :param handle: handle for accessing an item before the dataset is frozen :param key: metadata key :param value: metadata value """ ...

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def normalize_allele_name(raw_allele, omit_dra1=False, infer_class2_pair=True): """MHC alleles are named with a frustratingly loose system. It's not uncommon to see dozens of different forms for the same allele. Note: this function works with both class I and class II allele names (including alpha/beta...

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def is_dirty(using=None): """ Returns True if the current transaction requires a commit for changes to happen. """ if using is None: dirty = False for using in tldap.backend.connections: connection = tldap.backend.connections[using] if connection.is_dirty(): ...

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def bank_identifier(self): """Return the IBAN's Bank Identifier.""" end = get_iban_spec(self.country_code).bban_split_pos + 4 return self._id[4:end]

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def _F_hyperedge_cardinality_ratio(H, F): """Returns the result of a function F applied to the set of cardinality ratios between the tail and the head sets (specifically, |tail|/|head|) of hyperedges in the hypergraph. :param H: the hypergraph whose cardinality ratios will be operat...

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def intervaljoin(left, right, lstart='start', lstop='stop', rstart='start', rstop='stop', lkey=None, rkey=None, include_stop=False, lprefix=None, rprefix=None): """ Join two tables by overlapping intervals. E.g.:: >>> import petl as etl >>> left = [['begin', 'e...

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def indent_lines(lines, output, branch_method, leaf_method, pass_syntax, flush_left_syntax, flush_left_empty_line, indentation_method, get_block): """Returns None. The way this function produces output is by adding strings to the list that's passed in as the second parameter. Paramete...

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def jsonGraph(fdefs,calls,outfile='nout.json'): '''For reference, each node has: node.name (string) node.source (string) node.weight (int) node.pclass (class node object) Each call contains a node in call.source and call.target ''' outpath = os.path.join('data',outfile) ...

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def get_wxa_code(self, path, width=430, auto_color=False, line_color={"r": "0", "g": "0", "b": "0"}, is_hyaline=False): """ 创建小程序码（接口A: 适用于需要的码数量较少的业务场景）详情请参考 https://mp.weixin.qq.co...

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def _process_session(self): """Process the outputs of the nailgun session. :raises: :class:`NailgunProtocol.ProcessStreamTimeout` if a timeout set from a signal handler with .set_exit_timeout() completes. :raises: :class:`Exception` if the session ...

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54.298246

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def add_property_response(multistatusEL, href, propList): """Append <response> element to <multistatus> element. <prop> node depends on the value type: - str or unicode: add element with this content - None: add an empty element - etree.Element: add XML element as child - DAVError: add ...

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def enqueue(self, s): """ Append `s` to the queue. Equivalent to:: queue += s if `queue` where a regular string. """ self._parts.append(s) self._len += len(s)

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def get_host(name): """ Prints the public dns name of `name`, if it exists. :param name: The instance name. :type name: ``str`` """ f = {'instance-state-name': 'running', 'tag:Name': name} ec2 = boto.connect_ec2(region=get_region()) rs = ec2.get_all_instances(filters=f) if len(rs) =...

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def get_key(dotenv_path, key_to_get, verbose=False): """ Gets the value of a given key from the given .env If the .env path given doesn't exist, fails :param dotenv_path: path :param key_to_get: key :param verbose: verbosity flag, raise warning if path does not exist :return: value of varia...

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def render_attrs(attrs): """ Render HTML attributes, or return '' if no attributes needs to be rendered. """ if attrs is not None: def parts(): for key, value in sorted(attrs.items()): if value is None: continue if value is True: ...

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def _configure_logging(self): """ Setting up logging from logging config in settings """ if not self.LOGGING_CONFIG: #Fallback to default logging in global settings if needed dictConfig(self.DEFAULT_LOGGING) else: dictConfig(self.LOGGING_CONFIG...

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def loads(s, single=False, version=_default_version, strict=False, errors='warn'): """ Deserialize SimpleMRS string representations Args: s (str): a SimpleMRS string single (bool): if `True`, only return the first Xmrs object Returns: a generator of Xmrs objects (unles...

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def compute_frame(self, **kwargs): r"""Compute the associated frame. A filter bank defines a frame, which is a generalization of a basis to sets of vectors that may be linearly dependent. See `Wikipedia <https://en.wikipedia.org/wiki/Frame_(linear_algebra)>`_. The frame of a fi...

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def findpaths(CIJ, qmax, sources, savepths=False): ''' Paths are sequences of linked nodes, that never visit a single node more than once. This function finds all paths that start at a set of source nodes, up to a specified length. Warning: very memory-intensive. Parameters ---------- CIJ :...

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def equate_nickname(name1, name2): """ Evaluates whether names match based on common nickname patterns This is not currently used in any name comparison """ # Convert '-ie' and '-y' to the root name nickname_regex = r'(.)\1(y|ie)$' root_regex = r'\1' name1 = re.sub(nickname_regex, root...

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def list_holds(pattern=__HOLD_PATTERN, full=True): r''' .. versionchanged:: 2016.3.0,2015.8.4,2015.5.10 Function renamed from ``pkg.get_locked_pkgs`` to ``pkg.list_holds``. List information on locked packages .. note:: Requires the appropriate ``versionlock`` plugin package to be insta...

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