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 tostr(object, encoding=None): """ get a unicode safe string representation of an object """ if isinstance(object, basestring): if encoding is None: return object else: return object.encode(encoding) if isinstance(object, tuple): s = ['('] for item ...	[ "def", "tostr", "(", "object", ",", "encoding", "=", "None", ")", ":", "if", "isinstance", "(", "object", ",", "basestring", ")", ":", "if", "encoding", "is", "None", ":", "return", "object", "else", ":", "return", "object", ".", "encode", "(", "encodi...	28.891304	0.001456
def get_perm_prompt(cls, package_list): """ Return text for prompt (do you want to install...), to install given packages. """ if cls == PackageManager: raise NotImplementedError() ln = len(package_list) plural = 's' if ln > 1 else '' return cls.permis...	[ "def", "get_perm_prompt", "(", "cls", ",", "package_list", ")", ":", "if", "cls", "==", "PackageManager", ":", "raise", "NotImplementedError", "(", ")", "ln", "=", "len", "(", "package_list", ")", "plural", "=", "'s'", "if", "ln", ">", "1", "else", "''",...	39.222222	0.00831
def search(api_key, query, offset=0, type='personal'): """Get a list of email addresses for the provided domain. The type of search executed will vary depending on the query provided. Currently this query is restricted to either domain searches, in which the email addresses (and other bits) for the dom...	[ "def", "search", "(", "api_key", ",", "query", ",", "offset", "=", "0", ",", "type", "=", "'personal'", ")", ":", "if", "not", "isinstance", "(", "api_key", ",", "str", ")", ":", "raise", "InvalidAPIKeyException", "(", "'API key must be a string'", ")", "i...	40.206897	0.000838
def idx_sequence(self): """Indices of sentences when enumerating data set from batches. Useful when retrieving the correct order of sentences Returns ------- list List of ids ranging from 0 to #sent -1 """ return [x[1] for x in sorted(zip(self._record...	[ "def", "idx_sequence", "(", "self", ")", ":", "return", "[", "x", "[", "1", "]", "for", "x", "in", "sorted", "(", "zip", "(", "self", ".", "_record", ",", "list", "(", "range", "(", "len", "(", "self", ".", "_record", ")", ")", ")", ")", ")", ...	34.6	0.008451
def parse_title(self, title): """ split of the last parenthesis operator==,!=,<,<=(std::vector) tested with ``` operator==,!=,<,<=,>,>=(std::vector) operator==,!=,<,<=,>,>=(std::vector) operator==,!=,<,<=,>,>= operator...	[ "def", "parse_title", "(", "self", ",", "title", ")", ":", "m", "=", "re", ".", "match", "(", "r'^\\s((?:\\(size_type\\)\|(?:.\|\\(\\))?))((?:\\([^)]+\\))?)\\s$'", ",", "title", ")", "postfix", "=", "m", ".", "group", "(", "2", ")", "t_names", "=", "m", "....	37.088235	0.008501
def _isReactiveMarket(self): """ Returns a flag indicating the existance of offers/bids for reactive power. """ vLoads = [g for g in self.case.generators if g.is_load] if [offbid for offbid in self.offers + self.bids if offbid.reactive]: haveQ = True ...	[ "def", "_isReactiveMarket", "(", "self", ")", ":", "vLoads", "=", "[", "g", "for", "g", "in", "self", ".", "case", ".", "generators", "if", "g", ".", "is_load", "]", "if", "[", "offbid", "for", "offbid", "in", "self", ".", "offers", "+", "self", "....	38.304348	0.009967
def _findOptionValueAdvAudit(option): ''' Get the Advanced Auditing policy as configured in ``C:\\Windows\\Security\\Audit\\audit.csv`` Args: option (str): The name of the setting as it appears in audit.csv Returns: bool: ``True`` if successful, otherwise ``False`` ''' if '...	[ "def", "_findOptionValueAdvAudit", "(", "option", ")", ":", "if", "'lgpo.adv_audit_data'", "not", "in", "__context__", ":", "system_root", "=", "os", ".", "environ", ".", "get", "(", "'SystemRoot'", ",", "'C:\\\\Windows'", ")", "f_audit", "=", "os", ".", "path...	41.292683	0.000577
def update_license(license_id, **kwargs): """ Replace the License with given ID with a new License """ updated_license = pnc_api.licenses.get_specific(id=license_id).content for key, value in iteritems(kwargs): if value: setattr(updated_license, key, value) response = utils...	[ "def", "update_license", "(", "license_id", ",", "", "", "kwargs", ")", ":", "updated_license", "=", "pnc_api", ".", "licenses", ".", "get_specific", "(", "id", "=", "license_id", ")", ".", "content", "for", "key", ",", "value", "in", "iteritems", "(", ...	28.941176	0.001969
def all(self): """ Return all entries :rtype: list(dict) """ attribute = self._attr[0] return self.profile.data.get(attribute, [])	[ "def", "all", "(", "self", ")", ":", "attribute", "=", "self", ".", "_attr", "[", "0", "]", "return", "self", ".", "profile", ".", "data", ".", "get", "(", "attribute", ",", "[", "]", ")" ]	22.5	0.016043
def PROFILE_SDVOIGT(sg0,GamD,Gam0,Gam2,Shift0,Shift2,sg): """ # Speed dependent Voigt profile based on HTP. # Input parameters: # sg0 : Unperturbed line position in cm-1 (Input). # GamD : Doppler HWHM in cm-1 (Input) # Gam0 : Speed-averaged line-width in cm-1 (Input). ...	[ "def", "PROFILE_SDVOIGT", "(", "sg0", ",", "GamD", ",", "Gam0", ",", "Gam2", ",", "Shift0", ",", "Shift2", ",", "sg", ")", ":", "return", "pcqsdhc", "(", "sg0", ",", "GamD", ",", "Gam0", ",", "Gam2", ",", "Shift0", ",", "Shift2", ",", "cZero", ",",...	52.307692	0.024566
def installed(name, composer=None, php=None, user=None, prefer_source=None, prefer_dist=None, no_scripts=None, no_plugins=None, optimize=None, no_dev=None, quiet=False, ...	[ "def", "installed", "(", "name", ",", "composer", "=", "None", ",", "php", "=", "None", ",", "user", "=", "None", ",", "prefer_source", "=", "None", ",", "prefer_dist", "=", "None", ",", "no_scripts", "=", "None", ",", "no_plugins", "=", "None", ",", ...	29.646154	0.00226
def _enum_lines(self): """Enumerate lines from the attached file.""" with _open_table(self.path, self.encoding) as lines: for i, line in enumerate(lines): yield i, line	[ "def", "_enum_lines", "(", "self", ")", ":", "with", "_open_table", "(", "self", ".", "path", ",", "self", ".", "encoding", ")", "as", "lines", ":", "for", "i", ",", "line", "in", "enumerate", "(", "lines", ")", ":", "yield", "i", ",", "line" ]	41.6	0.009434
def ma_fitpoly(bma, order=1, gt=None, perc=(2,98), origmask=True): """Fit a plane to values in input array """ if gt is None: gt = [0, 1, 0, 0, 0, -1] #Filter, can be useful to remove outliers if perc is not None: from pygeotools.lib import filtlib bma_f = filtlib.perc_fltr(...	[ "def", "ma_fitpoly", "(", "bma", ",", "order", "=", "1", ",", "gt", "=", "None", ",", "perc", "=", "(", "2", ",", "98", ")", ",", "origmask", "=", "True", ")", ":", "if", "gt", "is", "None", ":", "gt", "=", "[", "0", ",", "1", ",", "0", "...	35.409091	0.01375
def gblocks(self, new_path = None, seq_type = 'nucl' or 'prot'): """Apply the gblocks filtering algorithm to the alignment. See http://molevol.cmima.csic.es/castresana/Gblocks/Gblocks_documentation.html Need to rename all sequences, because it will complain with l...	[ "def", "gblocks", "(", "self", ",", "new_path", "=", "None", ",", "seq_type", "=", "'nucl'", "or", "'prot'", ")", ":", "# Temporary path #", "if", "new_path", "is", "None", ":", "final", "=", "self", ".", "__class__", "(", "new_temp_path", "(", ")", ")",...	51.074074	0.014235
def calculate_sunrise_sunset_from_datetime(self, datetime, depression=0.833, is_solar_time=False): """Calculate sunrise, sunset and noon for a day of year.""" # TODO(mostapha): This should be more generic and based on a method if datetime.year != 20...	[ "def", "calculate_sunrise_sunset_from_datetime", "(", "self", ",", "datetime", ",", "depression", "=", "0.833", ",", "is_solar_time", "=", "False", ")", ":", "# TODO(mostapha): This should be more generic and based on a method", "if", "datetime", ".", "year", "!=", "2016"...	44.897959	0.001335
def parse_datetime(value: Union[datetime, StrIntFloat]) -> datetime: """ Parse a datetime/int/float/string and return a datetime.datetime. This function supports time zone offsets. When the input contains one, the output uses a timezone with a fixed offset from UTC. Raise ValueError if the input i...	[ "def", "parse_datetime", "(", "value", ":", "Union", "[", "datetime", ",", "StrIntFloat", "]", ")", "->", "datetime", ":", "if", "isinstance", "(", "value", ",", "datetime", ")", ":", "return", "value", "number", "=", "get_numeric", "(", "value", ")", "i...	32.809524	0.001409
def is_empty(self): """Asserts that val is empty.""" if len(self.val) != 0: if isinstance(self.val, str_types): self._err('Expected <%s> to be empty string, but was not.' % self.val) else: self._err('Expected <%s> to be empty, but was not.' % self....	[ "def", "is_empty", "(", "self", ")", ":", "if", "len", "(", "self", ".", "val", ")", "!=", "0", ":", "if", "isinstance", "(", "self", ".", "val", ",", "str_types", ")", ":", "self", ".", "_err", "(", "'Expected <%s> to be empty string, but was not.'", "%...	42.125	0.008721
def _get_filekey(self): """This method creates a key from a keyfile.""" if not os.path.exists(self.keyfile): raise KPError('Keyfile not exists.') try: with open(self.keyfile, 'rb') as handler: handler.seek(0, os.SEEK_END) size = handler.te...	[ "def", "_get_filekey", "(", "self", ")", ":", "if", "not", "os", ".", "path", ".", "exists", "(", "self", ".", "keyfile", ")", ":", "raise", "KPError", "(", "'Keyfile not exists.'", ")", "try", ":", "with", "open", "(", "self", ".", "keyfile", ",", "...	35.357143	0.001967
def add_member(self, address, **kwargs): """ Add a member to a group. All Fiesta membership options can be passed in as keyword arguments. Some valid options include: - `group_name`: Since each member can access a group using their own name, you can override the `grou...	[ "def", "add_member", "(", "self", ",", "address", ",", "", "", "kwargs", ")", ":", "path", "=", "'membership/%s'", "%", "self", ".", "id", "kwargs", "[", "\"address\"", "]", "=", "address", "if", "\"group_name\"", "not", "in", "kwargs", "and", "self", ...	40.147059	0.002146
def visit_FunctionCall(self, node): """Visitor for `FunctionCall` AST node.""" call = self.memory[node.identifier.name]._node args = [self.visit(parameter) for parameter in node.parameters] if isinstance(call, AST): current_scope = self.memory.stack.current.current ...	[ "def", "visit_FunctionCall", "(", "self", ",", "node", ")", ":", "call", "=", "self", ".", "memory", "[", "node", ".", "identifier", ".", "name", "]", ".", "_node", "args", "=", "[", "self", ".", "visit", "(", "parameter", ")", "for", "parameter", "i...	33.961538	0.002203
def _glob_to_re(self, pattern): """Translate a shell-like glob pattern to a regular expression. Return a string containing the regex. Differs from 'fnmatch.translate()' in that '*' does not match "special characters" (which are platform-specific). """ pattern_re = fnmat...	[ "def", "_glob_to_re", "(", "self", ",", "pattern", ")", ":", "pattern_re", "=", "fnmatch", ".", "translate", "(", "pattern", ")", "# '?' and '' in the glob pattern become '.' and '.' in the RE, which", "# IMHO is wrong -- '?' and '*' aren't supposed to match slash in Unix,", "#...	46.681818	0.001908
def init(name, config=None, cpuset=None, cpushare=None, memory=None, profile=None, network_profile=None, nic_opts=None, cpu=None, autostart=True, password=None, password_encrypted=None, users=None, dnsse...	[ "def", "init", "(", "name", ",", "config", "=", "None", ",", "cpuset", "=", "None", ",", "cpushare", "=", "None", ",", "memory", "=", "None", ",", "profile", "=", "None", ",", "network_profile", "=", "None", ",", "nic_opts", "=", "None", ",", "cpu", ...	36.586873	0.000154
def getVariances(self): """ Returns the estimated variances as a n_terms x P matrix each row of the output represents a term and its P values represent the variance corresponding variance in each trait """ if self.P>1: RV=SP.zeros((self.n_terms,self.P)) fo...	[ "def", "getVariances", "(", "self", ")", ":", "if", "self", ".", "P", ">", "1", ":", "RV", "=", "SP", ".", "zeros", "(", "(", "self", ".", "n_terms", ",", "self", ".", "P", ")", ")", "for", "term_i", "in", "range", "(", "self", ".", "n_terms", ...	41	0.019881
def execution_environment(): """A convenient bundling of the current execution context""" context = {} context['conf'] = config() if relation_id(): context['reltype'] = relation_type() context['relid'] = relation_id() context['rel'] = relation_get() context['unit'] = local_un...	[ "def", "execution_environment", "(", ")", ":", "context", "=", "{", "}", "context", "[", "'conf'", "]", "=", "config", "(", ")", "if", "relation_id", "(", ")", ":", "context", "[", "'reltype'", "]", "=", "relation_type", "(", ")", "context", "[", "'rel...	33.166667	0.002445
def draw_cross(self, position, color=(255, 0, 0), radius=4): """Draw a cross on the canvas. :param position: (row, col) tuple :param color: RGB tuple :param radius: radius of the cross (int) """ y, x = position for xmod in np.arange(-radius, radius+1, 1): ...	[ "def", "draw_cross", "(", "self", ",", "position", ",", "color", "=", "(", "255", ",", "0", ",", "0", ")", ",", "radius", "=", "4", ")", ":", "y", ",", "x", "=", "position", "for", "xmod", "in", "np", ".", "arange", "(", "-", "radius", ",", "...	38.818182	0.002286
def securitygroupid(vm_): ''' Returns the SecurityGroupId ''' securitygroupid_set = set() securitygroupid_list = config.get_cloud_config_value( 'securitygroupid', vm_, __opts__, search_global=False ) # If the list is None, then the set will remain empty # ...	[ "def", "securitygroupid", "(", "vm_", ")", ":", "securitygroupid_set", "=", "set", "(", ")", "securitygroupid_list", "=", "config", ".", "get_cloud_config_value", "(", "'securitygroupid'", ",", "vm_", ",", "__opts__", ",", "search_global", "=", "False", ")", "# ...	40.205882	0.002143
def generate_reports(self): """close the whole package /module, it's time to make reports ! if persistent run, pickle results for later comparison """ # Display whatever messages are left on the reporter. self.reporter.display_messages(report_nodes.Section()) if self.fi...	[ "def", "generate_reports", "(", "self", ")", ":", "# Display whatever messages are left on the reporter.", "self", ".", "reporter", ".", "display_messages", "(", "report_nodes", ".", "Section", "(", ")", ")", "if", "self", ".", "file_state", ".", "base_name", "is", ...	42.461538	0.001771
def verify_state(self): """Verify if session was not yet opened. If it is, open it and call connections `on_open`""" if self.state == CONNECTING: self.state = OPEN self.conn.on_open(self.conn_info)	[ "def", "verify_state", "(", "self", ")", ":", "if", "self", ".", "state", "==", "CONNECTING", ":", "self", ".", "state", "=", "OPEN", "self", ".", "conn", ".", "on_open", "(", "self", ".", "conn_info", ")" ]	38.833333	0.012605
def _splitGenoGeneWindow(self,annotation_file=None,cis=1e4,funct='protein_coding',minSnps=1.,maxSnps=SP.inf): """ split into windows based on genes """ #1. load annotation assert annotation_file is not None, 'Splitter:: specify annotation file' try: f = h5py....	[ "def", "_splitGenoGeneWindow", "(", "self", ",", "annotation_file", "=", "None", ",", "cis", "=", "1e4", ",", "funct", "=", "'protein_coding'", ",", "minSnps", "=", "1.", ",", "maxSnps", "=", "SP", ".", "inf", ")", ":", "#1. load annotation", "assert", "an...	39.106383	0.017516
def err(self) -> Option[E]: """ Converts from :class:`Result` [T, E] to :class:`option.option_.Option` [E]. Returns: :class:`Option` containing the error value if `self` is :meth:`Result.Err`, otherwise :data:`option.option_.NONE`. Examples: >>> Ok(1...	[ "def", "err", "(", "self", ")", "->", "Option", "[", "E", "]", ":", "return", "cast", "(", "Option", "[", "E", "]", ",", "NONE", ")", "if", "self", ".", "_is_ok", "else", "Option", ".", "Some", "(", "cast", "(", "E", ",", "self", ".", "_val", ...	32	0.008097
def handle_cookies(response, exc=None): '''Handle response cookies. ''' if exc: return headers = response.headers request = response.request client = request.client response._cookies = c = SimpleCookie() if 'set-cookie' in headers or 'set-cookie2' in headers: for cookie i...	[ "def", "handle_cookies", "(", "response", ",", "exc", "=", "None", ")", ":", "if", "exc", ":", "return", "headers", "=", "response", ".", "headers", "request", "=", "response", ".", "request", "client", "=", "request", ".", "client", "response", ".", "_c...	33.4375	0.001818
def log_every_x_times(logger, counter, x, msg, args, kwargs): ''' Works like logdebug, but only prints first and and every xth message. ''' if counter==1 or counter % x == 0: #msg = msg + (' (counter %i)' % counter) logdebug(logger, msg, args, **kwargs)	[ "def", "log_every_x_times", "(", "logger", ",", "counter", ",", "x", ",", "msg", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "if", "counter", "==", "1", "or", "counter", "%", "x", "==", "0", ":", "#msg = msg + (' (counter %i)' % counter)", "logd...	35.75	0.010239
def get_levels(dict_, n=0, levels=None): r""" DEPCIRATE Args: dict_ (dict_): a dictionary n (int): (default = 0) levels (None): (default = None) CommandLine: python -m utool.util_graph --test-get_levels --show python3 -m utool.util_graph --test-get_levels --sho...	[ "def", "get_levels", "(", "dict_", ",", "n", "=", "0", ",", "levels", "=", "None", ")", ":", "if", "levels", "is", "None", ":", "levels_", "=", "[", "[", "]", "for", "_", "in", "range", "(", "dict_depth", "(", "dict_", ")", ")", "]", "else", ":...	27.283019	0.000668
def handle_error(self): """ Handles an error log record that should be shown Returns: None """ if not self.tasks: return # All the parents inherit the failure self.mark_parent_tasks_as_failed( self.cur_task, flush_...	[ "def", "handle_error", "(", "self", ")", ":", "if", "not", "self", ".", "tasks", ":", "return", "# All the parents inherit the failure", "self", ".", "mark_parent_tasks_as_failed", "(", "self", ".", "cur_task", ",", "flush_logs", "=", "True", ",", ")", "# Show t...	29.292683	0.001612
def is_orderable(cls): """ Checks if the provided class is specified as an orderable in settings.ORDERABLE_MODELS. If it is return its settings. """ if not getattr(settings, 'ORDERABLE_MODELS', None): return False labels = resolve_labels(cls) if labels['app_model'] in settings.ORDER...	[ "def", "is_orderable", "(", "cls", ")", ":", "if", "not", "getattr", "(", "settings", ",", "'ORDERABLE_MODELS'", ",", "None", ")", ":", "return", "False", "labels", "=", "resolve_labels", "(", "cls", ")", "if", "labels", "[", "'app_model'", "]", "in", "s...	33.333333	0.002433
def get_user_info(tokens, uk): '''获取用户的部分信息. 比如头像, 用户名, 自我介绍, 粉丝数等. 这个接口可用于查询任何用户的信息, 只要知道他/她的uk. ''' url = ''.join([ const.PAN_URL, 'pcloud/user/getinfo?channel=chunlei&clienttype=0&web=1', '&bdstoken=', tokens['bdstoken'], '&query_uk=', uk, '&t=', util.time...	[ "def", "get_user_info", "(", "tokens", ",", "uk", ")", ":", "url", "=", "''", ".", "join", "(", "[", "const", ".", "PAN_URL", ",", "'pcloud/user/getinfo?channel=chunlei&clienttype=0&web=1'", ",", "'&bdstoken='", ",", "tokens", "[", "'bdstoken'", "]", ",", "'&q...	26	0.001953
def getfilename(package, relativeTo=None): """Find the python source file for a package, relative to a particular directory (defaults to current working directory if not given). """ if relativeTo is None: relativeTo = os.getcwd() path = os.path.join(relativeTo, os.sep.join(package.split(...	[ "def", "getfilename", "(", "package", ",", "relativeTo", "=", "None", ")", ":", "if", "relativeTo", "is", "None", ":", "relativeTo", "=", "os", ".", "getcwd", "(", ")", "path", "=", "os", ".", "path", ".", "join", "(", "relativeTo", ",", "os", ".", ...	35.285714	0.001972
def ended(self): """We call this method when the function is finished.""" self._end_time = time.time() if setting(key='memory_profile', expected_type=bool): self._end_memory = get_free_memory()	[ "def", "ended", "(", "self", ")", ":", "self", ".", "_end_time", "=", "time", ".", "time", "(", ")", "if", "setting", "(", "key", "=", "'memory_profile'", ",", "expected_type", "=", "bool", ")", ":", "self", ".", "_end_memory", "=", "get_free_memory", ...	37.5	0.008696
def estimate_mass_range(numPoints, massRangeParams, metricParams, fUpper,\ covary=True): """ This function will generate a large set of points with random masses and spins (using pycbc.tmpltbank.get_random_mass) and translate these points into the xi_i coordinate system for the g...	[ "def", "estimate_mass_range", "(", "numPoints", ",", "massRangeParams", ",", "metricParams", ",", "fUpper", ",", "covary", "=", "True", ")", ":", "vals_set", "=", "get_random_mass", "(", "numPoints", ",", "massRangeParams", ")", "mass1", "=", "vals_set", "[", ...	41.020833	0.000992
def delete(self, event): "delete all of the selected objects" # get the selected objects (if any) for obj in self.selection: if obj: if DEBUG: print "deleting", obj.name obj.destroy() self.selection = [] # clean selectio...	[ "def", "delete", "(", "self", ",", "event", ")", ":", "# get the selected objects (if any)", "for", "obj", "in", "self", ".", "selection", ":", "if", "obj", ":", "if", "DEBUG", ":", "print", "\"deleting\"", ",", "obj", ".", "name", "obj", ".", "destroy", ...	38.888889	0.00838
def mixin(self): """ Add the annotations to the ODM Element (if defined) :return: """ if self.milestones: from rwslib.builders.clinicaldata import Annotation, Flag, FlagValue annotation = Annotation() for codelist, milestones in self.milestone...	[ "def", "mixin", "(", "self", ")", ":", "if", "self", ".", "milestones", ":", "from", "rwslib", ".", "builders", ".", "clinicaldata", "import", "Annotation", ",", "Flag", ",", "FlagValue", "annotation", "=", "Annotation", "(", ")", "for", "codelist", ",", ...	41.666667	0.009785
def substitute_ref_with_url(self, txt): """ In the string `txt`, replace sphinx references with corresponding links to online docs. """ # Find sphinx cross-references mi = re.finditer(r':([^:]+):`([^`]+)`', txt) if mi: # Iterate over match objects in ...	[ "def", "substitute_ref_with_url", "(", "self", ",", "txt", ")", ":", "# Find sphinx cross-references", "mi", "=", "re", ".", "finditer", "(", "r':([^:]+):`([^`]+)`'", ",", "txt", ")", "if", "mi", ":", "# Iterate over match objects in iterator returned by re.finditer", "...	40.586957	0.001046
def delete_repository(self, namespace, repository): """DELETE /v1/repositories/(namespace)/(repository)/""" return self._http_call(self.REPO, delete, namespace=namespace, repository=repository)	[ "def", "delete_repository", "(", "self", ",", "namespace", ",", "repository", ")", ":", "return", "self", ".", "_http_call", "(", "self", ".", "REPO", ",", "delete", ",", "namespace", "=", "namespace", ",", "repository", "=", "repository", ")" ]	59.25	0.008333
def hybrid_forward(self, F, x, sampled_values, label, w_all, b_all): """Forward computation.""" sampled_candidates, expected_count_sampled, expected_count_true = sampled_values # (num_sampled, in_unit) w_sampled = w_all.slice(begin=(0, 0), end=(self._num_sampled, None)) w_true = ...	[ "def", "hybrid_forward", "(", "self", ",", "F", ",", "x", ",", "sampled_values", ",", "label", ",", "w_all", ",", "b_all", ")", ":", "sampled_candidates", ",", "expected_count_sampled", ",", "expected_count_true", "=", "sampled_values", "# (num_sampled, in_unit)", ...	47.272727	0.001884
def _consume(iterator, n=None): """Advance the iterator n-steps ahead. If n is none, consume entirely.""" # Use functions that consume iterators at C speed. if n is None: # feed the entire iterator into a zero-length deque collections.deque(iterator, maxlen=0) else: # advance to ...	[ "def", "_consume", "(", "iterator", ",", "n", "=", "None", ")", ":", "# Use functions that consume iterators at C speed.", "if", "n", "is", "None", ":", "# feed the entire iterator into a zero-length deque", "collections", ".", "deque", "(", "iterator", ",", "maxlen", ...	44.777778	0.002433
def print_colors(palette, outfile="Palette.png"): """ print color palette (a tuple) to a PNG file for quick check """ fig = plt.figure() ax = fig.add_subplot(111) xmax = 20 * (len(palette) + 1) x1s = np.arange(0, xmax, 20) xintervals = [10] * len(palette) xx = zip(x1s, xintervals) ...	[ "def", "print_colors", "(", "palette", ",", "outfile", "=", "\"Palette.png\"", ")", ":", "fig", "=", "plt", ".", "figure", "(", ")", "ax", "=", "fig", ".", "add_subplot", "(", "111", ")", "xmax", "=", "20", "*", "(", "len", "(", "palette", ")", "+"...	24.777778	0.00216
def getMetadata(self, remote, address, key): """Get metadata of device""" if self._server is not None: # pylint: disable=E1121 return self._server.getAllMetadata(remote, address, key)	[ "def", "getMetadata", "(", "self", ",", "remote", ",", "address", ",", "key", ")", ":", "if", "self", ".", "_server", "is", "not", "None", ":", "# pylint: disable=E1121", "return", "self", ".", "_server", ".", "getAllMetadata", "(", "remote", ",", "address...	43.8	0.008969
def error_message(e, message=None, cause=None): """ Formats exception message + cause :param e: :param message: :param cause: :return: formatted message, includes cause if any is set """ if message is None and cause is None: return None elif message is None: return '%...	[ "def", "error_message", "(", "e", ",", "message", "=", "None", ",", "cause", "=", "None", ")", ":", "if", "message", "is", "None", "and", "cause", "is", "None", ":", "return", "None", "elif", "message", "is", "None", ":", "return", "'%s, caused by %r'", ...	28.375	0.002132
def stops(self): """Return all stops visited by trips for this agency.""" stops = set() for stop_time in self.stop_times(): stops \|= stop_time.stops() return stops	[ "def", "stops", "(", "self", ")", ":", "stops", "=", "set", "(", ")", "for", "stop_time", "in", "self", ".", "stop_times", "(", ")", ":", "stops", "\|=", "stop_time", ".", "stops", "(", ")", "return", "stops" ]	30	0.010811
def get_status(dev, recipient = None): r"""Return the status for the specified recipient. dev is the Device object to which the request will be sent to. The recipient can be None (on which the status will be queried from the device), an Interface or Endpoint descriptors. The status value is r...	[ "def", "get_status", "(", "dev", ",", "recipient", "=", "None", ")", ":", "bmRequestType", ",", "wIndex", "=", "_parse_recipient", "(", "recipient", ",", "util", ".", "CTRL_IN", ")", "ret", "=", "dev", ".", "ctrl_transfer", "(", "bmRequestType", "=", "bmRe...	38.444444	0.015515
def validate(self, value) : """checks the validity of 'value' given the lits of validators""" for v in self.validators : v.validate(value) return True	[ "def", "validate", "(", "self", ",", "value", ")", ":", "for", "v", "in", "self", ".", "validators", ":", "v", ".", "validate", "(", "value", ")", "return", "True" ]	36.4	0.021505
def fancy_modeladmin(args): """Returns a new copy of a :class:`FancyModelAdmin` class (a class, not an instance!). This can then be inherited from when declaring a model admin class. The :class:`FancyModelAdmin` class has additional methods for managing the ``list_display`` attribute. :param ``ar...	[ "def", "fancy_modeladmin", "(", "*", "args", ")", ":", "global", "klass_count", "klass_count", "+=", "1", "name", "=", "'DynamicAdminClass%d'", "%", "klass_count", "# clone the admin class", "klass", "=", "type", "(", "name", ",", "(", "FancyModelAdmin", ",", ")...	33.581081	0.000391
def dirpath_int(self): """Absolute path of the directory of the internal data file. Normally, each sequence queries its current "internal" directory path from the \|SequenceManager\| object stored in module \|pub\|: >>> from hydpy import pub, repr_, TestIO >>> from hydpy.core.filet...	[ "def", "dirpath_int", "(", "self", ")", ":", "try", ":", "return", "hydpy", ".", "pub", ".", "sequencemanager", ".", "tempdirpath", "except", "RuntimeError", ":", "raise", "RuntimeError", "(", "f'For sequence {objecttools.devicephrase(self)} '", "f'the directory of the ...	35.306452	0.000889
def register_ddk_task(self, args, kwargs): """Register a ddk task.""" kwargs["task_class"] = DdkTask return self.register_task(args, **kwargs)	[ "def", "register_ddk_task", "(", "self", ",", "", "args", ",", "", "", "kwargs", ")", ":", "kwargs", "[", "\"task_class\"", "]", "=", "DdkTask", "return", "self", ".", "register_task", "(", "", "args", ",", "", "", "kwargs", ")" ]	41.75	0.011765
def request_length(self): """ Return length of next chunk upload. """ remainder = self.stop_at - self.offset return self.chunk_size if remainder > self.chunk_size else remainder	[ "def", "request_length", "(", "self", ")", ":", "remainder", "=", "self", ".", "stop_at", "-", "self", ".", "offset", "return", "self", ".", "chunk_size", "if", "remainder", ">", "self", ".", "chunk_size", "else", "remainder" ]	35.333333	0.009217
def quantiles(self, quantiles, axis=0, strict=False, recompute_integral=False): """ Calculate the quantiles of this histogram. Parameters ---------- quantiles : list or int A list of cumulative probabilities or an integer used to ...	[ "def", "quantiles", "(", "self", ",", "quantiles", ",", "axis", "=", "0", ",", "strict", "=", "False", ",", "recompute_integral", "=", "False", ")", ":", "if", "axis", ">=", "self", ".", "GetDimension", "(", ")", ":", "raise", "ValueError", "(", "\"axi...	39.055556	0.000991
def first_instr(self, start, end, instr, target=None, exact=True): """ Find the first <instr> in the block from start to end. <instr> is any python bytecode instruction or a list of opcodes If <instr> is an opcode with a target (like a jump), a target destination can be specified...	[ "def", "first_instr", "(", "self", ",", "start", ",", "end", ",", "instr", ",", "target", "=", "None", ",", "exact", "=", "True", ")", ":", "code", "=", "self", ".", "code", "assert", "(", "start", ">=", "0", "and", "end", "<=", "len", "(", "code...	36.971429	0.002259
def cli(ctx, data, verbose, color, format, editor): """Query a meetup database. """ ctx.obj['verbose'] = verbose if verbose: logging.basicConfig(level=logging.INFO) logging.getLogger('sqlalchemy.engine').setLevel(logging.INFO) ctx.obj['datadir'] = os.path.abspath(data) if 'db' no...	[ "def", "cli", "(", "ctx", ",", "data", ",", "verbose", ",", "color", ",", "format", ",", "editor", ")", ":", "ctx", ".", "obj", "[", "'verbose'", "]", "=", "verbose", "if", "verbose", ":", "logging", ".", "basicConfig", "(", "level", "=", "logging", ...	38.583333	0.001054
def _marginal_loglike(self, x): """Internal function to calculate and cache the marginal likelihood """ yedge = self._nuis_pdf.marginalization_bins() yw = yedge[1:] - yedge[:-1] yc = 0.5 * (yedge[1:] + yedge[:-1]) s = self.like(x[:, np.newaxis], yc[np.newaxis, :]) ...	[ "def", "_marginal_loglike", "(", "self", ",", "x", ")", ":", "yedge", "=", "self", ".", "_nuis_pdf", ".", "marginalization_bins", "(", ")", "yw", "=", "yedge", "[", "1", ":", "]", "-", "yedge", "[", ":", "-", "1", "]", "yc", "=", "0.5", "*", "(",...	38.826087	0.002186
def format_output(data, fmt='table'): # pylint: disable=R0911,R0912 """Given some data, will format it for console output. :param data: One of: String, Table, FormattedItem, List, Tuple, SequentialOutput :param string fmt (optional): One of: table, raw, json, python """ if isinsta...	[ "def", "format_output", "(", "data", ",", "fmt", "=", "'table'", ")", ":", "# pylint: disable=R0911,R0912", "if", "isinstance", "(", "data", ",", "utils", ".", "string_types", ")", ":", "if", "fmt", "in", "(", "'json'", ",", "'jsonraw'", ")", ":", "return"...	33.431373	0.00057
def pose2mat(pose): """ Converts pose to homogeneous matrix. Args: pose: a (pos, orn) tuple where pos is vec3 float cartesian, and orn is vec4 float quaternion. Returns: 4x4 homogeneous matrix """ homo_pose_mat = np.zeros((4, 4), dtype=np.float32) homo_pose_mat[...	[ "def", "pose2mat", "(", "pose", ")", ":", "homo_pose_mat", "=", "np", ".", "zeros", "(", "(", "4", ",", "4", ")", ",", "dtype", "=", "np", ".", "float32", ")", "homo_pose_mat", "[", ":", "3", ",", ":", "3", "]", "=", "quat2mat", "(", "pose", "[...	28.0625	0.002155
def start(self, tag, attrib): """On start of element tag""" if tag == E_CLINICAL_DATA: self.ref_state = AUDIT_REF_STATE self.context = Context(attrib[A_STUDY_OID], attrib[A_AUDIT_SUBCATEGORY_NAME], int(attrib[A...	[ "def", "start", "(", "self", ",", "tag", ",", "attrib", ")", ":", "if", "tag", "==", "E_CLINICAL_DATA", ":", "self", ".", "ref_state", "=", "AUDIT_REF_STATE", "self", ".", "context", "=", "Context", "(", "attrib", "[", "A_STUDY_OID", "]", ",", "attrib", ...	36.828571	0.000504
def populate_sites( self, number_of_atoms, selected_sites=None ): """ Populate the lattice sites with a specific number of atoms. Args: number_of_atoms (Int): The number of atoms to populate the lattice sites with. selected_sites (:obj:List, optional): List of site label...	[ "def", "populate_sites", "(", "self", ",", "number_of_atoms", ",", "selected_sites", "=", "None", ")", ":", "if", "number_of_atoms", ">", "self", ".", "number_of_sites", ":", "raise", "ValueError", "if", "selected_sites", ":", "atoms", "=", "[", "atom", ".", ...	46.157895	0.02905
def _gen_header(self, sequence, payloadtype): """ Create packet header. """ protocol = bytearray.fromhex("00 34") source = bytearray.fromhex("42 52 4b 52") target = bytearray.fromhex("00 00 00 00 00 00 00 00") reserved1 = bytearray.fromhex("00 00 00 00 00 00") sequence = ...	[ "def", "_gen_header", "(", "self", ",", "sequence", ",", "payloadtype", ")", ":", "protocol", "=", "bytearray", ".", "fromhex", "(", "\"00 34\"", ")", "source", "=", "bytearray", ".", "fromhex", "(", "\"42 52 4b 52\"", ")", "target", "=", "bytearray", ".", ...	35.125	0.002309
def get_claims_for(self, user_id, requested_claims): # type: (str, Mapping[str, Optional[Mapping[str, Union[str, List[str]]]]) -> Dict[str, Union[str, List[str]]] """ Filter the userinfo based on which claims where requested. :param user_id: user identifier :param requested_claim...	[ "def", "get_claims_for", "(", "self", ",", "user_id", ",", "requested_claims", ")", ":", "# type: (str, Mapping[str, Optional[Mapping[str, Union[str, List[str]]]]) -> Dict[str, Union[str, List[str]]]", "userinfo", "=", "self", ".", "_db", "[", "user_id", "]", "claims", "=", ...	53.461538	0.008487
def dev_moments(self): """Sum of the absolute deviations between the central moments of the instantaneous unit hydrograph and the ARMA approximation.""" return numpy.sum(numpy.abs(self.moments-self.ma.moments))	[ "def", "dev_moments", "(", "self", ")", ":", "return", "numpy", ".", "sum", "(", "numpy", ".", "abs", "(", "self", ".", "moments", "-", "self", ".", "ma", ".", "moments", ")", ")" ]	57.75	0.008547
def get_artist(self, id_): """Data for a specific artist.""" endpoint = "artists/{id}".format(id=id_) return self._make_request(endpoint)	[ "def", "get_artist", "(", "self", ",", "id_", ")", ":", "endpoint", "=", "\"artists/{id}\"", ".", "format", "(", "id", "=", "id_", ")", "return", "self", ".", "_make_request", "(", "endpoint", ")" ]	39.5	0.012422
def __indent(self, lines, indent, initial=2): """This will indent the given set of lines by normal HTML layout. An initial indent of `2indent` will be used to account for the `<html><head>` or `<html><body>` levels.""" tagempty = re.compile(r"""<\w+(\s+[^>]?)/>""") tagopen = re.compile(r"""<\w+(\s+[^>]?)*...	[ "def", "__indent", "(", "self", ",", "lines", ",", "indent", ",", "initial", "=", "2", ")", ":", "tagempty", "=", "re", ".", "compile", "(", "r\"\"\"<\\w+(\\s+[^>]?)/>\"\"\"", ")", "tagopen", "=", "re", ".", "compile", "(", "r\"\"\"<\\w+(\\s+[^>]?)>\"\"\""...	34.75	0.030338
def centroid_refine_triangulation_by_vertices(self, vertices): """ return points defining a refined triangulation obtained by bisection of all edges in the triangulation connected to any of the vertices in the list provided """ triangles = self.identify_vertex_triangles(vertices...	[ "def", "centroid_refine_triangulation_by_vertices", "(", "self", ",", "vertices", ")", ":", "triangles", "=", "self", ".", "identify_vertex_triangles", "(", "vertices", ")", "return", "self", ".", "centroid_refine_triangulation_by_triangles", "(", "triangles", ")" ]	43.111111	0.010101
def reference(self, tkn: str): """ Return the element that tkn represents""" return self.grammarelts[tkn] if tkn in self.grammarelts else UndefinedElement(tkn)	[ "def", "reference", "(", "self", ",", "tkn", ":", "str", ")", ":", "return", "self", ".", "grammarelts", "[", "tkn", "]", "if", "tkn", "in", "self", ".", "grammarelts", "else", "UndefinedElement", "(", "tkn", ")" ]	57.666667	0.017143
def potential_from_grid(self, grid): """ Calculate the potential at a given set of arc-second gridded coordinates. Parameters ---------- grid : grids.RegularGrid The grid of (y,x) arc-second coordinates the deflection angles are computed on. """ poten...	[ "def", "potential_from_grid", "(", "self", ",", "grid", ")", ":", "potential_grid", "=", "quad_grid", "(", "self", ".", "potential_func", ",", "0.0", ",", "1.0", ",", "grid", ",", "args", "=", "(", "self", ".", "axis_ratio", ",", "self", ".", "kappa_s", ...	38.714286	0.009009
def iterweekdays(self, d1, d2): """ Date iterator returning dates in d1 <= x < d2, excluding weekends """ for dt in self.iterdays(d1, d2): if not self.isweekend(dt): yield dt	[ "def", "iterweekdays", "(", "self", ",", "d1", ",", "d2", ")", ":", "for", "dt", "in", "self", ".", "iterdays", "(", "d1", ",", "d2", ")", ":", "if", "not", "self", ".", "isweekend", "(", "dt", ")", ":", "yield", "dt" ]	32.571429	0.008547
def needsattached(func): """Decorator to prevent commands from being used when not attached.""" @functools.wraps(func) def wrap(self, args, kwargs): if not self.attached: raise PositionError('Not attached to any process.') return func(self, args, **kwargs) return wrap	[ "def", "needsattached", "(", "func", ")", ":", "@", "functools", ".", "wraps", "(", "func", ")", "def", "wrap", "(", "self", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "if", "not", "self", ".", "attached", ":", "raise", "PositionError", "...	33.444444	0.009709
def query(self): """ Returns the query instance for this widget. :return <orb.Query> \|\| <orb.QueryCompound> """ queryWidget = self.queryWidget() # check to see if there is an active container for this widget container = queryWidget.c...	[ "def", "query", "(", "self", ")", ":", "queryWidget", "=", "self", ".", "queryWidget", "(", ")", "# check to see if there is an active container for this widget\r", "container", "=", "queryWidget", ".", "containerFor", "(", "self", ")", "if", "container", ":", "retu...	31.964286	0.008677
def export(group, bucket, prefix, start, end, role, poll_period=120, session=None, name="", region=None): """export a given log group to s3""" start = start and isinstance(start, six.string_types) and parse(start) or start end = (end and isinstance(start, six.string_types) and parse(en...	[ "def", "export", "(", "group", ",", "bucket", ",", "prefix", ",", "start", ",", "end", ",", "role", ",", "poll_period", "=", "120", ",", "session", "=", "None", ",", "name", "=", "\"\"", ",", "region", "=", "None", ")", ":", "start", "=", "start", ...	34.395522	0.001054
def p_data(p): """ statement : DATA arguments """ label_ = make_label(gl.DATA_PTR_CURRENT, lineno=p.lineno(1)) datas_ = [] funcs = [] if p[2] is None: p[0] = None return for d in p[2].children: value = d.value if is_static(value): datas_.append(d...	[ "def", "p_data", "(", "p", ")", ":", "label_", "=", "make_label", "(", "gl", ".", "DATA_PTR_CURRENT", ",", "lineno", "=", "p", ".", "lineno", "(", "1", ")", ")", "datas_", "=", "[", "]", "funcs", "=", "[", "]", "if", "p", "[", "2", "]", "is", ...	28.324324	0.001845
def getCurrentFadeColor(self, bBackground): """Get current fade color value.""" fn = self.function_table.getCurrentFadeColor result = fn(bBackground) return result	[ "def", "getCurrentFadeColor", "(", "self", ",", "bBackground", ")", ":", "fn", "=", "self", ".", "function_table", ".", "getCurrentFadeColor", "result", "=", "fn", "(", "bBackground", ")", "return", "result" ]	31.833333	0.010204
def earthquake_fatality_rate(hazard_level): """Earthquake fatality ratio for a given hazard level. It reads the QGIS QSettings to know what is the default earthquake function. :param hazard_level: The hazard level. :type hazard_level: int :return: The fatality rate. :rtype: float """ ...	[ "def", "earthquake_fatality_rate", "(", "hazard_level", ")", ":", "earthquake_function", "=", "setting", "(", "'earthquake_function'", ",", "EARTHQUAKE_FUNCTIONS", "[", "0", "]", "[", "'key'", "]", ",", "str", ")", "ratio", "=", "0", "for", "model", "in", "EAR...	31.15	0.001558
def GE(classical_reg1, classical_reg2, classical_reg3): """ Produce an GE instruction. :param classical_reg1: Memory address to which to store the comparison result. :param classical_reg2: Left comparison operand. :param classical_reg3: Right comparison operand. :return: A ClassicalGreaterEqual...	[ "def", "GE", "(", "classical_reg1", ",", "classical_reg2", ",", "classical_reg3", ")", ":", "classical_reg1", ",", "classical_reg2", ",", "classical_reg3", "=", "prepare_ternary_operands", "(", "classical_reg1", ",", "classical_reg2", ",", "classical_reg3", ")", "retu...	53	0.008559
def replace_project(self, project_key, *kwargs): """Replace an existing Project Create a project with a given id or completely rewrite the project, including any previously added files or linked datasets, if one already exists with the given id.* :param project_key: Username ...	[ "def", "replace_project", "(", "self", ",", "project_key", ",", "", "", "kwargs", ")", ":", "request", "=", "self", ".", "__build_project_obj", "(", "lambda", ":", "_swagger", ".", "ProjectCreateRequest", "(", "title", "=", "kwargs", ".", "get", "(", "'t...	42	0.00075
def _get_type(cls, ptr): """Get the subtype class for a pointer""" # fall back to the base class if unknown return cls.__types.get(lib.g_base_info_get_type(ptr), cls)	[ "def", "_get_type", "(", "cls", ",", "ptr", ")", ":", "# fall back to the base class if unknown", "return", "cls", ".", "__types", ".", "get", "(", "lib", ".", "g_base_info_get_type", "(", "ptr", ")", ",", "cls", ")" ]	37.4	0.010471
def _partialParseDateStd(self, s, sourceTime): """ test if giving C{s} matched CRE_DATE, used by L{parse()} @type s: string @param s: date/time text to evaluate @type sourceTime: struct_time @param sourceTime: C{struct_time} value to use as the base ...	[ "def", "_partialParseDateStd", "(", "self", ",", "s", ",", "sourceTime", ")", ":", "parseStr", "=", "None", "chunk1", "=", "chunk2", "=", "''", "# Standard date format", "m", "=", "self", ".", "ptc", ".", "CRE_DATE", ".", "search", "(", "s", ")", "if", ...	31.675676	0.001656
def alter_db(name, character_set=None, collate=None, *connection_args): ''' Modify database using ``ALTER DATABASE %(dbname)s CHARACTER SET %(charset)s COLLATE %(collation)s;`` query. CLI Example: .. code-block:: bash salt '' mysql.alter_db testdb charset='latin1' ''' dbc = _con...	[ "def", "alter_db", "(", "name", ",", "character_set", "=", "None", ",", "collate", "=", "None", ",", "", "", "connection_args", ")", ":", "dbc", "=", "_connect", "(", "", "", "connection_args", ")", "if", "dbc", "is", "None", ":", "return", "[", ...	31.772727	0.001389
def get_nodes(graph: BELGraph, node_predicates: NodePredicates) -> Set[BaseEntity]: """Get the set of all nodes that pass the predicates.""" return set(filter_nodes(graph, node_predicates=node_predicates))	[ "def", "get_nodes", "(", "graph", ":", "BELGraph", ",", "node_predicates", ":", "NodePredicates", ")", "->", "Set", "[", "BaseEntity", "]", ":", "return", "set", "(", "filter_nodes", "(", "graph", ",", "node_predicates", "=", "node_predicates", ")", ")" ]	70.333333	0.00939
def laplacian_reordering(G): '''Reorder vertices using the eigenvector of the graph Laplacian corresponding to the first positive eigenvalue.''' L = G.laplacian() vals, vecs = np.linalg.eigh(L) min_positive_idx = np.argmax(vals == vals[vals>0].min()) vec = vecs[:, min_positive_idx] return permute_graph(G,...	[ "def", "laplacian_reordering", "(", "G", ")", ":", "L", "=", "G", ".", "laplacian", "(", ")", "vals", ",", "vecs", "=", "np", ".", "linalg", ".", "eigh", "(", "L", ")", "min_positive_idx", "=", "np", ".", "argmax", "(", "vals", "==", "vals", "[", ...	41.25	0.026706
def replaceall(table, a, b, **kwargs): """ Convenience function to replace all instances of `a` with `b` under all fields. See also :func:`convertall`. The ``where`` keyword argument can be given with a callable or expression which is evaluated on each row and which should return True if the co...	[ "def", "replaceall", "(", "table", ",", "a", ",", "b", ",", "", "", "kwargs", ")", ":", "return", "convertall", "(", "table", ",", "{", "a", ":", "b", "}", ",", "", "", "kwargs", ")" ]	34.75	0.002336
def pad(self, args, *kwargs): """Apply a padding to each segment in this `DataQualityFlag` This method either takes no arguments, in which case the value of the :attr:`~DataQualityFlag.padding` attribute will be used, or two values representing the padding for the start and end of ...	[ "def", "pad", "(", "self", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "if", "not", "args", ":", "start", ",", "end", "=", "self", ".", "padding", "else", ":", "start", ",", "end", "=", "args", "if", "kwargs", ".", "pop", "(", "'inplac...	37	0.00112
def preprocess(pipeline, args): """Transfrom csv data into transfromed tf.example files. Outline: 1) read the input data (as csv or bigquery) into a dict format 2) replace image paths with base64 encoded image files 3) build a csv input string with images paths replaced with base64. This matche...	[ "def", "preprocess", "(", "pipeline", ",", "args", ")", ":", "from", "tensorflow", ".", "python", ".", "lib", ".", "io", "import", "file_io", "from", "trainer", "import", "feature_transforms", "schema", "=", "json", ".", "loads", "(", "file_io", ".", "read...	39.776316	0.010006
def read(self, primary_key): ''' a method to retrieve the details for a record in the table :param primary_key: string with primary key of record :return: dictionary with record fields ''' title = '%s.read' % self.__class__.__name__ ...	[ "def", "read", "(", "self", ",", "primary_key", ")", ":", "title", "=", "'%s.read'", "%", "self", ".", "__class__", ".", "__name__", "# retrieve record object", "# record_object = self.session.query(self.record).filter_by(id=primary_key).first()", "select_statement", "=", "...	38.545455	0.017261
def _find_url_name(self, index_url, url_name, req): """ Finds the true URL name of a package, when the given name isn't quite correct. This is usually used to implement case-insensitivity. """ if not index_url.url.endswith('/'): # Vaguely part of the PyPI API....	[ "def", "_find_url_name", "(", "self", ",", "index_url", ",", "url_name", ",", "req", ")", ":", "if", "not", "index_url", ".", "url", ".", "endswith", "(", "'/'", ")", ":", "# Vaguely part of the PyPI API... weird but true.", "# FIXME: bad to modify this?", "index_ur...	39.73913	0.002137
def div( txt, args, kwargs ): """ Create & return an HTML <div> element by wrapping the passed text buffer. @param txt (basestring): the text buffer to use @param args (list): if present, \c txt is considered a Python format string, and the arguments are formatted into it @param kw...	[ "def", "div", "(", "txt", ",", "", "args", ",", "", "", "kwargs", ")", ":", "if", "args", ":", "txt", "=", "txt", ".", "format", "(", "", "args", ")", "css", "=", "kwargs", ".", "get", "(", "'css'", ",", "HTML_DIV_CLASS", ")", "return", "u'...	42.384615	0.017762
def compute_samples_displays_sweep( self, program: Union[circuits.Circuit, schedules.Schedule], params: Optional[study.Sweepable] = None ) -> List[study.ComputeDisplaysResult]: """Computes SamplesDisplays in the supplied Circuit or Schedule. In contrast to `compu...	[ "def", "compute_samples_displays_sweep", "(", "self", ",", "program", ":", "Union", "[", "circuits", ".", "Circuit", ",", "schedules", ".", "Schedule", "]", ",", "params", ":", "Optional", "[", "study", ".", "Sweepable", "]", "=", "None", ")", "->", "List"...	44.877551	0.00178
def sjuncChunk(key, chunk): """ Parse Super Junction (SJUNC) Chunk Method """ schunk = chunk[0].strip().split() result = {'sjuncNumber': schunk[1], 'groundSurfaceElev': schunk[2], 'invertElev': schunk[3], 'manholeSA': schunk[4], 'inletCode': s...	[ "def", "sjuncChunk", "(", "key", ",", "chunk", ")", ":", "schunk", "=", "chunk", "[", "0", "]", ".", "strip", "(", ")", ".", "split", "(", ")", "result", "=", "{", "'sjuncNumber'", ":", "schunk", "[", "1", "]", ",", "'groundSurfaceElev'", ":", "sch...	29.352941	0.001942
def _download_http_url(link, session, temp_dir): """Download link url into temp_dir using provided session""" target_url = link.url.split('#', 1)[0] try: resp = session.get( target_url, # We use Accept-Encoding: identity here because requests # defaults to accepti...	[ "def", "_download_http_url", "(", "link", ",", "session", ",", "temp_dir", ")", ":", "target_url", "=", "link", ".", "url", ".", "split", "(", "'#'", ",", "1", ")", "[", "0", "]", "try", ":", "resp", "=", "session", ".", "get", "(", "target_url", "...	46.385965	0.00037
def galcenrect_to_XYZ_jac(args,*kwargs): """ NAME: galcenrect_to_XYZ_jac PURPOSE: calculate the Jacobian of the Galactocentric rectangular to Galactic coordinates INPUT: X,Y,Z- Galactocentric rectangular coordinates vX, vY, vZ- Galactocentric rectangular velocities ...	[ "def", "galcenrect_to_XYZ_jac", "(", "", "args", ",", "", "", "kwargs", ")", ":", "Xsun", "=", "kwargs", ".", "get", "(", "'Xsun'", ",", "1.", ")", "dgc", "=", "nu", ".", "sqrt", "(", "Xsun", "*", "2.", "+", "kwargs", ".", "get", "(", "'Zsun'...	21.854167	0.031022
def deterministic_from_funcs( name, eval, jacobians={}, jacobian_formats={}, dtype=np.float, mv=False): """ Return a Stochastic subclass made from a particular distribution. :Parameters: name : string The name of the new class. jacobians : function The log-probability fu...	[ "def", "deterministic_from_funcs", "(", "name", ",", "eval", ",", "jacobians", "=", "{", "}", ",", "jacobian_formats", "=", "{", "}", ",", "dtype", "=", "np", ".", "float", ",", "mv", "=", "False", ")", ":", "(", "args", ",", "defaults", ")", "=", ...	33.472222	0.002419
def group_to_gid(group): ''' Convert the group to the gid on this system Under Windows, because groups are just another ACL entity, this function behaves the same as user_to_uid, except if None is given, '' is returned. For maintaining Windows systems, this function is superfluous and only exi...	[ "def", "group_to_gid", "(", "group", ")", ":", "func_name", "=", "'{0}.group_to_gid'", ".", "format", "(", "__virtualname__", ")", "if", "__opts__", ".", "get", "(", "'fun'", ",", "''", ")", "==", "func_name", ":", "log", ".", "info", "(", "'The function %...	29.939394	0.00098
def log_request(self, handler): """Writes a completed HTTP request to the logs. By default writes to the tinman.application LOGGER. To change this behavior either subclass Application and override this method, or pass a function in the application settings dictionary as 'log_fu...	[ "def", "log_request", "(", "self", ",", "handler", ")", ":", "if", "config", ".", "LOG_FUNCTION", "in", "self", ".", "settings", ":", "self", ".", "settings", "[", "config", ".", "LOG_FUNCTION", "]", "(", "handler", ")", "return", "if", "handler", ".", ...	39.521739	0.002148
def load(cls, path, fmt=None, backend=None): r"""Load a graph from a file. Edge weights are retrieved as an edge attribute named "weight". Signals are retrieved from node attributes, and stored in the :attr:`signals` dictionary under the attribute name. `N`-dimensional signals ...	[ "def", "load", "(", "cls", ",", "path", ",", "fmt", "=", "None", ",", "backend", "=", "None", ")", ":", "if", "fmt", "is", "None", ":", "fmt", "=", "os", ".", "path", ".", "splitext", "(", "path", ")", "[", "1", "]", "[", "1", ":", "]", "if...	33.95	0.000716
def migrate(self, host, port, keys, destination_db, timeout, copy=False, replace=False, auth=None): """ Migrate 1 or more keys from the current Redis server to a different server specified by the ``host``, ``port`` and ``destination_db``. The ``timeout``, specified in mi...	[ "def", "migrate", "(", "self", ",", "host", ",", "port", ",", "keys", ",", "destination_db", ",", "timeout", ",", "copy", "=", "False", ",", "replace", "=", "False", ",", "auth", "=", "None", ")", ":", "keys", "=", "list_or_args", "(", "keys", ",", ...	40.147059	0.002146

def tostr(object, encoding=None): """ get a unicode safe string representation of an object """ if isinstance(object, basestring): if encoding is None: return object else: return object.encode(encoding) if isinstance(object, tuple): s = ['('] for item ...

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def get_perm_prompt(cls, package_list): """ Return text for prompt (do you want to install...), to install given packages. """ if cls == PackageManager: raise NotImplementedError() ln = len(package_list) plural = 's' if ln > 1 else '' return cls.permis...

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def search(api_key, query, offset=0, type='personal'): """Get a list of email addresses for the provided domain. The type of search executed will vary depending on the query provided. Currently this query is restricted to either domain searches, in which the email addresses (and other bits) for the dom...

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def idx_sequence(self): """Indices of sentences when enumerating data set from batches. Useful when retrieving the correct order of sentences Returns ------- list List of ids ranging from 0 to #sent -1 """ return [x[1] for x in sorted(zip(self._record...

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def parse_title(self, title): """ split of the last parenthesis operator==,!=,<,<=(std::vector) tested with ``` operator==,!=,<,<=,>,>=(std::vector) operator==,!=,<,<=,>,>=(std::vector) operator==,!=,<,<=,>,>= operator...

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def _isReactiveMarket(self): """ Returns a flag indicating the existance of offers/bids for reactive power. """ vLoads = [g for g in self.case.generators if g.is_load] if [offbid for offbid in self.offers + self.bids if offbid.reactive]: haveQ = True ...

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def _findOptionValueAdvAudit(option): ''' Get the Advanced Auditing policy as configured in ``C:\\Windows\\Security\\Audit\\audit.csv`` Args: option (str): The name of the setting as it appears in audit.csv Returns: bool: ``True`` if successful, otherwise ``False`` ''' if '...

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def update_license(license_id, **kwargs): """ Replace the License with given ID with a new License """ updated_license = pnc_api.licenses.get_specific(id=license_id).content for key, value in iteritems(kwargs): if value: setattr(updated_license, key, value) response = utils...

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def all(self): """ Return all entries :rtype: list(dict) """ attribute = self._attr[0] return self.profile.data.get(attribute, [])

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def PROFILE_SDVOIGT(sg0,GamD,Gam0,Gam2,Shift0,Shift2,sg): """ # Speed dependent Voigt profile based on HTP. # Input parameters: # sg0 : Unperturbed line position in cm-1 (Input). # GamD : Doppler HWHM in cm-1 (Input) # Gam0 : Speed-averaged line-width in cm-1 (Input). ...

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def installed(name, composer=None, php=None, user=None, prefer_source=None, prefer_dist=None, no_scripts=None, no_plugins=None, optimize=None, no_dev=None, quiet=False, ...

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def _enum_lines(self): """Enumerate lines from the attached file.""" with _open_table(self.path, self.encoding) as lines: for i, line in enumerate(lines): yield i, line

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def ma_fitpoly(bma, order=1, gt=None, perc=(2,98), origmask=True): """Fit a plane to values in input array """ if gt is None: gt = [0, 1, 0, 0, 0, -1] #Filter, can be useful to remove outliers if perc is not None: from pygeotools.lib import filtlib bma_f = filtlib.perc_fltr(...

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def gblocks(self, new_path = None, seq_type = 'nucl' or 'prot'): """Apply the gblocks filtering algorithm to the alignment. See http://molevol.cmima.csic.es/castresana/Gblocks/Gblocks_documentation.html Need to rename all sequences, because it will complain with l...

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def calculate_sunrise_sunset_from_datetime(self, datetime, depression=0.833, is_solar_time=False): """Calculate sunrise, sunset and noon for a day of year.""" # TODO(mostapha): This should be more generic and based on a method if datetime.year != 20...

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def parse_datetime(value: Union[datetime, StrIntFloat]) -> datetime: """ Parse a datetime/int/float/string and return a datetime.datetime. This function supports time zone offsets. When the input contains one, the output uses a timezone with a fixed offset from UTC. Raise ValueError if the input i...

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def is_empty(self): """Asserts that val is empty.""" if len(self.val) != 0: if isinstance(self.val, str_types): self._err('Expected <%s> to be empty string, but was not.' % self.val) else: self._err('Expected <%s> to be empty, but was not.' % self....

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def _get_filekey(self): """This method creates a key from a keyfile.""" if not os.path.exists(self.keyfile): raise KPError('Keyfile not exists.') try: with open(self.keyfile, 'rb') as handler: handler.seek(0, os.SEEK_END) size = handler.te...

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def add_member(self, address, **kwargs): """ Add a member to a group. All Fiesta membership options can be passed in as keyword arguments. Some valid options include: - `group_name`: Since each member can access a group using their own name, you can override the `grou...

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def visit_FunctionCall(self, node): """Visitor for `FunctionCall` AST node.""" call = self.memory[node.identifier.name]._node args = [self.visit(parameter) for parameter in node.parameters] if isinstance(call, AST): current_scope = self.memory.stack.current.current ...

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def _glob_to_re(self, pattern): """Translate a shell-like glob pattern to a regular expression. Return a string containing the regex. Differs from 'fnmatch.translate()' in that '*' does not match "special characters" (which are platform-specific). """ pattern_re = fnmat...

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def init(name, config=None, cpuset=None, cpushare=None, memory=None, profile=None, network_profile=None, nic_opts=None, cpu=None, autostart=True, password=None, password_encrypted=None, users=None, dnsse...

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def getVariances(self): """ Returns the estimated variances as a n_terms x P matrix each row of the output represents a term and its P values represent the variance corresponding variance in each trait """ if self.P>1: RV=SP.zeros((self.n_terms,self.P)) fo...

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def execution_environment(): """A convenient bundling of the current execution context""" context = {} context['conf'] = config() if relation_id(): context['reltype'] = relation_type() context['relid'] = relation_id() context['rel'] = relation_get() context['unit'] = local_un...

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def draw_cross(self, position, color=(255, 0, 0), radius=4): """Draw a cross on the canvas. :param position: (row, col) tuple :param color: RGB tuple :param radius: radius of the cross (int) """ y, x = position for xmod in np.arange(-radius, radius+1, 1): ...

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def securitygroupid(vm_): ''' Returns the SecurityGroupId ''' securitygroupid_set = set() securitygroupid_list = config.get_cloud_config_value( 'securitygroupid', vm_, __opts__, search_global=False ) # If the list is None, then the set will remain empty # ...

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def generate_reports(self): """close the whole package /module, it's time to make reports ! if persistent run, pickle results for later comparison """ # Display whatever messages are left on the reporter. self.reporter.display_messages(report_nodes.Section()) if self.fi...

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def verify_state(self): """Verify if session was not yet opened. If it is, open it and call connections `on_open`""" if self.state == CONNECTING: self.state = OPEN self.conn.on_open(self.conn_info)

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def _splitGenoGeneWindow(self,annotation_file=None,cis=1e4,funct='protein_coding',minSnps=1.,maxSnps=SP.inf): """ split into windows based on genes """ #1. load annotation assert annotation_file is not None, 'Splitter:: specify annotation file' try: f = h5py....

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def err(self) -> Option[E]: """ Converts from :class:`Result` [T, E] to :class:`option.option_.Option` [E]. Returns: :class:`Option` containing the error value if `self` is :meth:`Result.Err`, otherwise :data:`option.option_.NONE`. Examples: >>> Ok(1...

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def handle_cookies(response, exc=None): '''Handle response cookies. ''' if exc: return headers = response.headers request = response.request client = request.client response._cookies = c = SimpleCookie() if 'set-cookie' in headers or 'set-cookie2' in headers: for cookie i...

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def log_every_x_times(logger, counter, x, msg, *args, **kwargs): ''' Works like logdebug, but only prints first and and every xth message. ''' if counter==1 or counter % x == 0: #msg = msg + (' (counter %i)' % counter) logdebug(logger, msg, *args, **kwargs)

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def get_levels(dict_, n=0, levels=None): r""" DEPCIRATE Args: dict_ (dict_): a dictionary n (int): (default = 0) levels (None): (default = None) CommandLine: python -m utool.util_graph --test-get_levels --show python3 -m utool.util_graph --test-get_levels --sho...

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def handle_error(self): """ Handles an error log record that should be shown Returns: None """ if not self.tasks: return # All the parents inherit the failure self.mark_parent_tasks_as_failed( self.cur_task, flush_...

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def is_orderable(cls): """ Checks if the provided class is specified as an orderable in settings.ORDERABLE_MODELS. If it is return its settings. """ if not getattr(settings, 'ORDERABLE_MODELS', None): return False labels = resolve_labels(cls) if labels['app_model'] in settings.ORDER...

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def get_user_info(tokens, uk): '''获取用户的部分信息. 比如头像, 用户名, 自我介绍, 粉丝数等. 这个接口可用于查询任何用户的信息, 只要知道他/她的uk. ''' url = ''.join([ const.PAN_URL, 'pcloud/user/getinfo?channel=chunlei&clienttype=0&web=1', '&bdstoken=', tokens['bdstoken'], '&query_uk=', uk, '&t=', util.time...

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def getfilename(package, relativeTo=None): """Find the python source file for a package, relative to a particular directory (defaults to current working directory if not given). """ if relativeTo is None: relativeTo = os.getcwd() path = os.path.join(relativeTo, os.sep.join(package.split(...

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def ended(self): """We call this method when the function is finished.""" self._end_time = time.time() if setting(key='memory_profile', expected_type=bool): self._end_memory = get_free_memory()

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def estimate_mass_range(numPoints, massRangeParams, metricParams, fUpper,\ covary=True): """ This function will generate a large set of points with random masses and spins (using pycbc.tmpltbank.get_random_mass) and translate these points into the xi_i coordinate system for the g...

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def delete(self, event): "delete all of the selected objects" # get the selected objects (if any) for obj in self.selection: if obj: if DEBUG: print "deleting", obj.name obj.destroy() self.selection = [] # clean selectio...

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def mixin(self): """ Add the annotations to the ODM Element (if defined) :return: """ if self.milestones: from rwslib.builders.clinicaldata import Annotation, Flag, FlagValue annotation = Annotation() for codelist, milestones in self.milestone...

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def substitute_ref_with_url(self, txt): """ In the string `txt`, replace sphinx references with corresponding links to online docs. """ # Find sphinx cross-references mi = re.finditer(r':([^:]+):`([^`]+)`', txt) if mi: # Iterate over match objects in ...

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def delete_repository(self, namespace, repository): """DELETE /v1/repositories/(namespace)/(repository)/""" return self._http_call(self.REPO, delete, namespace=namespace, repository=repository)

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def hybrid_forward(self, F, x, sampled_values, label, w_all, b_all): """Forward computation.""" sampled_candidates, expected_count_sampled, expected_count_true = sampled_values # (num_sampled, in_unit) w_sampled = w_all.slice(begin=(0, 0), end=(self._num_sampled, None)) w_true = ...

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def _consume(iterator, n=None): """Advance the iterator n-steps ahead. If n is none, consume entirely.""" # Use functions that consume iterators at C speed. if n is None: # feed the entire iterator into a zero-length deque collections.deque(iterator, maxlen=0) else: # advance to ...

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def print_colors(palette, outfile="Palette.png"): """ print color palette (a tuple) to a PNG file for quick check """ fig = plt.figure() ax = fig.add_subplot(111) xmax = 20 * (len(palette) + 1) x1s = np.arange(0, xmax, 20) xintervals = [10] * len(palette) xx = zip(x1s, xintervals) ...

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def getMetadata(self, remote, address, key): """Get metadata of device""" if self._server is not None: # pylint: disable=E1121 return self._server.getAllMetadata(remote, address, key)

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def error_message(e, message=None, cause=None): """ Formats exception message + cause :param e: :param message: :param cause: :return: formatted message, includes cause if any is set """ if message is None and cause is None: return None elif message is None: return '%...

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def stops(self): """Return all stops visited by trips for this agency.""" stops = set() for stop_time in self.stop_times(): stops |= stop_time.stops() return stops

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def get_status(dev, recipient = None): r"""Return the status for the specified recipient. dev is the Device object to which the request will be sent to. The recipient can be None (on which the status will be queried from the device), an Interface or Endpoint descriptors. The status value is r...

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def validate(self, value) : """checks the validity of 'value' given the lits of validators""" for v in self.validators : v.validate(value) return True

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def fancy_modeladmin(*args): """Returns a new copy of a :class:`FancyModelAdmin` class (a class, not an instance!). This can then be inherited from when declaring a model admin class. The :class:`FancyModelAdmin` class has additional methods for managing the ``list_display`` attribute. :param ``*ar...

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def dirpath_int(self): """Absolute path of the directory of the internal data file. Normally, each sequence queries its current "internal" directory path from the |SequenceManager| object stored in module |pub|: >>> from hydpy import pub, repr_, TestIO >>> from hydpy.core.filet...

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def register_ddk_task(self, *args, **kwargs): """Register a ddk task.""" kwargs["task_class"] = DdkTask return self.register_task(*args, **kwargs)

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def request_length(self): """ Return length of next chunk upload. """ remainder = self.stop_at - self.offset return self.chunk_size if remainder > self.chunk_size else remainder

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def quantiles(self, quantiles, axis=0, strict=False, recompute_integral=False): """ Calculate the quantiles of this histogram. Parameters ---------- quantiles : list or int A list of cumulative probabilities or an integer used to ...

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def first_instr(self, start, end, instr, target=None, exact=True): """ Find the first <instr> in the block from start to end. <instr> is any python bytecode instruction or a list of opcodes If <instr> is an opcode with a target (like a jump), a target destination can be specified...

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def cli(ctx, data, verbose, color, format, editor): """Query a meetup database. """ ctx.obj['verbose'] = verbose if verbose: logging.basicConfig(level=logging.INFO) logging.getLogger('sqlalchemy.engine').setLevel(logging.INFO) ctx.obj['datadir'] = os.path.abspath(data) if 'db' no...

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def _marginal_loglike(self, x): """Internal function to calculate and cache the marginal likelihood """ yedge = self._nuis_pdf.marginalization_bins() yw = yedge[1:] - yedge[:-1] yc = 0.5 * (yedge[1:] + yedge[:-1]) s = self.like(x[:, np.newaxis], yc[np.newaxis, :]) ...

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def format_output(data, fmt='table'): # pylint: disable=R0911,R0912 """Given some data, will format it for console output. :param data: One of: String, Table, FormattedItem, List, Tuple, SequentialOutput :param string fmt (optional): One of: table, raw, json, python """ if isinsta...

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def pose2mat(pose): """ Converts pose to homogeneous matrix. Args: pose: a (pos, orn) tuple where pos is vec3 float cartesian, and orn is vec4 float quaternion. Returns: 4x4 homogeneous matrix """ homo_pose_mat = np.zeros((4, 4), dtype=np.float32) homo_pose_mat[...

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def start(self, tag, attrib): """On start of element tag""" if tag == E_CLINICAL_DATA: self.ref_state = AUDIT_REF_STATE self.context = Context(attrib[A_STUDY_OID], attrib[A_AUDIT_SUBCATEGORY_NAME], int(attrib[A...

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def populate_sites( self, number_of_atoms, selected_sites=None ): """ Populate the lattice sites with a specific number of atoms. Args: number_of_atoms (Int): The number of atoms to populate the lattice sites with. selected_sites (:obj:List, optional): List of site label...

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def _gen_header(self, sequence, payloadtype): """ Create packet header. """ protocol = bytearray.fromhex("00 34") source = bytearray.fromhex("42 52 4b 52") target = bytearray.fromhex("00 00 00 00 00 00 00 00") reserved1 = bytearray.fromhex("00 00 00 00 00 00") sequence = ...

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def get_claims_for(self, user_id, requested_claims): # type: (str, Mapping[str, Optional[Mapping[str, Union[str, List[str]]]]) -> Dict[str, Union[str, List[str]]] """ Filter the userinfo based on which claims where requested. :param user_id: user identifier :param requested_claim...

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def dev_moments(self): """Sum of the absolute deviations between the central moments of the instantaneous unit hydrograph and the ARMA approximation.""" return numpy.sum(numpy.abs(self.moments-self.ma.moments))

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def get_artist(self, id_): """Data for a specific artist.""" endpoint = "artists/{id}".format(id=id_) return self._make_request(endpoint)

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def __indent(self, lines, indent, initial=2): """This will indent the given set of lines by normal HTML layout. An initial indent of `2*indent` will be used to account for the `<html><head>` or `<html><body>` levels.""" tagempty = re.compile(r"""<\w+(\s+[^>]*?)*/>""") tagopen = re.compile(r"""<\w+(\s+[^>]*?)*...

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def centroid_refine_triangulation_by_vertices(self, vertices): """ return points defining a refined triangulation obtained by bisection of all edges in the triangulation connected to any of the vertices in the list provided """ triangles = self.identify_vertex_triangles(vertices...

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def reference(self, tkn: str): """ Return the element that tkn represents""" return self.grammarelts[tkn] if tkn in self.grammarelts else UndefinedElement(tkn)

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def potential_from_grid(self, grid): """ Calculate the potential at a given set of arc-second gridded coordinates. Parameters ---------- grid : grids.RegularGrid The grid of (y,x) arc-second coordinates the deflection angles are computed on. """ poten...

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def iterweekdays(self, d1, d2): """ Date iterator returning dates in d1 <= x < d2, excluding weekends """ for dt in self.iterdays(d1, d2): if not self.isweekend(dt): yield dt

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def needsattached(func): """Decorator to prevent commands from being used when not attached.""" @functools.wraps(func) def wrap(self, *args, **kwargs): if not self.attached: raise PositionError('Not attached to any process.') return func(self, *args, **kwargs) return wrap

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def query(self): """ Returns the query instance for this widget. :return <orb.Query> || <orb.QueryCompound> """ queryWidget = self.queryWidget() # check to see if there is an active container for this widget container = queryWidget.c...

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def export(group, bucket, prefix, start, end, role, poll_period=120, session=None, name="", region=None): """export a given log group to s3""" start = start and isinstance(start, six.string_types) and parse(start) or start end = (end and isinstance(start, six.string_types) and parse(en...

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def p_data(p): """ statement : DATA arguments """ label_ = make_label(gl.DATA_PTR_CURRENT, lineno=p.lineno(1)) datas_ = [] funcs = [] if p[2] is None: p[0] = None return for d in p[2].children: value = d.value if is_static(value): datas_.append(d...

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def getCurrentFadeColor(self, bBackground): """Get current fade color value.""" fn = self.function_table.getCurrentFadeColor result = fn(bBackground) return result

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def earthquake_fatality_rate(hazard_level): """Earthquake fatality ratio for a given hazard level. It reads the QGIS QSettings to know what is the default earthquake function. :param hazard_level: The hazard level. :type hazard_level: int :return: The fatality rate. :rtype: float """ ...

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def GE(classical_reg1, classical_reg2, classical_reg3): """ Produce an GE instruction. :param classical_reg1: Memory address to which to store the comparison result. :param classical_reg2: Left comparison operand. :param classical_reg3: Right comparison operand. :return: A ClassicalGreaterEqual...

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def replace_project(self, project_key, **kwargs): """Replace an existing Project *Create a project with a given id or completely rewrite the project, including any previously added files or linked datasets, if one already exists with the given id.* :param project_key: Username ...

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def _get_type(cls, ptr): """Get the subtype class for a pointer""" # fall back to the base class if unknown return cls.__types.get(lib.g_base_info_get_type(ptr), cls)

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def _partialParseDateStd(self, s, sourceTime): """ test if giving C{s} matched CRE_DATE, used by L{parse()} @type s: string @param s: date/time text to evaluate @type sourceTime: struct_time @param sourceTime: C{struct_time} value to use as the base ...

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def alter_db(name, character_set=None, collate=None, **connection_args): ''' Modify database using ``ALTER DATABASE %(dbname)s CHARACTER SET %(charset)s COLLATE %(collation)s;`` query. CLI Example: .. code-block:: bash salt '*' mysql.alter_db testdb charset='latin1' ''' dbc = _con...

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def get_nodes(graph: BELGraph, node_predicates: NodePredicates) -> Set[BaseEntity]: """Get the set of all nodes that pass the predicates.""" return set(filter_nodes(graph, node_predicates=node_predicates))

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def laplacian_reordering(G): '''Reorder vertices using the eigenvector of the graph Laplacian corresponding to the first positive eigenvalue.''' L = G.laplacian() vals, vecs = np.linalg.eigh(L) min_positive_idx = np.argmax(vals == vals[vals>0].min()) vec = vecs[:, min_positive_idx] return permute_graph(G,...

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def replaceall(table, a, b, **kwargs): """ Convenience function to replace all instances of `a` with `b` under all fields. See also :func:`convertall`. The ``where`` keyword argument can be given with a callable or expression which is evaluated on each row and which should return True if the co...

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def pad(self, *args, **kwargs): """Apply a padding to each segment in this `DataQualityFlag` This method either takes no arguments, in which case the value of the :attr:`~DataQualityFlag.padding` attribute will be used, or two values representing the padding for the start and end of ...

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def preprocess(pipeline, args): """Transfrom csv data into transfromed tf.example files. Outline: 1) read the input data (as csv or bigquery) into a dict format 2) replace image paths with base64 encoded image files 3) build a csv input string with images paths replaced with base64. This matche...

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def read(self, primary_key): ''' a method to retrieve the details for a record in the table :param primary_key: string with primary key of record :return: dictionary with record fields ''' title = '%s.read' % self.__class__.__name__ ...

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def _find_url_name(self, index_url, url_name, req): """ Finds the true URL name of a package, when the given name isn't quite correct. This is usually used to implement case-insensitivity. """ if not index_url.url.endswith('/'): # Vaguely part of the PyPI API....

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def div( txt, *args, **kwargs ): """ Create & return an HTML <div> element by wrapping the passed text buffer. @param txt (basestring): the text buffer to use @param *args (list): if present, \c txt is considered a Python format string, and the arguments are formatted into it @param kw...

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def compute_samples_displays_sweep( self, program: Union[circuits.Circuit, schedules.Schedule], params: Optional[study.Sweepable] = None ) -> List[study.ComputeDisplaysResult]: """Computes SamplesDisplays in the supplied Circuit or Schedule. In contrast to `compu...

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def sjuncChunk(key, chunk): """ Parse Super Junction (SJUNC) Chunk Method """ schunk = chunk[0].strip().split() result = {'sjuncNumber': schunk[1], 'groundSurfaceElev': schunk[2], 'invertElev': schunk[3], 'manholeSA': schunk[4], 'inletCode': s...

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def _download_http_url(link, session, temp_dir): """Download link url into temp_dir using provided session""" target_url = link.url.split('#', 1)[0] try: resp = session.get( target_url, # We use Accept-Encoding: identity here because requests # defaults to accepti...

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def galcenrect_to_XYZ_jac(*args,**kwargs): """ NAME: galcenrect_to_XYZ_jac PURPOSE: calculate the Jacobian of the Galactocentric rectangular to Galactic coordinates INPUT: X,Y,Z- Galactocentric rectangular coordinates vX, vY, vZ- Galactocentric rectangular velocities ...

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def deterministic_from_funcs( name, eval, jacobians={}, jacobian_formats={}, dtype=np.float, mv=False): """ Return a Stochastic subclass made from a particular distribution. :Parameters: name : string The name of the new class. jacobians : function The log-probability fu...

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def group_to_gid(group): ''' Convert the group to the gid on this system Under Windows, because groups are just another ACL entity, this function behaves the same as user_to_uid, except if None is given, '' is returned. For maintaining Windows systems, this function is superfluous and only exi...

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def log_request(self, handler): """Writes a completed HTTP request to the logs. By default writes to the tinman.application LOGGER. To change this behavior either subclass Application and override this method, or pass a function in the application settings dictionary as 'log_fu...

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def load(cls, path, fmt=None, backend=None): r"""Load a graph from a file. Edge weights are retrieved as an edge attribute named "weight". Signals are retrieved from node attributes, and stored in the :attr:`signals` dictionary under the attribute name. `N`-dimensional signals ...

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def migrate(self, host, port, keys, destination_db, timeout, copy=False, replace=False, auth=None): """ Migrate 1 or more keys from the current Redis server to a different server specified by the ``host``, ``port`` and ``destination_db``. The ``timeout``, specified in mi...

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