text
stringlengths
75
104k
code_tokens
list
avg_line_len
float64
7.91
980
score
float64
0
0.18
def validate(self, formats_dir="../formats/"): """checks if the document is valid""" #TODO: download XSD from web if self.inline: xmlschema = ElementTree.XMLSchema(ElementTree.parse(StringIO("\n".join(open(formats_dir+"dcoi-dsc.xsd").readlines())))) xmlschema.assertValid(...
[ "def", "validate", "(", "self", ",", "formats_dir", "=", "\"../formats/\"", ")", ":", "#TODO: download XSD from web", "if", "self", ".", "inline", ":", "xmlschema", "=", "ElementTree", ".", "XMLSchema", "(", "ElementTree", ".", "parse", "(", "StringIO", "(", "...
57.1
0.010345
def main(args): of = sys.stdout if args.output and args.output[-4:] == '.bam': cmd = 'samtools view -Sb - -o '+args.output pof = Popen(cmd.split(),stdin=PIPE) of = pof.stdin elif args.output: of = open(args.output,'w') """Use the valid input file to get the header information.""" header = Non...
[ "def", "main", "(", "args", ")", ":", "of", "=", "sys", ".", "stdout", "if", "args", ".", "output", "and", "args", ".", "output", "[", "-", "4", ":", "]", "==", "'.bam'", ":", "cmd", "=", "'samtools view -Sb - -o '", "+", "args", ".", "output", "po...
36.272727
0.019034
def absolute_distance(cls, q0, q1): """Quaternion absolute distance. Find the distance between two quaternions accounting for the sign ambiguity. Params: q0: the first quaternion q1: the second quaternion Returns: A positive scalar corresponding to t...
[ "def", "absolute_distance", "(", "cls", ",", "q0", ",", "q1", ")", ":", "q0_minus_q1", "=", "q0", "-", "q1", "q0_plus_q1", "=", "q0", "+", "q1", "d_minus", "=", "q0_minus_q1", ".", "norm", "d_plus", "=", "q0_plus_q1", ".", "norm", "if", "(", "d_minus",...
32.461538
0.008055
def add_ago_to_since(since: str) -> str: """ Backwards compatibility hack. Without this slices with since: 7 days will be treated as 7 days in the future. :param str since: :returns: Since with ago added if necessary :rtype: str """ since_words = since.split(' ') grains = ['days', '...
[ "def", "add_ago_to_since", "(", "since", ":", "str", ")", "->", "str", ":", "since_words", "=", "since", ".", "split", "(", "' '", ")", "grains", "=", "[", "'days'", ",", "'years'", ",", "'hours'", ",", "'day'", ",", "'year'", ",", "'weeks'", "]", "i...
32.071429
0.002165
def encode_network(root): """Yield ref-containing obj table entries from object network""" orig_objects = [] objects = [] def get_ref(value, objects=objects): """Returns the index of the given object in the object table, adding it if needed. """ value = PythonicAdapter(...
[ "def", "encode_network", "(", "root", ")", ":", "orig_objects", "=", "[", "]", "objects", "=", "[", "]", "def", "get_ref", "(", "value", ",", "objects", "=", "objects", ")", ":", "\"\"\"Returns the index of the given object in the object table,\n adding it if n...
30.719512
0.002308
def start_tls( self, server_side: bool, ssl_options: Union[Dict[str, Any], ssl.SSLContext] = None, server_hostname: str = None, ) -> Awaitable["SSLIOStream"]: """Convert this `IOStream` to an `SSLIOStream`. This enables protocols that begin in clear-text mode and ...
[ "def", "start_tls", "(", "self", ",", "server_side", ":", "bool", ",", "ssl_options", ":", "Union", "[", "Dict", "[", "str", ",", "Any", "]", ",", "ssl", ".", "SSLContext", "]", "=", "None", ",", "server_hostname", ":", "str", "=", "None", ",", ")", ...
38.626667
0.00101
def save(self, inplace=True): """ Saves all modification to the marker on the server. :param inplace Apply edits on the current instance or get a new one. :return: Marker instance. """ modified_data = self._modified_data() if bool(modified_data): extra...
[ "def", "save", "(", "self", ",", "inplace", "=", "True", ")", ":", "modified_data", "=", "self", ".", "_modified_data", "(", ")", "if", "bool", "(", "modified_data", ")", ":", "extra", "=", "{", "'resource'", ":", "self", ".", "__class__", ".", "__name...
37.454545
0.002367
def _build_message(self, message): """A helper method to convert a PMEmailMessage to a PMMail""" if not message.recipients(): return False recipients = ','.join(message.to) recipients_cc = ','.join(message.cc) recipients_bcc = ','.join(message.bcc) text_body ...
[ "def", "_build_message", "(", "self", ",", "message", ")", ":", "if", "not", "message", ".", "recipients", "(", ")", ":", "return", "False", "recipients", "=", "','", ".", "join", "(", "message", ".", "to", ")", "recipients_cc", "=", "','", ".", "join"...
44.616667
0.000731
def link_contentkey_authorization_policy(access_token, ckap_id, options_id, \ ams_redirected_rest_endpoint): '''Link Media Service Content Key Authorization Policy. Args: access_token (str): A valid Azure authentication token. ckap_id (str): A Media Service Asset Content Key Authorization Polic...
[ "def", "link_contentkey_authorization_policy", "(", "access_token", ",", "ckap_id", ",", "options_id", ",", "ams_redirected_rest_endpoint", ")", ":", "path", "=", "'/ContentKeyAuthorizationPolicies'", "full_path", "=", "''", ".", "join", "(", "[", "path", ",", "\"('\"...
48.809524
0.009569
def getter_generator(field_name, short_description): """ Generate get_'field name' method for field field_name. """ def get_translation_field(cls, language_code=None, fallback=False): try: return cls.get_translation(language_code, fallback=fallb...
[ "def", "getter_generator", "(", "field_name", ",", "short_description", ")", ":", "def", "get_translation_field", "(", "cls", ",", "language_code", "=", "None", ",", "fallback", "=", "False", ")", ":", "try", ":", "return", "cls", ".", "get_translation", "(", ...
40.769231
0.001845
def _get_guidelines(self): """ Subclasses may override this method. """ return tuple([self._getitem__guidelines(i) for i in range(self._len__guidelines())])
[ "def", "_get_guidelines", "(", "self", ")", ":", "return", "tuple", "(", "[", "self", ".", "_getitem__guidelines", "(", "i", ")", "for", "i", "in", "range", "(", "self", ".", "_len__guidelines", "(", ")", ")", "]", ")" ]
34
0.009569
def get_crimes_no_location(self, force, date=None, category=None): """ Get crimes with no location for a force. Uses the crimes-no-location_ API call. .. _crimes-no-location: https://data.police.uk/docs/method/crimes-no-location/ :rtype: list :param force: T...
[ "def", "get_crimes_no_location", "(", "self", ",", "force", ",", "date", "=", "None", ",", "category", "=", "None", ")", ":", "if", "not", "isinstance", "(", "force", ",", "Force", ")", ":", "force", "=", "Force", "(", "self", ",", "id", "=", "force"...
37.973684
0.001351
def _consolidate(data_type): """Enforce the structure of the data type. Specifically, ensure that if a field is defined as a generic tuple, then it will be converted into an instance of `Field`. """ if isinstance(data_type, _ATOMIC): out = data_type elif isinstance(data_type, Array): ...
[ "def", "_consolidate", "(", "data_type", ")", ":", "if", "isinstance", "(", "data_type", ",", "_ATOMIC", ")", ":", "out", "=", "data_type", "elif", "isinstance", "(", "data_type", ",", "Array", ")", ":", "element_type", "=", "_consolidate", "(", "data_type",...
37.15
0.001312
def check_bidi(chars): """ Check proper bidirectionality as per stringprep. Operates on a list of unicode characters provided in `chars`. """ # the empty string is valid, as it cannot violate the RandALCat constraints if not chars: return # first_is_RorAL = unicodedata.bidirectiona...
[ "def", "check_bidi", "(", "chars", ")", ":", "# the empty string is valid, as it cannot violate the RandALCat constraints", "if", "not", "chars", ":", "return", "# first_is_RorAL = unicodedata.bidirectional(chars[0]) in {\"R\", \"AL\"}", "# if first_is_RorAL:", "has_RandALCat", "=", ...
32.041667
0.001263
def extend_rows(self, list_or_dict): """ Add multiple rows at once :param list_or_dict: a 2 dimensional structure for adding multiple rows at once :return: """ if isinstance(list_or_dict, list): for r in list_or_dict: self.add_row(r) else: ...
[ "def", "extend_rows", "(", "self", ",", "list_or_dict", ")", ":", "if", "isinstance", "(", "list_or_dict", ",", "list", ")", ":", "for", "r", "in", "list_or_dict", ":", "self", ".", "add_row", "(", "r", ")", "else", ":", "for", "k", ",", "r", "in", ...
32.416667
0.01
def list_configured_members(lbn, profile='default'): ''' Return a list of member workers from the configuration files CLI Examples: .. code-block:: bash salt '*' modjk.list_configured_members loadbalancer1 salt '*' modjk.list_configured_members loadbalancer1 other-profile ''' ...
[ "def", "list_configured_members", "(", "lbn", ",", "profile", "=", "'default'", ")", ":", "config", "=", "dump_config", "(", "profile", ")", "try", ":", "ret", "=", "config", "[", "'worker.{0}.balance_workers'", ".", "format", "(", "lbn", ")", "]", "except",...
24.95
0.001931
def intervals_to_durations(intervals): """Converts an array of n intervals to their n durations. Parameters ---------- intervals : np.ndarray, shape=(n, 2) An array of time intervals, as returned by :func:`mir_eval.io.load_intervals()`. The ``i`` th interval spans time ``interva...
[ "def", "intervals_to_durations", "(", "intervals", ")", ":", "validate_intervals", "(", "intervals", ")", "return", "np", ".", "abs", "(", "np", ".", "diff", "(", "intervals", ",", "axis", "=", "-", "1", ")", ")", ".", "flatten", "(", ")" ]
29.263158
0.001742
def calc_el_lz_v1(self): """Calculate lake evaporation. Required control parameters: |NmbZones| |ZoneType| |TTIce| Required derived parameters: |RelZoneArea| Required fluxes sequences: |TC| |EPC| Updated state sequence: |LZ| Basic equa...
[ "def", "calc_el_lz_v1", "(", "self", ")", ":", "con", "=", "self", ".", "parameters", ".", "control", ".", "fastaccess", "der", "=", "self", ".", "parameters", ".", "derived", ".", "fastaccess", "flu", "=", "self", ".", "sequences", ".", "fluxes", ".", ...
28.944444
0.000464
def requires_open_handle(method): # pylint: disable=invalid-name """Decorator to ensure a handle is open for certain methods. Subclasses should decorate their Read() and Write() with this rather than checking their own internal state, keeping all "is this handle open" logic in is_closed(). Args: method...
[ "def", "requires_open_handle", "(", "method", ")", ":", "# pylint: disable=invalid-name", "@", "functools", ".", "wraps", "(", "method", ")", "def", "wrapper_requiring_open_handle", "(", "self", ",", "*", "args", ",", "*", "*", "kwargs", ")", ":", "\"\"\"The wra...
33.708333
0.008413
def get_indicator(self, time, code, indicator_name=None): """ 获取某一时间的某一只股票的指标 """ try: return self.data.loc[(pd.Timestamp(time), code), indicator_name] except: raise ValueError('CANNOT FOUND THIS DATE&CODE')
[ "def", "get_indicator", "(", "self", ",", "time", ",", "code", ",", "indicator_name", "=", "None", ")", ":", "try", ":", "return", "self", ".", "data", ".", "loc", "[", "(", "pd", ".", "Timestamp", "(", "time", ")", ",", "code", ")", ",", "indicato...
33
0.01107
def serveInBackground(port, serverName, prefix='/status/'): """Convenience function: spawn a background server thread that will serve HTTP requests to get the status. Returns the thread.""" import flask, threading from wsgiref.simple_server import make_server app = flask.Flask(__name__) registerStatsHandler...
[ "def", "serveInBackground", "(", "port", ",", "serverName", ",", "prefix", "=", "'/status/'", ")", ":", "import", "flask", ",", "threading", "from", "wsgiref", ".", "simple_server", "import", "make_server", "app", "=", "flask", ".", "Flask", "(", "__name__", ...
42.545455
0.023013
def upload(import_path, verbose=False, skip_subfolders=False, number_threads=None, max_attempts=None, video_import_path=None, dry_run=False,api_version=1.0): ''' Upload local images to Mapillary Args: import_path: Directory path to where the images are stored. verbose: Print extra warnings a...
[ "def", "upload", "(", "import_path", ",", "verbose", "=", "False", ",", "skip_subfolders", "=", "False", ",", "number_threads", "=", "None", ",", "max_attempts", "=", "None", ",", "video_import_path", "=", "None", ",", "dry_run", "=", "False", ",", "api_vers...
47.680672
0.002244
def dirs(self): """Get an iter of VenvDirs within the directory.""" contents = self.paths contents = (BinDir(path.path) for path in contents if path.is_dir) return contents
[ "def", "dirs", "(", "self", ")", ":", "contents", "=", "self", ".", "paths", "contents", "=", "(", "BinDir", "(", "path", ".", "path", ")", "for", "path", "in", "contents", "if", "path", ".", "is_dir", ")", "return", "contents" ]
40
0.009804
def get_snapshot(name, config_path=_DEFAULT_CONFIG_PATH, with_packages=False): ''' Get detailed information about a snapshot. :param str name: The name of the snapshot given during snapshot creation. :param str config_path: The path to the configuration file for the aptly instance. :param bool with...
[ "def", "get_snapshot", "(", "name", ",", "config_path", "=", "_DEFAULT_CONFIG_PATH", ",", "with_packages", "=", "False", ")", ":", "_validate_config", "(", "config_path", ")", "sources", "=", "list", "(", ")", "cmd", "=", "[", "'snapshot'", ",", "'show'", ",...
27.257143
0.002024
def fromordinal(cls, ordinal): """Return the week corresponding to the proleptic Gregorian ordinal, where January 1 of year 1 starts the week with ordinal 1. """ if ordinal < 1: raise ValueError("ordinal must be >= 1") return super(Week, cls).__new__(cls, *(date.fromo...
[ "def", "fromordinal", "(", "cls", ",", "ordinal", ")", ":", "if", "ordinal", "<", "1", ":", "raise", "ValueError", "(", "\"ordinal must be >= 1\"", ")", "return", "super", "(", "Week", ",", "cls", ")", ".", "__new__", "(", "cls", ",", "*", "(", "date",...
51.571429
0.008174
def python_sidebar(python_input): """ Create the `Layout` for the sidebar with the configurable options. """ def get_text_fragments(): tokens = [] def append_category(category): tokens.extend([ ('class:sidebar', ' '), ('class:sidebar.title', ...
[ "def", "python_sidebar", "(", "python_input", ")", ":", "def", "get_text_fragments", "(", ")", ":", "tokens", "=", "[", "]", "def", "append_category", "(", "category", ")", ":", "tokens", ".", "extend", "(", "[", "(", "'class:sidebar'", ",", "' '", ")", ...
33.865672
0.001713
def des(clas,keyblob,valblob): "deserialize. translate publish message, basically" raise NotImplementedError("don't use tuples, it breaks __eq__. this function probably isn't used in real life") raw_keyvals=msgpack.loads(keyblob) (namespace,version),keyvals=raw_keyvals[:2],raw_keyvals[2:] if na...
[ "def", "des", "(", "clas", ",", "keyblob", ",", "valblob", ")", ":", "raise", "NotImplementedError", "(", "\"don't use tuples, it breaks __eq__. this function probably isn't used in real life\"", ")", "raw_keyvals", "=", "msgpack", ".", "loads", "(", "keyblob", ")", "("...
59.272727
0.034743
def ensure_index_from_sequences(sequences, names=None): """ Construct an index from sequences of data. A single sequence returns an Index. Many sequences returns a MultiIndex. Parameters ---------- sequences : sequence of sequences names : sequence of str Returns ------- i...
[ "def", "ensure_index_from_sequences", "(", "sequences", ",", "names", "=", "None", ")", ":", "from", ".", "multi", "import", "MultiIndex", "if", "len", "(", "sequences", ")", "==", "1", ":", "if", "names", "is", "not", "None", ":", "names", "=", "names",...
25.205128
0.000979
def load(): """Loads the libzar shared library and its dependencies. """ if 'Windows' == platform.system(): # Possible scenarios here # 1. Run from source, DLLs are in pyzbar directory # cdll.LoadLibrary() imports DLLs in repo root directory # 2. Wheel install into ...
[ "def", "load", "(", ")", ":", "if", "'Windows'", "==", "platform", ".", "system", "(", ")", ":", "# Possible scenarios here", "# 1. Run from source, DLLs are in pyzbar directory", "# cdll.LoadLibrary() imports DLLs in repo root directory", "# 2. Wheel install into CPython...
38.27027
0.000689
def set_id(device, minor, system_id): ''' Sets the system ID for the partition. Some typical values are:: b: FAT32 (vfat) 7: HPFS/NTFS 82: Linux Swap 83: Linux 8e: Linux LVM fd: Linux RAID Auto CLI Example: .. code-block:: bash salt '*' parti...
[ "def", "set_id", "(", "device", ",", "minor", ",", "system_id", ")", ":", "_validate_device", "(", "device", ")", "try", ":", "int", "(", "minor", ")", "except", "Exception", ":", "raise", "CommandExecutionError", "(", "'Invalid minor number passed to partition.se...
23.411765
0.001206
def parse_localinstancepath(self, tup_tree): """ Parse a LOCALINSTANCEPATH element and return the instance path it represents as a CIMInstanceName object. :: <!ELEMENT LOCALINSTANCEPATH (LOCALNAMESPACEPATH, INSTANCENAME)> """ self.check_node(tup_tree, 'LO...
[ "def", "parse_localinstancepath", "(", "self", ",", "tup_tree", ")", ":", "self", ".", "check_node", "(", "tup_tree", ",", "'LOCALINSTANCEPATH'", ")", "k", "=", "kids", "(", "tup_tree", ")", "if", "len", "(", "k", ")", "!=", "2", ":", "raise", "CIMXMLPar...
31.814815
0.00226
def get_objective_mdata(): """Return default mdata map for Objective""" return { 'cognitive_process': { 'element_label': { 'text': 'cognitive process', 'languageTypeId': str(DEFAULT_LANGUAGE_TYPE), 'scriptTypeId': str(DEFAULT_SCRIPT_TYPE), ...
[ "def", "get_objective_mdata", "(", ")", ":", "return", "{", "'cognitive_process'", ":", "{", "'element_label'", ":", "{", "'text'", ":", "'cognitive process'", ",", "'languageTypeId'", ":", "str", "(", "DEFAULT_LANGUAGE_TYPE", ")", ",", "'scriptTypeId'", ":", "str...
36.19403
0.000401
def set(self, class_name, state, key, value): """Set a single style value for a view class and state. class_name The name of the class to be styled; do not include the package name; e.g. 'Button'. state The name of the state to be stylized. One of the ...
[ "def", "set", "(", "self", ",", "class_name", ",", "state", ",", "key", ",", "value", ")", ":", "self", ".", "_styles", ".", "setdefault", "(", "class_name", ",", "{", "}", ")", ".", "setdefault", "(", "state", ",", "{", "}", ")", "self", ".", "_...
28.740741
0.002494
def status(config): """time series lastest record time by account.""" with open(config) as fh: config = yaml.safe_load(fh.read()) jsonschema.validate(config, CONFIG_SCHEMA) last_index = get_incremental_starts(config, None) accounts = {} for (a, region), last in last_index.items(): ...
[ "def", "status", "(", "config", ")", ":", "with", "open", "(", "config", ")", "as", "fh", ":", "config", "=", "yaml", ".", "safe_load", "(", "fh", ".", "read", "(", ")", ")", "jsonschema", ".", "validate", "(", "config", ",", "CONFIG_SCHEMA", ")", ...
41.6
0.002353
def jwt_proccessor(): """Context processor for jwt.""" def jwt(): """Context processor function to generate jwt.""" token = current_accounts.jwt_creation_factory() return Markup( render_template( current_app.config['ACCOUNTS_JWT_DOM_TOKEN_TEMPLATE'], ...
[ "def", "jwt_proccessor", "(", ")", ":", "def", "jwt", "(", ")", ":", "\"\"\"Context processor function to generate jwt.\"\"\"", "token", "=", "current_accounts", ".", "jwt_creation_factory", "(", ")", "return", "Markup", "(", "render_template", "(", "current_app", "."...
27.5
0.001757
def normalize_filename(string): """Normalize the filename :param string: A string to normalize :type string: str :returns: Normalized ID :rtype: str """ if not isinstance(string, basestring): fail("Type of argument must be string, found '{}'" .format(type(string))) ...
[ "def", "normalize_filename", "(", "string", ")", ":", "if", "not", "isinstance", "(", "string", ",", "basestring", ")", ":", "fail", "(", "\"Type of argument must be string, found '{}'\"", ".", "format", "(", "type", "(", "string", ")", ")", ")", "# get the file...
30.571429
0.002268
def get_connection(self, name): """Returns the properties for a connection name This method will return the settings for the configuration specified by name. Note that the name argument should only be the name. For instance, give the following eapi.conf file .. code-block:: i...
[ "def", "get_connection", "(", "self", ",", "name", ")", ":", "name", "=", "'connection:{}'", ".", "format", "(", "name", ")", "if", "not", "self", ".", "has_section", "(", "name", ")", ":", "return", "None", "return", "dict", "(", "self", ".", "items",...
32.551724
0.002058
def do_startInstance(self,args): """Start specified instance""" parser = CommandArgumentParser("startInstance") parser.add_argument(dest='instance',help='instance index or name'); args = vars(parser.parse_args(args)) instanceId = args['instance'] force = args['force'] ...
[ "def", "do_startInstance", "(", "self", ",", "args", ")", ":", "parser", "=", "CommandArgumentParser", "(", "\"startInstance\"", ")", "parser", ".", "add_argument", "(", "dest", "=", "'instance'", ",", "help", "=", "'instance index or name'", ")", "args", "=", ...
38.294118
0.008996
def format(self, record): """Space debug messages for more legibility.""" if record.levelno == logging.DEBUG: record.msg = ' {}'.format(record.msg) return super(AuditLogFormatter, self).format(record)
[ "def", "format", "(", "self", ",", "record", ")", ":", "if", "record", ".", "levelno", "==", "logging", ".", "DEBUG", ":", "record", ".", "msg", "=", "' {}'", ".", "format", "(", "record", ".", "msg", ")", "return", "super", "(", "AuditLogFormatter", ...
46.4
0.008475
def load_factory(name, directory, configuration=None): """ Load a factory and have it initialize in a particular directory :param name: the name of the plugin to load :param directory: the directory where the factory will reside :return: """ for entry_point in pkg_resources.iter_entry_points(ENT...
[ "def", "load_factory", "(", "name", ",", "directory", ",", "configuration", "=", "None", ")", ":", "for", "entry_point", "in", "pkg_resources", ".", "iter_entry_points", "(", "ENTRY_POINT", ")", ":", "if", "entry_point", ".", "name", "==", "name", ":", "fact...
41.25
0.001976
def collect_history(self): """Build the structure of results in terms of a commit history.""" def format_data(data): """Format result data according to the user-defined type.""" # TODO Remove this failsafe once proper error handling is in place. if type == "percent" o...
[ "def", "collect_history", "(", "self", ")", ":", "def", "format_data", "(", "data", ")", ":", "\"\"\"Format result data according to the user-defined type.\"\"\"", "# TODO Remove this failsafe once proper error handling is in place.", "if", "type", "==", "\"percent\"", "or", "d...
51.712121
0.000575
def await_idle(self, parent_id, timeout): """Poll the iopub stream until an idle message is received for the given parent ID""" while True: # Get a message from the kernel iopub channel msg = self.get_message(timeout=timeout, stream='iopub') # raises Empty on timeout! ...
[ "def", "await_idle", "(", "self", ",", "parent_id", ",", "timeout", ")", ":", "while", "True", ":", "# Get a message from the kernel iopub channel", "msg", "=", "self", ".", "get_message", "(", "timeout", "=", "timeout", ",", "stream", "=", "'iopub'", ")", "# ...
47.454545
0.009398
def make_figs(dcfg,dp='figs',force=False): """ 'figi','plotp' """ doutp=abspath(dp) if isinstance(dcfg,str): dcfg=pd.read_table(dcfg, error_bad_lines=False, comment='#',) # .dropna(subset=['figi','fign','plotn','plotp']) dc...
[ "def", "make_figs", "(", "dcfg", ",", "dp", "=", "'figs'", ",", "force", "=", "False", ")", ":", "doutp", "=", "abspath", "(", "dp", ")", "if", "isinstance", "(", "dcfg", ",", "str", ")", ":", "dcfg", "=", "pd", ".", "read_table", "(", "dcfg", ",...
49.65
0.019259
def reroot(self, rppr=None, pretend=False): """Reroot the phylogenetic tree. This operation calls ``rppr reroot`` to generate the rerooted tree, so you must have ``pplacer`` and its auxiliary tools ``rppr`` and ``guppy`` installed for it to work. You can specify the path to ``r...
[ "def", "reroot", "(", "self", ",", "rppr", "=", "None", ",", "pretend", "=", "False", ")", ":", "with", "scratch_file", "(", "prefix", "=", "'tree'", ",", "suffix", "=", "'.tre'", ")", "as", "name", ":", "# Use a specific path to rppr, otherwise rely on $PATH"...
44.578947
0.002312
def to_glyphs_family_user_data_from_ufo(self, ufo): """Set the GSFont userData from the UFO family-wide lib data.""" target_user_data = self.font.userData try: for key, value in ufo.lib[FONT_USER_DATA_KEY].items(): # Existing values taken from the designspace lib take precedence ...
[ "def", "to_glyphs_family_user_data_from_ufo", "(", "self", ",", "ufo", ")", ":", "target_user_data", "=", "self", ".", "font", ".", "userData", "try", ":", "for", "key", ",", "value", "in", "ufo", ".", "lib", "[", "FONT_USER_DATA_KEY", "]", ".", "items", "...
42.818182
0.002079
def forward(self, serial, remote, local_port=None): #local_port, remote_port=None): ''' Args: serial (str): device serial number remote (str|int): A int means device port, str can be localabstract:service-name local_port (int): optional, if not given, a random port wi...
[ "def", "forward", "(", "self", ",", "serial", ",", "remote", ",", "local_port", "=", "None", ")", ":", "#local_port, remote_port=None):", "if", "isinstance", "(", "remote", ",", "int", ")", ":", "remote", "=", "'tcp:%d'", "%", "remote", "if", "not", "local...
42.681818
0.0125
def revoke_grant(key_id, grant_id, region=None, key=None, keyid=None, profile=None): ''' Revoke a grant from a key. CLI example:: salt myminion boto_kms.revoke_grant 'alias/mykey' 8u89hf-j09j... ''' conn = _get_conn(region=region, key=key, keyid=keyid, profile=profile) ...
[ "def", "revoke_grant", "(", "key_id", ",", "grant_id", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ")", ":", "conn", "=", "_get_conn", "(", "region", "=", "region", ",", "key", "=", "...
28.666667
0.001608
def items(self, founditems=[]): #pylint: disable=dangerous-default-value """Returns a depth-first flat list of *all* items below this element (not limited to AbstractElement)""" l = [] for e in self.data: if e not in founditems: #prevent going in recursive loops l.ap...
[ "def", "items", "(", "self", ",", "founditems", "=", "[", "]", ")", ":", "#pylint: disable=dangerous-default-value", "l", "=", "[", "]", "for", "e", "in", "self", ".", "data", ":", "if", "e", "not", "in", "founditems", ":", "#prevent going in recursive loops...
47
0.023202
def preview(file): """Render appropriate template with embed flag.""" params = deepcopy(current_app.config['IIIF_PREVIEWER_PARAMS']) if 'image_format' not in params: params['image_format'] = \ 'png' if file.has_extensions('.png') else 'jpg' return render_template( current_app...
[ "def", "preview", "(", "file", ")", ":", "params", "=", "deepcopy", "(", "current_app", ".", "config", "[", "'IIIF_PREVIEWER_PARAMS'", "]", ")", "if", "'image_format'", "not", "in", "params", ":", "params", "[", "'image_format'", "]", "=", "'png'", "if", "...
32.5
0.002137
def d_step(self, true_frames, gen_frames): """Performs the discriminator step in computing the GAN loss. Applies stop-gradient to the generated frames while computing the discriminator loss to make sure that the gradients are not back-propagated to the generator. This makes sure that only the discrimin...
[ "def", "d_step", "(", "self", ",", "true_frames", ",", "gen_frames", ")", ":", "hparam_to_disc_loss", "=", "{", "\"least_squares\"", ":", "gan_losses", ".", "least_squares_discriminator_loss", ",", "\"cross_entropy\"", ":", "gan_losses", ".", "modified_discriminator_los...
40.894737
0.001257
def qteReplaceAppletInLayout(self, newApplet: (QtmacsApplet, str), oldApplet: (QtmacsApplet, str)=None, windowObj: QtmacsWindow=None): """ Replace ``oldApplet`` with ``newApplet`` in the window layout. If ``oldApplet`` is **None*...
[ "def", "qteReplaceAppletInLayout", "(", "self", ",", "newApplet", ":", "(", "QtmacsApplet", ",", "str", ")", ",", "oldApplet", ":", "(", "QtmacsApplet", ",", "str", ")", "=", "None", ",", "windowObj", ":", "QtmacsWindow", "=", "None", ")", ":", "# If ``old...
40.346154
0.001861
def checksum(file_path, hash_type='md5', block_size=65536): """Returns either the md5 or sha256 hash of a file at `file_path`. md5 is the default hash_type as it is faster than sha256 The default block size is 64 kb, which appears to be one of a few command choices according to https://stackoverfl...
[ "def", "checksum", "(", "file_path", ",", "hash_type", "=", "'md5'", ",", "block_size", "=", "65536", ")", ":", "if", "hash_type", "==", "'md5'", ":", "hash_", "=", "hashlib", ".", "md5", "(", ")", "elif", "hash_type", "==", "'sha256'", ":", "hash_", "...
36.130435
0.002345
def shared_edges(faces_a, faces_b): """ Given two sets of faces, find the edges which are in both sets. Parameters --------- faces_a: (n,3) int, set of faces faces_b: (m,3) int, set of faces Returns --------- shared: (p, 2) int, set of edges """ e_a = np.sort(faces_to_edges...
[ "def", "shared_edges", "(", "faces_a", ",", "faces_b", ")", ":", "e_a", "=", "np", ".", "sort", "(", "faces_to_edges", "(", "faces_a", ")", ",", "axis", "=", "1", ")", "e_b", "=", "np", ".", "sort", "(", "faces_to_edges", "(", "faces_b", ")", ",", ...
27.176471
0.002092
def build(config): """Incremental build of the website""" logger.info("\nRendering website now...\n") logger.info("entries:") tags = dict() entries = list() for post, post_id in find_new_posts_and_pages(DB): # this method will also parse the post's tags and # update the db collec...
[ "def", "build", "(", "config", ")", ":", "logger", ".", "info", "(", "\"\\nRendering website now...\\n\"", ")", "logger", ".", "info", "(", "\"entries:\"", ")", "tags", "=", "dict", "(", ")", "entries", "=", "list", "(", ")", "for", "post", ",", "post_id...
36.904762
0.000629
def handle_add(queue_name): """Adds a task to a queue.""" source = request.form.get('source', request.remote_addr, type=str) try: task_id = work_queue.add( queue_name, payload=request.form.get('payload', type=str), content_type=request.form.get('content_type', typ...
[ "def", "handle_add", "(", "queue_name", ")", ":", "source", "=", "request", ".", "form", ".", "get", "(", "'source'", ",", "request", ".", "remote_addr", ",", "type", "=", "str", ")", "try", ":", "task_id", "=", "work_queue", ".", "add", "(", "queue_na...
37.882353
0.001515
def _compat_compare_digest(a, b): """Implementation of hmac.compare_digest for python < 2.7.7. This function uses an approach designed to prevent timing analysis by avoiding content-based short circuiting behaviour, making it appropriate for cryptography. """ if len(a) != len(b): return...
[ "def", "_compat_compare_digest", "(", "a", ",", "b", ")", ":", "if", "len", "(", "a", ")", "!=", "len", "(", "b", ")", ":", "return", "False", "# Computes the bitwise difference of all characters in the two strings", "# before returning whether or not they are equal.", ...
38.266667
0.001701
def admin_print_styles(request): """ Returns a dictionary of all unique print_styles, and their latest tag, revision, and recipe_type. """ styles = [] # This fetches all recipes that have been used to successfully bake a # current book plus all default recipes that have not yet been used ...
[ "def", "admin_print_styles", "(", "request", ")", ":", "styles", "=", "[", "]", "# This fetches all recipes that have been used to successfully bake a", "# current book plus all default recipes that have not yet been used", "# as well as \"bad\" books that are not \"current\" state, but woul...
46.546875
0.000329
def _dataframe_fields(self): """ Creates a dictionary of all fields to include with DataFrame. With the result of the calls to class properties changing based on the class index value, the dictionary should be regenerated every time the index is changed when the dataframe proper...
[ "def", "_dataframe_fields", "(", "self", ")", ":", "fields_to_include", "=", "{", "'and_ones'", ":", "self", ".", "and_ones", ",", "'assist_percentage'", ":", "self", ".", "assist_percentage", ",", "'assists'", ":", "self", ".", "assists", ",", "'block_percentag...
50.991935
0.00031
def create_class_from_element_tree(target_class, tree, namespace=None, tag=None): """Instantiates the class and populates members according to the tree. Note: Only use this function with classes that have c_namespace and c_tag class members. :param target_class: The ...
[ "def", "create_class_from_element_tree", "(", "target_class", ",", "tree", ",", "namespace", "=", "None", ",", "tag", "=", "None", ")", ":", "if", "namespace", "is", "None", ":", "namespace", "=", "target_class", ".", "c_namespace", "if", "tag", "is", "None"...
41.677419
0.001513
def Jz(self,*args,**kwargs): """ NAME: Jz PURPOSE: evaluate the action jz INPUT: Either: a) R,vR,vT,z,vz b) Orbit instance: initial condition used if that's it, orbit(t) if there is a time given as well ...
[ "def", "Jz", "(", "self", ",", "*", "args", ",", "*", "*", "kwargs", ")", ":", "self", ".", "_parse_eval_args", "(", "*", "args", ")", "Phi", "=", "_evaluatePotentials", "(", "self", ".", "_pot", ",", "self", ".", "_eval_R", ",", "self", ".", "_eva...
39.176471
0.021245
def read_xml(self, file_configuration): """parses C++ code, defined on the file_configurations and returns GCCXML generated file content""" xml_file_path = None delete_xml_file = True fc = file_configuration reader = source_reader.source_reader_t( self.__conf...
[ "def", "read_xml", "(", "self", ",", "file_configuration", ")", ":", "xml_file_path", "=", "None", "delete_xml_file", "=", "True", "fc", "=", "file_configuration", "reader", "=", "source_reader", ".", "source_reader_t", "(", "self", ".", "__config", ",", "None",...
46.711111
0.000932
def _childgroup(self, children, grid): """ Stores the children in a list following the grid's structure :param children: list of fields :param grid: a list of list corresponding of the layout to apply to the given children """ result = [] index = 0 ...
[ "def", "_childgroup", "(", "self", ",", "children", ",", "grid", ")", ":", "result", "=", "[", "]", "index", "=", "0", "hidden_fields", "=", "[", "]", "for", "row", "in", "grid", ":", "child_row", "=", "[", "]", "width_sum", "=", "0", "for", "width...
35.189655
0.000953
def xmoe_tr_1d(): """Mixture of experts (16 experts). 623M Params, einsum=1.09e13 Returns: a hparams """ hparams = xmoe_tr_dense_2k() hparams.encoder_layers = ["self_att", "moe_1d"] * 4 hparams.decoder_layers = ["self_att", "enc_att", "moe_1d"] * 4 hparams.layout = "batch:batch;experts:batch" h...
[ "def", "xmoe_tr_1d", "(", ")", ":", "hparams", "=", "xmoe_tr_dense_2k", "(", ")", "hparams", ".", "encoder_layers", "=", "[", "\"self_att\"", ",", "\"moe_1d\"", "]", "*", "4", "hparams", ".", "decoder_layers", "=", "[", "\"self_att\"", ",", "\"enc_att\"", ",...
23.875
0.02267
def get_filters(self): """ Returns a dictionary of filters """ filters = dict() for filter in self.get_filter_names(): filters[filter] = getattr(self, filter) return filters
[ "def", "get_filters", "(", "self", ")", ":", "filters", "=", "dict", "(", ")", "for", "filter", "in", "self", ".", "get_filter_names", "(", ")", ":", "filters", "[", "filter", "]", "=", "getattr", "(", "self", ",", "filter", ")", "return", "filters" ]
35.333333
0.009217
def _change_bios_setting(self, properties): """Change the bios settings to specified values.""" keys = properties.keys() # Check if the BIOS resource/property exists. headers, bios_uri, settings = self._check_bios_resource(keys) if not self._operation_allowed(headers, 'PATCH'): ...
[ "def", "_change_bios_setting", "(", "self", ",", "properties", ")", ":", "keys", "=", "properties", ".", "keys", "(", ")", "# Check if the BIOS resource/property exists.", "headers", ",", "bios_uri", ",", "settings", "=", "self", ".", "_check_bios_resource", "(", ...
52.6
0.002491
def subject(self, value): """ An asn1crypto.x509.Name object, or a dict with at least the following keys: - country_name - state_or_province_name - locality_name - organization_name - common_name Less common keys include: - organiz...
[ "def", "subject", "(", "self", ",", "value", ")", ":", "is_dict", "=", "isinstance", "(", "value", ",", "dict", ")", "if", "not", "isinstance", "(", "value", ",", "x509", ".", "Name", ")", "and", "not", "is_dict", ":", "raise", "TypeError", "(", "_pr...
24.038462
0.001537
def _read_columns_file(f): """Return the list of column queries read from the given JSON file. :param f: path to the file to read :type f: string :rtype: list of dicts """ try: columns = json.loads(open(f, 'r').read(), object_pairs_hook=collections.Ordered...
[ "def", "_read_columns_file", "(", "f", ")", ":", "try", ":", "columns", "=", "json", ".", "loads", "(", "open", "(", "f", ",", "'r'", ")", ".", "read", "(", ")", ",", "object_pairs_hook", "=", "collections", ".", "OrderedDict", ")", "except", "Exceptio...
27
0.001704
def train(self, plot): """ Compute all the required guides Parameters ---------- plot : ggplot ggplot object Returns ------- gdefs : list Guides for the plots """ gdefs = [] for scale in plot.scales: ...
[ "def", "train", "(", "self", ",", "plot", ")", ":", "gdefs", "=", "[", "]", "for", "scale", "in", "plot", ".", "scales", ":", "for", "output", "in", "scale", ".", "aesthetics", ":", "# The guide for aesthetic 'xxx' is stored", "# in plot.guides['xxx']. The prior...
36.78125
0.000827
def delete_items_by_index(list_, index_list, copy=False): """ Remove items from ``list_`` at positions specified in ``index_list`` The original ``list_`` is preserved if ``copy`` is True Args: list_ (list): index_list (list): copy (bool): preserves original list if True Exa...
[ "def", "delete_items_by_index", "(", "list_", ",", "index_list", ",", "copy", "=", "False", ")", ":", "if", "copy", ":", "list_", "=", "list_", "[", ":", "]", "# Rectify negative indicies", "index_list_", "=", "[", "(", "len", "(", "list_", ")", "+", "x"...
32.107143
0.00108
def get_plain_text(self): """Returns a list""" _msg = self.message if self.message is not None else [""] msg = _msg if isinstance(_msg, list) else [_msg] line = "" if not self.line else ", line {}".format(self.line) ret = ["{} found in file '{}'{}::".format(self.type.capital...
[ "def", "get_plain_text", "(", "self", ")", ":", "_msg", "=", "self", ".", "message", "if", "self", ".", "message", "is", "not", "None", "else", "[", "\"\"", "]", "msg", "=", "_msg", "if", "isinstance", "(", "_msg", ",", "list", ")", "else", "[", "_...
45.2
0.010846
def _next_id(self): """Return the next available message id.""" assert get_thread_ident() == self.ioloop_thread_id self._last_msg_id += 1 return str(self._last_msg_id)
[ "def", "_next_id", "(", "self", ")", ":", "assert", "get_thread_ident", "(", ")", "==", "self", ".", "ioloop_thread_id", "self", ".", "_last_msg_id", "+=", "1", "return", "str", "(", "self", ".", "_last_msg_id", ")" ]
39
0.01005
def run_command(cmd, out, ignore_errors=False): """We want to both send subprocess output to stdout or another file descriptor as the subprocess runs, *and* capture the actual exception message on errors. CalledProcessErrors do not reliably contain the underlying exception in either the 'message' or 'ou...
[ "def", "run_command", "(", "cmd", ",", "out", ",", "ignore_errors", "=", "False", ")", ":", "tempdir", "=", "tempfile", ".", "mkdtemp", "(", ")", "output_file", "=", "os", ".", "path", ".", "join", "(", "tempdir", ",", "\"stderr\"", ")", "original_cmd", ...
42.814815
0.000846
def shutdown(self, save=False, nosave=False): """Shutdown the Redis server. If Redis has persistence configured, data will be flushed before shutdown. If the "save" option is set, a data flush will be attempted even if there is no persistence configured. If the "nosave" option is set,...
[ "def", "shutdown", "(", "self", ",", "save", "=", "False", ",", "nosave", "=", "False", ")", ":", "if", "save", "and", "nosave", ":", "raise", "DataError", "(", "'SHUTDOWN save and nosave cannot both be set'", ")", "args", "=", "[", "'SHUTDOWN'", "]", "if", ...
42.6
0.002296
def ones(shape, ctx=None, dtype=None, **kwargs): """Returns a new array filled with all ones, with the given shape and type. Parameters ---------- shape : int or tuple of int or list of int The shape of the empty array. ctx : Context, optional An optional device context. Def...
[ "def", "ones", "(", "shape", ",", "ctx", "=", "None", ",", "dtype", "=", "None", ",", "*", "*", "kwargs", ")", ":", "# pylint: disable= unused-argument", "if", "ctx", "is", "None", ":", "ctx", "=", "current_context", "(", ")", "dtype", "=", "mx_real_t", ...
32.942857
0.001685
def populate_field_list(self, excluded_fields=None): """Helper to add field of the layer to the list. :param excluded_fields: List of field that want to be excluded. :type excluded_fields: list """ # Populate fields list if excluded_fields is None: excluded_f...
[ "def", "populate_field_list", "(", "self", ",", "excluded_fields", "=", "None", ")", ":", "# Populate fields list", "if", "excluded_fields", "is", "None", ":", "excluded_fields", "=", "[", "]", "self", ".", "field_list", ".", "clear", "(", ")", "for", "field",...
39.04
0.002
def parseSyslog(msg): """Parses Syslog messages (RFC 5424) The `Syslog Message Format (RFC 5424) <https://tools.ietf.org/html/rfc5424#section-6>`_ can be parsed with simple whitespace tokenization:: SYSLOG-MSG = HEADER SP STRUCTURED-DATA [SP MSG] HEADER = PRI VERSION SP TIMESTAMP S...
[ "def", "parseSyslog", "(", "msg", ")", ":", "tokens", "=", "msg", ".", "split", "(", "' '", ",", "6", ")", "result", "=", "{", "}", "if", "len", "(", "tokens", ")", ">", "0", ":", "pri", "=", "tokens", "[", "0", "]", "start", "=", "pri", ".",...
30.706897
0.009249
def _align(terms): """Align a set of terms""" try: # flatten the parse tree (a nested list, really) terms = list(com.flatten(terms)) except TypeError: # can't iterate so it must just be a constant or single variable if isinstance(terms.value, pd.core.generic.NDFrame): ...
[ "def", "_align", "(", "terms", ")", ":", "try", ":", "# flatten the parse tree (a nested list, really)", "terms", "=", "list", "(", "com", ".", "flatten", "(", "terms", ")", ")", "except", "TypeError", ":", "# can't iterate so it must just be a constant or single variab...
37.421053
0.001372
def argvquote(arg, force=False): """ Returns an argument quoted in such a way that that CommandLineToArgvW on Windows will return the argument string unchanged. This is the same thing Popen does when supplied with an list of arguments. Arguments in a command line should be separated by spaces; this ...
[ "def", "argvquote", "(", "arg", ",", "force", "=", "False", ")", ":", "if", "not", "force", "and", "len", "(", "arg", ")", "!=", "0", "and", "not", "any", "(", "[", "c", "in", "arg", "for", "c", "in", "' \\t\\n\\v\"'", "]", ")", ":", "return", ...
44.15625
0.001385
def asRFC2822(self, tzinfo=None, includeDayOfWeek=True): """Return this Time formatted as specified in RFC 2822. RFC 2822 specifies the format of email messages. RFC 2822 says times in email addresses should reflect the local timezone. If tzinfo is a datetime.tzinfo instance, the retur...
[ "def", "asRFC2822", "(", "self", ",", "tzinfo", "=", "None", ",", "includeDayOfWeek", "=", "True", ")", ":", "dtime", "=", "self", ".", "asDatetime", "(", "tzinfo", ")", "if", "tzinfo", "is", "None", ":", "rfcoffset", "=", "'-0000'", "else", ":", "rfco...
34.457143
0.001613
def htotdev(data, rate=1.0, data_type="phase", taus=None): """ PRELIMINARY - REQUIRES FURTHER TESTING. Hadamard Total deviation. Better confidence at long averages for Hadamard deviation FIXME: bias corrections from http://www.wriley.com/CI2.pdf W FM 0.995 alpha= 0 F...
[ "def", "htotdev", "(", "data", ",", "rate", "=", "1.0", ",", "data_type", "=", "\"phase\"", ",", "taus", "=", "None", ")", ":", "if", "data_type", "==", "\"phase\"", ":", "phase", "=", "data", "freq", "=", "phase2frequency", "(", "phase", ",", "rate", ...
35.360656
0.000902
def takeFromTree(self): """ Takes this item from the tree. """ tree = self.treeWidget() parent = self.parent() if parent: parent.takeChild(parent.indexOfChild(self)) else: tree.takeTopLevelItem(tree.indexOfTopLevelItem(se...
[ "def", "takeFromTree", "(", "self", ")", ":", "tree", "=", "self", ".", "treeWidget", "(", ")", "parent", "=", "self", ".", "parent", "(", ")", "if", "parent", ":", "parent", ".", "takeChild", "(", "parent", ".", "indexOfChild", "(", "self", ")", ")"...
28.545455
0.009259
def copy_samples(self, other, parameters=None, parameter_names=None, read_args=None, write_args=None): """Should copy samples to the other files. Parameters ---------- other : InferenceFile An open inference file to write to. parameters : list of...
[ "def", "copy_samples", "(", "self", ",", "other", ",", "parameters", "=", "None", ",", "parameter_names", "=", "None", ",", "read_args", "=", "None", ",", "write_args", "=", "None", ")", ":", "# select the samples to copy", "logging", ".", "info", "(", "\"Re...
47.783784
0.001663
def fast_sweep_time_evolution(Ep, epsilonp, gamma, omega_level, rm, xi, theta, semi_analytic=True, file_name=None, return_code=False): r"""Return a spectrum of time evolutions of the density matrix. We test a basic two-le...
[ "def", "fast_sweep_time_evolution", "(", "Ep", ",", "epsilonp", ",", "gamma", ",", "omega_level", ",", "rm", ",", "xi", ",", "theta", ",", "semi_analytic", "=", "True", ",", "file_name", "=", "None", ",", "return_code", "=", "False", ")", ":", "# We unpack...
38.658031
0.001176
def populate_all_metadata(): """ Create metadata instances for all models in seo_models if empty. Once you have created a single metadata instance, this will not run. This is because it is a potentially slow operation that need only be done once. If you want to ensure that everything is popu...
[ "def", "populate_all_metadata", "(", ")", ":", "for", "Metadata", "in", "registry", ".", "values", "(", ")", ":", "InstanceMetadata", "=", "Metadata", ".", "_meta", ".", "get_model", "(", "'modelinstance'", ")", "if", "InstanceMetadata", "is", "not", "None", ...
53.083333
0.001543
def get_all_config(self): '''get all of config values''' return json.dumps(self.config, indent=4, sort_keys=True, separators=(',', ':'))
[ "def", "get_all_config", "(", "self", ")", ":", "return", "json", ".", "dumps", "(", "self", ".", "config", ",", "indent", "=", "4", ",", "sort_keys", "=", "True", ",", "separators", "=", "(", "','", ",", "':'", ")", ")" ]
50
0.019737
def solve_sdp(sdp, solver=None, solverparameters=None): """Call a solver on the SDP relaxation. Upon successful solution, it returns the primal and dual objective values along with the solution matrices. :param sdpRelaxation: The SDP relaxation to be solved. :type sdpRelaxation: :class:`ncpol2sdpa....
[ "def", "solve_sdp", "(", "sdp", ",", "solver", "=", "None", ",", "solverparameters", "=", "None", ")", ":", "solvers", "=", "autodetect_solvers", "(", "solverparameters", ")", "solver", "=", "solver", ".", "lower", "(", ")", "if", "solver", "is", "not", ...
42.6
0.000483
def get_weights_fn(modality_type, value=None): """Gets default weights function; if none available, return value.""" if modality_type in (ModalityType.CTC_SYMBOL, ModalityType.IDENTITY_SYMBOL, ModalityType.MULTI_LABEL, ModalityType.SYMBOL, ...
[ "def", "get_weights_fn", "(", "modality_type", ",", "value", "=", "None", ")", ":", "if", "modality_type", "in", "(", "ModalityType", ".", "CTC_SYMBOL", ",", "ModalityType", ".", "IDENTITY_SYMBOL", ",", "ModalityType", ".", "MULTI_LABEL", ",", "ModalityType", "....
45.454545
0.009804
def nl_groups(self, value): """Group setter.""" self.bytearray[self._get_slicers(3)] = bytearray(c_uint32(value or 0))
[ "def", "nl_groups", "(", "self", ",", "value", ")", ":", "self", ".", "bytearray", "[", "self", ".", "_get_slicers", "(", "3", ")", "]", "=", "bytearray", "(", "c_uint32", "(", "value", "or", "0", ")", ")" ]
44
0.014925
def rename_cols(df,names,renames=None,prefix=None,suffix=None): """ rename columns of a pandas table :param df: pandas dataframe :param names: list of new column names """ if not prefix is None: renames=[ "%s%s" % (prefix,s) for s in names] if not suffix is None: renames...
[ "def", "rename_cols", "(", "df", ",", "names", ",", "renames", "=", "None", ",", "prefix", "=", "None", ",", "suffix", "=", "None", ")", ":", "if", "not", "prefix", "is", "None", ":", "renames", "=", "[", "\"%s%s\"", "%", "(", "prefix", ",", "s", ...
34
0.039746
def append_cluster(self, cluster, data = None, marker = '.', markersize = None, color = None): """! @brief Appends cluster for visualization. @param[in] cluster (list): cluster that may consist of indexes of objects from the data or object itself. @param[in] data (list): If defines...
[ "def", "append_cluster", "(", "self", ",", "cluster", ",", "data", "=", "None", ",", "marker", "=", "'.'", ",", "markersize", "=", "None", ",", "color", "=", "None", ")", ":", "if", "len", "(", "cluster", ")", "==", "0", ":", "raise", "ValueError", ...
48.173913
0.013274
def get_iterator(self, dataset, training=False): """Get an iterator that allows to loop over the batches of the given data. If ``self.iterator_train__batch_size`` and/or ``self.iterator_test__batch_size`` are not set, use ``self.batch_size`` instead. Parameters ...
[ "def", "get_iterator", "(", "self", ",", "dataset", ",", "training", "=", "False", ")", ":", "if", "training", ":", "kwargs", "=", "self", ".", "_get_params_for", "(", "'iterator_train'", ")", "iterator", "=", "self", ".", "iterator_train", "else", ":", "k...
31.552632
0.001618
def run_reports(reportlets_dir, out_dir, subject_label, run_uuid, config=None, packagename=None): """ Runs the reports .. testsetup:: >>> from shutil import copytree >>> from tempfile import TemporaryDirectory >>> new_path = Path(__file__).resolve().parent.parent >>> test_d...
[ "def", "run_reports", "(", "reportlets_dir", ",", "out_dir", ",", "subject_label", ",", "run_uuid", ",", "config", "=", "None", ",", "packagename", "=", "None", ")", ":", "report", "=", "Report", "(", "Path", "(", "reportlets_dir", ")", ",", "out_dir", ","...
31
0.001009
def bs_values_df(run_list, estimator_list, estimator_names, n_simulate, **kwargs): """Computes a data frame of bootstrap resampled values. Parameters ---------- run_list: list of dicts List of nested sampling run dicts. estimator_list: list of functions Estimators t...
[ "def", "bs_values_df", "(", "run_list", ",", "estimator_list", ",", "estimator_names", ",", "n_simulate", ",", "*", "*", "kwargs", ")", ":", "tqdm_kwargs", "=", "kwargs", ".", "pop", "(", "'tqdm_kwargs'", ",", "{", "'desc'", ":", "'bs values'", "}", ")", "...
40.833333
0.000569
def get_by_dotted_path(d, path, default=None): """ Get an entry from nested dictionaries using a dotted path. Example: >>> get_by_dotted_path({'foo': {'a': 12}}, 'foo.a') 12 """ if not path: return d split_path = path.split('.') current_option = d for p in split_path: ...
[ "def", "get_by_dotted_path", "(", "d", ",", "path", ",", "default", "=", "None", ")", ":", "if", "not", "path", ":", "return", "d", "split_path", "=", "path", ".", "split", "(", "'.'", ")", "current_option", "=", "d", "for", "p", "in", "split_path", ...
25.470588
0.002227
def get_skill_data(self): """ generates tuples of name, path, url, sha """ path_to_sha = { folder: sha for folder, sha in self.get_shas() } modules = self.read_file('.gitmodules').split('[submodule "') for i, module in enumerate(modules): if not module: ...
[ "def", "get_skill_data", "(", "self", ")", ":", "path_to_sha", "=", "{", "folder", ":", "sha", "for", "folder", ",", "sha", "in", "self", ".", "get_shas", "(", ")", "}", "modules", "=", "self", ".", "read_file", "(", "'.gitmodules'", ")", ".", "split",...
42.631579
0.002415
def _absolute_position_to_relative_position_unmasked(x): """Helper function for dot_product_unmasked_self_attention_relative_v2. Rearrange an attention logits or weights Tensor. The dimensions of the input represent: [batch, heads, query_position, memory_position] The dimensions of the output represent: ...
[ "def", "_absolute_position_to_relative_position_unmasked", "(", "x", ")", ":", "batch", ",", "heads", ",", "length", ",", "_", "=", "common_layers", ".", "shape_list", "(", "x", ")", "# padd along column", "x", "=", "tf", ".", "pad", "(", "x", ",", "[", "[...
36.551724
0.011949
def validate_callback(callback): """ validates a callback's on_loop_start and on_loop_end methods Parameters ---------- callback : Callback object Returns ------- validated callback """ if not(hasattr(callback, '_validated')) or callback._validated == False: assert hasa...
[ "def", "validate_callback", "(", "callback", ")", ":", "if", "not", "(", "hasattr", "(", "callback", ",", "'_validated'", ")", ")", "or", "callback", ".", "_validated", "==", "False", ":", "assert", "hasattr", "(", "callback", ",", "'on_loop_start'", ")", ...
35.125
0.002309
def get_dummy_distribution(): """ Returns a distutils Distribution object used to instrument the setup environment before calling the actual setup() function. """ from .setup_helpers import _module_state if _module_state['registered_commands'] is None: raise RuntimeError( '...
[ "def", "get_dummy_distribution", "(", ")", ":", "from", ".", "setup_helpers", "import", "_module_state", "if", "_module_state", "[", "'registered_commands'", "]", "is", "None", ":", "raise", "RuntimeError", "(", "'astropy_helpers.setup_helpers.register_commands() must be '"...
37.193548
0.000845
def from_networkx_graph(nx_graph): """Returns an UndirectedHypergraph object that is the graph equivalent of the given NetworkX Graph object. :param nx_graph: the NetworkX undirected graph object to transform. :returns: UndirectedHypergraph -- H object equivalent to the NetworkX undirected ...
[ "def", "from_networkx_graph", "(", "nx_graph", ")", ":", "import", "networkx", "as", "nx", "if", "not", "isinstance", "(", "nx_graph", ",", "nx", ".", "Graph", ")", ":", "raise", "TypeError", "(", "\"Transformation only applicable to undirected \\\n ...
32.666667
0.001101
def neverCalledWithMatch(cls, spy, *args, **kwargs): #pylint: disable=invalid-name """ Checking the inspector is never called with partial SinonMatcher(args/kwargs) Args: SinonSpy, args/kwargs """ cls.__is_spy(spy) if not (spy.neverCalledWithMatch(*args, **kwargs)): ...
[ "def", "neverCalledWithMatch", "(", "cls", ",", "spy", ",", "*", "args", ",", "*", "*", "kwargs", ")", ":", "#pylint: disable=invalid-name", "cls", ".", "__is_spy", "(", "spy", ")", "if", "not", "(", "spy", ".", "neverCalledWithMatch", "(", "*", "args", ...
44.5
0.016529