kejian/codesearchnet-python-linelen40-full

text stringlengths 89 104k	code_tokens list	avg_line_len float64 7.91 980	score float64 0 630
def get_event_position(voevent, index=0): """Extracts the `AstroCoords` from a given `WhereWhen.ObsDataLocation`. Note that a packet may include multiple 'ObsDataLocation' entries under the 'WhereWhen' section, for example giving locations of an object moving over time. Most packets will have only one,...	[ "def", "get_event_position", "(", "voevent", ",", "index", "=", "0", ")", ":", "od", "=", "voevent", ".", "WhereWhen", ".", "ObsDataLocation", "[", "index", "]", "ac", "=", "od", ".", "ObservationLocation", ".", "AstroCoords", "ac_sys", "=", "voevent", "."...	43.133333	22.6
def parse_env_file(envfile): """Parse the content of an iterable of lines as ``.env``. Return a dict of config variables. >>> parse_env_file(['DUDE=Abides']) {'DUDE': 'Abides'} """ data = {} for line_no, line in enumerate(envfile): line = line.strip() if not line or line.s...	[ "def", "parse_env_file", "(", "envfile", ")", ":", "data", "=", "{", "}", "for", "line_no", ",", "line", "in", "enumerate", "(", "envfile", ")", ":", "line", "=", "line", ".", "strip", "(", ")", "if", "not", "line", "or", "line", ".", "startswith", ...	29.307692	18.923077
def refresh_session(self, sessionkey, refresh_token=None): ''' Refresh Session Token ''' if not refresh_token: refresh_token = sessionkey params = { 'appkey' : self.API_KEY, 'sessionkey' : sessionkey, 'refresh_token': refresh_token...	[ "def", "refresh_session", "(", "self", ",", "sessionkey", ",", "refresh_token", "=", "None", ")", ":", "if", "not", "refresh_token", ":", "refresh_token", "=", "sessionkey", "params", "=", "{", "'appkey'", ":", "self", ".", "API_KEY", ",", "'sessionkey'", ":...	39.083333	16.25
def get_collaborator_permission(self, collaborator): """ :calls: `GET /repos/:owner/:repo/collaborators/:username/permission <http://developer.github.com/v3/repos/collaborators>`_ :param collaborator: string or :class:`github.NamedUser.NamedUser` :rtype: string """ assert...	[ "def", "get_collaborator_permission", "(", "self", ",", "collaborator", ")", ":", "assert", "isinstance", "(", "collaborator", ",", "github", ".", "NamedUser", ".", "NamedUser", ")", "or", "isinstance", "(", "collaborator", ",", "(", "str", ",", "unicode", ")"...	52.142857	27.428571
def set_window_focus_callback(window, cbfun): """ Sets the focus callback for the specified window. Wrapper for: GLFWwindowfocusfun glfwSetWindowFocusCallback(GLFWwindow* window, GLFWwindowfocusfun cbfun); """ window_addr = ctypes.cast(ctypes.pointer(window), c...	[ "def", "set_window_focus_callback", "(", "window", ",", "cbfun", ")", ":", "window_addr", "=", "ctypes", ".", "cast", "(", "ctypes", ".", "pointer", "(", "window", ")", ",", "ctypes", ".", "POINTER", "(", "ctypes", ".", "c_long", ")", ")", ".", "contents...	40.285714	19.714286
def post_check(self, check): """ :param check: Check to post to Metricly :type check: object """ if self.disabled is True: logging.error('Posting has been disabled. ' 'See previous errors for details.') return(False) ...	[ "def", "post_check", "(", "self", ",", "check", ")", ":", "if", "self", ".", "disabled", "is", "True", ":", "logging", ".", "error", "(", "'Posting has been disabled. '", "'See previous errors for details.'", ")", "return", "(", "False", ")", "url", "=", "self...	33.594595	16.081081
def replace_all_calls(mod, orig, repl): """Replace all calls to `orig` to `repl` in module `mod`. Returns the references to the returned calls """ rc = ReplaceCalls(orig, repl) rc.visit(mod) return rc.calls	[ "def", "replace_all_calls", "(", "mod", ",", "orig", ",", "repl", ")", ":", "rc", "=", "ReplaceCalls", "(", "orig", ",", "repl", ")", "rc", ".", "visit", "(", "mod", ")", "return", "rc", ".", "calls" ]	32	8.571429
def paste(self, target_state_m, cursor_position=None, limited=None, convert=False): """Paste objects to target state The method checks whether the target state is a execution state or a container state and inserts respective elements and notifies the user if the parts can not be insert to the t...	[ "def", "paste", "(", "self", ",", "target_state_m", ",", "cursor_position", "=", "None", ",", "limited", "=", "None", ",", "convert", "=", "False", ")", ":", "self", ".", "reset_clipboard_mapping_dicts", "(", ")", "if", "not", "isinstance", "(", "target_stat...	67.016393	40.180328
def help(opts, bot, _): """Usage: help [<command>] With no arguments, print the form of all supported commands. With an argument, print a detailed explanation of a command. """ command = opts['<command>'] if command is None: return bot.help_text() if command not in bot.commands: ...	[ "def", "help", "(", "opts", ",", "bot", ",", "_", ")", ":", "command", "=", "opts", "[", "'<command>'", "]", "if", "command", "is", "None", ":", "return", "bot", ".", "help_text", "(", ")", "if", "command", "not", "in", "bot", ".", "commands", ":",...	28.5	17
def find_for_event(cls, event, include_hidden=False, **kwargs): """Returns a Query that retrieves the chatrooms for an event :param event: an indico event (with a numeric ID) :param include_hidden: if hidden chatrooms should be included, too :param kwargs: extra kwargs to pass to ``find...	[ "def", "find_for_event", "(", "cls", ",", "event", ",", "include_hidden", "=", "False", ",", "", "", "kwargs", ")", ":", "query", "=", "cls", ".", "find", "(", "event_id", "=", "event", ".", "id", ",", "", "", "kwargs", ")", "if", "not", "inclu...	43.454545	16.272727
def is_global(self): """Test if this address is allocated for public networks. Returns: A boolean, True if the address is not reserved per iana-ipv4-special-registry. """ return (not (self.network_address in IPv4Network('100.64.0.0/10') and self....	[ "def", "is_global", "(", "self", ")", ":", "return", "(", "not", "(", "self", ".", "network_address", "in", "IPv4Network", "(", "'100.64.0.0/10'", ")", "and", "self", ".", "broadcast_address", "in", "IPv4Network", "(", "'100.64.0.0/10'", ")", ")", "and", "no...	36.454545	20.272727
def parse_mpi(s): """See https://tools.ietf.org/html/rfc4880#section-3.2 for details.""" bits = s.readfmt('>H') blob = bytearray(s.read(int((bits + 7) // 8))) return sum(v << (8 * i) for i, v in enumerate(reversed(blob)))	[ "def", "parse_mpi", "(", "s", ")", ":", "bits", "=", "s", ".", "readfmt", "(", "'>H'", ")", "blob", "=", "bytearray", "(", "s", ".", "read", "(", "int", "(", "(", "bits", "+", "7", ")", "//", "8", ")", ")", ")", "return", "sum", "(", "v", "...	46.6	14.6
def AssignGroupNodes(r, group, nodes, force=False, dry_run=False): """ Assigns nodes to a group. @type group: string @param group: Node gropu name @type nodes: list of strings @param nodes: List of nodes to assign to the group @rtype: int @return: job id """ query = { ...	[ "def", "AssignGroupNodes", "(", "r", ",", "group", ",", "nodes", ",", "force", "=", "False", ",", "dry_run", "=", "False", ")", ":", "query", "=", "{", "\"force\"", ":", "force", ",", "\"dry-run\"", ":", "dry_run", ",", "}", "body", "=", "{", "\"node...	20.16	23.36
def publish(self): ''' Perform HTTP session to transmit defined weather values. ''' return self._publish( self.args, self.server, self.URI)	[ "def", "publish", "(", "self", ")", ":", "return", "self", ".", "_publish", "(", "self", ".", "args", ",", "self", ".", "server", ",", "self", ".", "URI", ")" ]	31.8	25.4
def layers(self): """ gets the layers for the feature service """ if self._layers is None: self.__init() self._getLayers() return self._layers	[ "def", "layers", "(", "self", ")", ":", "if", "self", ".", "_layers", "is", "None", ":", "self", ".", "__init", "(", ")", "self", ".", "_getLayers", "(", ")", "return", "self", ".", "_layers" ]	30.166667	12.333333
def validated_type(base_type, name=None, validate=None): """Convenient way to create a new type by adding validation to existing type. Example: :: Ipv4Address = validated_type( String, 'Ipv4Address', # regexp simplified for demo purposes Regexp('^\d+\.\d+\.\d+\.\d+$...	[ "def", "validated_type", "(", "base_type", ",", "name", "=", "None", ",", "validate", "=", "None", ")", ":", "if", "validate", "is", "None", ":", "validate", "=", "[", "]", "if", "not", "is_sequence", "(", "validate", ")", ":", "validate", "=", "[", ...	35.065217	19.934783
def plotTraces (include = None, timeRange = None, overlay = False, oneFigPer = 'cell', rerun = False, colors = None, ylim = None, axis='on', fontSize=12, figSize = (10,8), saveData = None, saveFig = None, showFig = True): ''' Plot recorded traces - include (['all',\|'allCells','allNetStims',\|,120,\|...	[ "def", "plotTraces", "(", "include", "=", "None", ",", "timeRange", "=", "None", ",", "overlay", "=", "False", ",", "oneFigPer", "=", "'cell'", ",", "rerun", "=", "False", ",", "colors", "=", "None", ",", "ylim", "=", "None", ",", "axis", "=", "'on'"...	50.622047	26.84252
def _stripped_name_version(self): """Returns filename stripped of the suffix. Returns: Filename stripped of the suffix (extension). """ # we don't use splitext, because on "a.tar.gz" it returns ("a.tar", # "gz") filename = os.path.basename(self.local_file) ...	[ "def", "_stripped_name_version", "(", "self", ")", ":", "# we don't use splitext, because on \"a.tar.gz\" it returns (\"a.tar\",", "# \"gz\")", "filename", "=", "os", ".", "path", ".", "basename", "(", "self", ".", "local_file", ")", "for", "archive_suffix", "in", "sett...	45.866667	18.133333
def validate_cmaps(cmaps): """Validate a dictionary of color lists Parameters ---------- cmaps: dict a mapping from a colormap name to a list of colors Raises ------ ValueError If one of the values in `cmaps` is not a color list Notes ----- For all items (listn...	[ "def", "validate_cmaps", "(", "cmaps", ")", ":", "cmaps", "=", "{", "validate_str", "(", "key", ")", ":", "validate_colorlist", "(", "val", ")", "for", "key", ",", "val", "in", "cmaps", "}", "for", "key", ",", "val", "in", "six", ".", "iteritems", "(...	28.238095	23.47619
def _update_proxy(self, change): """ Update the proxy widget when the Widget data changes. """ #: Try default handler if change['type'] == 'update' and self.proxy_is_active: handler = getattr(self.proxy, 'set_' + change['name'], None) if handler is not Non...	[ "def", "_update_proxy", "(", "self", ",", "change", ")", ":", "#: Try default handler", "if", "change", "[", "'type'", "]", "==", "'update'", "and", "self", ".", "proxy_is_active", ":", "handler", "=", "getattr", "(", "self", ".", "proxy", ",", "'set_'", "...	40.5	13.25
def _connect(self): """Connect to server.""" self._soc = socket.socket(socket.AF_INET, socket.SOCK_STREAM) self._soc.connect((self._ipaddr, self._port)) self._soc.send(_build_request({'cmd': cmd.CMD_MESSAGE_PASSWORD, 'sha': self._password}))	[ "def", "_connect", "(", "self", ")", ":", "self", ".", "_soc", "=", "socket", ".", "socket", "(", "socket", ".", "AF_INET", ",", "socket", ".", "SOCK_STREAM", ")", "self", ".", "_soc", ".", "connect", "(", "(", "self", ".", "_ipaddr", ",", "self", ...	51.166667	19.5
def on_change_dir_button(self, event=None): """ create change directory frame """ currentDirectory = self.WD #os.getcwd() change_dir_dialog = wx.DirDialog(self.panel, "Choose your working directory to create or edit a MagIC contribution:",...	[ "def", "on_change_dir_button", "(", "self", ",", "event", "=", "None", ")", ":", "currentDirectory", "=", "self", ".", "WD", "#os.getcwd()", "change_dir_dialog", "=", "wx", ".", "DirDialog", "(", "self", ".", "panel", ",", "\"Choose your working directory to creat...	45.529412	16
def build_function(func): """ Build a function from a templated function. The function must look like template<class I, class T, ...> void func(const p[], p_size, ...) rules: - a pointer or array p is followed by int p_size - all arrays are templated - non arrays are basic ...	[ "def", "build_function", "(", "func", ")", ":", "indent", "=", "' '", "# temlpate and function name", "if", "func", "[", "'template'", "]", ":", "fdef", "=", "func", "[", "'template'", "]", "+", "'\\n'", "else", ":", "fdef", "=", "''", "newcall", "=", ...	28.268908	17.462185
def setVisible(self, state): """ Sets whether or not this toolbar is visible. If shown, it will rebuild. :param state \| <bool> """ super(XDockToolbar, self).setVisible(state) if state: self.rebuild() self.setCurren...	[ "def", "setVisible", "(", "self", ",", "state", ")", ":", "super", "(", "XDockToolbar", ",", "self", ")", ".", "setVisible", "(", "state", ")", "if", "state", ":", "self", ".", "rebuild", "(", ")", "self", ".", "setCurrentAction", "(", "None", ")" ]	29.363636	15.181818
def _get_tokens_rate_limits(self): """Return array of all tokens remaining API points""" remainings = [0] * self.n_tokens # Turn off archiving when checking rates, because that would cause # archive key conflict (the same URLs giving different responses) arch = self.archive ...	[ "def", "_get_tokens_rate_limits", "(", "self", ")", ":", "remainings", "=", "[", "0", "]", "*", "self", ".", "n_tokens", "# Turn off archiving when checking rates, because that would cause", "# archive key conflict (the same URLs giving different responses)", "arch", "=", "self...	46.733333	18.666667
def get_object(self, args, *kwargs): """ Should memoize the object to avoid multiple query if get_object is used many times in the view """ self.category_instance = get_object_or_404(Category, slug=self.kwargs['category_slug']) return get_object_or_404(Post, thread__id=self.kwa...	[ "def", "get_object", "(", "self", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "self", ".", "category_instance", "=", "get_object_or_404", "(", "Category", ",", "slug", "=", "self", ".", "kwargs", "[", "'category_slug'", "]", ")", "return", "get_...	66.666667	37
def check_vpc(vpc_id=None, vpc_name=None, region=None, key=None, keyid=None, profile=None): ''' Check whether a VPC with the given name or id exists. Returns the vpc_id or None. Raises SaltInvocationError if both vpc_id and vpc_name are None. Optionally raise a CommandExecutionError if...	[ "def", "check_vpc", "(", "vpc_id", "=", "None", ",", "vpc_name", "=", "None", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ")", ":", "if", "not", "_exactly_one", "(", "(", "vpc_name", ...	35.821429	23.25
def get_media_entities(tweet): """ Grabs all the media entities from a tweet, which are contained in the "extended_entities" or "twitter_extended_entities" field depending on the tweet format. Note that this is not the same as the first media entity from the basic `entities` key; this is required to...	[ "def", "get_media_entities", "(", "tweet", ")", ":", "ext_ents_key", "=", "\"extended_entities\"", "if", "is_original_format", "(", "tweet", ")", "else", "\"twitter_extended_entities\"", "ext_ents", "=", "tweet", ".", "get", "(", "ext_ents_key", ")", "media", "=", ...	69.050847	42.372881
def named_entity_spans(self): """The spans of named entities.""" if not self.is_tagged(NAMED_ENTITIES): self.tag_named_entities() return self.spans(NAMED_ENTITIES)	[ "def", "named_entity_spans", "(", "self", ")", ":", "if", "not", "self", ".", "is_tagged", "(", "NAMED_ENTITIES", ")", ":", "self", ".", "tag_named_entities", "(", ")", "return", "self", ".", "spans", "(", "NAMED_ENTITIES", ")" ]	39	4.2
def parse(self): """ The function for parsing the JSON response to the vars dictionary. """ try: self.vars['handle'] = self.json['handle'].strip() except (KeyError, ValueError, TypeError): raise InvalidEntityObject('Handle is missing for RDAP entity') ...	[ "def", "parse", "(", "self", ")", ":", "try", ":", "self", ".", "vars", "[", "'handle'", "]", "=", "self", ".", "json", "[", "'handle'", "]", ".", "strip", "(", ")", "except", "(", "KeyError", ",", "ValueError", ",", "TypeError", ")", ":", "raise",...	20.112903	25.758065
def p_reset(self, program): """ reset : RESET primary """ program[0] = node.Reset([program[2]]) self.verify_reg(program[2], 'qreg')	[ "def", "p_reset", "(", "self", ",", "program", ")", ":", "program", "[", "0", "]", "=", "node", ".", "Reset", "(", "[", "program", "[", "2", "]", "]", ")", "self", ".", "verify_reg", "(", "program", "[", "2", "]", ",", "'qreg'", ")" ]	27.666667	5.333333
def imag(self, newimag): """Set the imaginary part of this element to ``newimag``. This method is invoked by ``x.imag = other``. Parameters ---------- newimag : array-like or scalar Values to be assigned to the imaginary part of this element. Raises ...	[ "def", "imag", "(", "self", ",", "newimag", ")", ":", "if", "self", ".", "space", ".", "is_real", ":", "raise", "ValueError", "(", "'cannot set imaginary part in real spaces'", ")", "self", ".", "tensor", ".", "imag", "=", "newimag" ]	30.611111	21.055556
def start(state, host, ctid, force=False): ''' Start OpenVZ containers. + ctid: CTID of the container to start + force: whether to force container start ''' args = ['{0}'.format(ctid)] if force: args.append('--force') yield 'vzctl start {0}'.format(' '.join(args))	[ "def", "start", "(", "state", ",", "host", ",", "ctid", ",", "force", "=", "False", ")", ":", "args", "=", "[", "'{0}'", ".", "format", "(", "ctid", ")", "]", "if", "force", ":", "args", ".", "append", "(", "'--force'", ")", "yield", "'vzctl start ...	21.071429	21.642857
def move(self, d, add_tile=True): """ move and return the move score """ if d == Board.LEFT or d == Board.RIGHT: chg, get = self.setLine, self.getLine elif d == Board.UP or d == Board.DOWN: chg, get = self.setCol, self.getCol else: retu...	[ "def", "move", "(", "self", ",", "d", ",", "add_tile", "=", "True", ")", ":", "if", "d", "==", "Board", ".", "LEFT", "or", "d", "==", "Board", ".", "RIGHT", ":", "chg", ",", "get", "=", "self", ".", "setLine", ",", "self", ".", "getLine", "elif...	30.583333	15.25
def unpitched_high(dur, idx): """ Non-harmonic treble/higher frequency sound as a list (due to memoization). Parameters ---------- dur: Duration, in samples. idx: Zero or one (integer), for a small difference to the sound played. Returns ------- A list with the synthesized note. """ fir...	[ "def", "unpitched_high", "(", "dur", ",", "idx", ")", ":", "first_dur", ",", "a", ",", "d", ",", "r", ",", "gain", "=", "[", "(", "30", "", "ms", ",", "10", "", "ms", ",", "8", "", "ms", ",", "10", "", "ms", ",", ".4", ")", ",", "(", ...	25.4	20.44
def rooms(self, sid, namespace=None): """Return the rooms a client is in. The only difference with the :func:`socketio.Server.rooms` method is that when the ``namespace`` argument is not given the namespace associated with the class is used. """ return self.server.rooms(...	[ "def", "rooms", "(", "self", ",", "sid", ",", "namespace", "=", "None", ")", ":", "return", "self", ".", "server", ".", "rooms", "(", "sid", ",", "namespace", "=", "namespace", "or", "self", ".", "namespace", ")" ]	44.5	18.5
def feed_data(self, data: bytes) -> None: """ 代理 feed_data """ if self._parser is not None: self._parser.feed_data(data)	[ "def", "feed_data", "(", "self", ",", "data", ":", "bytes", ")", "->", "None", ":", "if", "self", ".", "_parser", "is", "not", "None", ":", "self", ".", "_parser", ".", "feed_data", "(", "data", ")" ]	26.5	4.166667
def write(self, output_stream, kmip_version=enums.KMIPVersion.KMIP_1_0): """ Write the data encoding the DeviceCredential struct to a stream. Args: output_stream (stream): A data stream in which to encode object data, supporting a write method; usually a BytearrayStr...	[ "def", "write", "(", "self", ",", "output_stream", ",", "kmip_version", "=", "enums", ".", "KMIPVersion", ".", "KMIP_1_0", ")", ":", "local_stream", "=", "BytearrayStream", "(", ")", "if", "self", ".", "_device_serial_number", "is", "not", "None", ":", "self...	35.78	13.94
def check_role_permissions(role, permissions, current_permissions): """ Checks the the passed in role (can be user, group or AnonymousUser) has all the passed in permissions, granting them if necessary. """ role_permissions = [] # get all the current permissions, we'll remove these as we verif...	[ "def", "check_role_permissions", "(", "role", ",", "permissions", ",", "current_permissions", ")", ":", "role_permissions", "=", "[", "]", "# get all the current permissions, we'll remove these as we verify they should still be granted", "for", "permission", "in", "permissions", ...	36.375	22.732143
def get_stdlib_path(): """Returns the path to the standard lib for the current path installation. This function can be dropped and "sysconfig.get_paths()" used directly once Python 2.6 support is dropped. """ if sys.version_info >= (2, 7): import sysconfig return sysconfig.get_paths()['...	[ "def", "get_stdlib_path", "(", ")", ":", "if", "sys", ".", "version_info", ">=", "(", "2", ",", "7", ")", ":", "import", "sysconfig", "return", "sysconfig", ".", "get_paths", "(", ")", "[", "'stdlib'", "]", "else", ":", "return", "os", ".", "path", "...	37.6	19.3
def _find_cut_triangle(self, edge): """ Return the triangle that has edge[0] as one of its vertices and is bisected by edge. Return None if no triangle is found. """ edges = [] # opposite edge for each triangle attached to edge[0] for tri in self.tris: ...	[ "def", "_find_cut_triangle", "(", "self", ",", "edge", ")", ":", "edges", "=", "[", "]", "# opposite edge for each triangle attached to edge[0]", "for", "tri", "in", "self", ".", "tris", ":", "if", "edge", "[", "0", "]", "in", "tri", ":", "edges", ".", "ap...	35.681818	14.681818
def delete(self, ids): """ Method to delete asns by their id's :param ids: Identifiers of asns :return: None """ url = build_uri_with_ids('api/v4/as/%s/', ids) return super(ApiV4As, self).delete(url)	[ "def", "delete", "(", "self", ",", "ids", ")", ":", "url", "=", "build_uri_with_ids", "(", "'api/v4/as/%s/'", ",", "ids", ")", "return", "super", "(", "ApiV4As", ",", "self", ")", ".", "delete", "(", "url", ")" ]	27.555556	11.333333
def metadata_path(self, m_path): """Provide pointers to the paths of the metadata file Args: m_path: Path to metadata file """ if not m_path: self.metadata_dir = None self.metadata_file = None else: if not op.exists(m_path): ...	[ "def", "metadata_path", "(", "self", ",", "m_path", ")", ":", "if", "not", "m_path", ":", "self", ".", "metadata_dir", "=", "None", "self", ".", "metadata_file", "=", "None", "else", ":", "if", "not", "op", ".", "exists", "(", "m_path", ")", ":", "ra...	33.269231	17.884615
def make_batch(self): """Generator function for batchifying data for learning to execute. Yields: tuple: 1. one-hot input tensor, representing programmatic input 2. one-hot target tensor, the vealuation result. 3. one-hot decoder target, start symbol added for sequence decoding. ...	[ "def", "make_batch", "(", "self", ")", ":", "while", "True", ":", "self", ".", "reset_data_source", "(", ")", "obs", "=", "np", ".", "reshape", "(", "self", ".", "_data_source", ".", "flat_data", ",", "[", "self", ".", "batch_size", ",", "-", "1", "]...	45.576923	19.653846
def dropna(self, columns=None, how='any'): """ Remove missing values from an SFrame. A missing value is either ``None`` or ``NaN``. If ``how`` is 'any', a row will be removed if any of the columns in the ``columns`` parameter contains at least one missing value. If ``how`` is '...	[ "def", "dropna", "(", "self", ",", "columns", "=", "None", ",", "how", "=", "'any'", ")", ":", "# If the user gives me an empty list (the indicator to use all columns)", "# NA values being dropped would not be the expected behavior. This", "# is a NOOP, so let's not bother the server...	31.776316	25.065789
def get_application_parser(commands): """ Builds an argument parser for the application's CLI. :param commands: :return: ArgumentParser """ parser = argparse.ArgumentParser( description=configuration.APPLICATION_DESCRIPTION, usage =configuration.EXECUTABLE_NAME + ' [sub-command...	[ "def", "get_application_parser", "(", "commands", ")", ":", "parser", "=", "argparse", ".", "ArgumentParser", "(", "description", "=", "configuration", ".", "APPLICATION_DESCRIPTION", ",", "usage", "=", "configuration", ".", "EXECUTABLE_NAME", "+", "' [sub-command] [o...	26.55	19.35
def get_last_month_range(): """ Gets the date for the first and the last day of the previous complete month. :returns: A tuple containing two date objects, for the first and the last day of the month respectively. """ today = date.today() # Get the last day for the previous month. ...	[ "def", "get_last_month_range", "(", ")", ":", "today", "=", "date", ".", "today", "(", ")", "# Get the last day for the previous month.", "end_of_last_month", "=", "snap_to_beginning_of_month", "(", "today", ")", "-", "timedelta", "(", "days", "=", "1", ")", "star...	46.181818	20.090909
def _conf_packages(args): """Runs custom configuration steps for the packages that ship with support in acorn. """ from acorn.config import config_dir from os import path from acorn.base import testmode target = config_dir(True) alternate = path.join(path.abspath(path.expanduser("~")), "...	[ "def", "_conf_packages", "(", "args", ")", ":", "from", "acorn", ".", "config", "import", "config_dir", "from", "os", "import", "path", "from", "acorn", ".", "base", "import", "testmode", "target", "=", "config_dir", "(", "True", ")", "alternate", "=", "pa...	32.388889	17.138889
def accelerated_proximal_gradient(x, f, g, gamma, niter, callback=None, **kwargs): r"""Accelerated proximal gradient algorithm for convex optimization. The method is known as "Fast Iterative Soft-Thresholding Algorithm" (FISTA). See `[Beck2009]`_ for more information. ...	[ "def", "accelerated_proximal_gradient", "(", "x", ",", "f", ",", "g", ",", "gamma", ",", "niter", ",", "callback", "=", "None", ",", "", "", "kwargs", ")", ":", "# Get and validate input", "if", "x", "not", "in", "f", ".", "domain", ":", "raise", "Ty...	28.457447	22.553191
def find_oxygen_reactions(model): """Return list of oxygen-producing/-consuming reactions.""" o2_in_model = helpers.find_met_in_model(model, "MNXM4") return set([rxn for met in model.metabolites for rxn in met.reactions if met.formula == "O2" or met in o2_in_model])	[ "def", "find_oxygen_reactions", "(", "model", ")", ":", "o2_in_model", "=", "helpers", ".", "find_met_in_model", "(", "model", ",", "\"MNXM4\"", ")", "return", "set", "(", "[", "rxn", "for", "met", "in", "model", ".", "metabolites", "for", "rxn", "in", "me...	50.833333	10.666667
async def jsk_git(self, ctx: commands.Context, *, argument: CodeblockConverter): """ Shortcut for 'jsk sh git'. Invokes the system shell. """ return await ctx.invoke(self.jsk_shell, argument=Codeblock(argument.language, "git " + argument.content))	[ "async", "def", "jsk_git", "(", "self", ",", "ctx", ":", "commands", ".", "Context", ",", "*", ",", "argument", ":", "CodeblockConverter", ")", ":", "return", "await", "ctx", ".", "invoke", "(", "self", ".", "jsk_shell", ",", "argument", "=", "Codeblock"...	45.833333	28.833333
def log_binary(logger, message, **kwargs): """Log binary data if debug is enabled.""" if logger.isEnabledFor(logging.DEBUG): output = ('{0}={1}'.format(k, binascii.hexlify( bytearray(v)).decode()) for k, v in sorted(kwargs.items())) logger.debug('%s (%s)', message, ', '.join(output))	[ "def", "log_binary", "(", "logger", ",", "message", ",", "", "", "kwargs", ")", ":", "if", "logger", ".", "isEnabledFor", "(", "logging", ".", "DEBUG", ")", ":", "output", "=", "(", "'{0}={1}'", ".", "format", "(", "k", ",", "binascii", ".", "hexli...	52.5	11.5
def preprocess(string): """ Preprocesses a string, by replacing ${VARNAME} with os.environ['VARNAME'] Parameters ---------- string: the str object to preprocess Returns ------- the preprocessed string """ split = string.split('${') rval = [split[0]] for candidate...	[ "def", "preprocess", "(", "string", ")", ":", "split", "=", "string", ".", "split", "(", "'${'", ")", "rval", "=", "[", "split", "[", "0", "]", "]", "for", "candidate", "in", "split", "[", "1", ":", "]", ":", "subsplit", "=", "candidate", ".", "s...	26.923077	22.807692
def save(self, args, kwargs): """ Determines ip protocol version automatically. Stores address in interface shortcuts for convenience. """ self.protocol = 'ipv%d' % self.address.version # save super(Ip, self).save(args, **kwargs)	[ "def", "save", "(", "self", ",", "", "args", ",", "", "", "kwargs", ")", ":", "self", ".", "protocol", "=", "'ipv%d'", "%", "self", ".", "address", ".", "version", "# save", "super", "(", "Ip", ",", "self", ")", ".", "save", "(", "", "args", ...	35.25	11
def do_print(self,args): """Print the current stack. print -h for detailed help""" parser = CommandArgumentParser("print") parser.add_argument('-r','--refresh',dest='refresh',action='store_true',help='refresh view of the current stack') parser.add_argument('-i','--include',dest='include'...	[ "def", "do_print", "(", "self", ",", "args", ")", ":", "parser", "=", "CommandArgumentParser", "(", "\"print\"", ")", "parser", ".", "add_argument", "(", "'-r'", ",", "'--refresh'", ",", "dest", "=", "'refresh'", ",", "action", "=", "'store_true'", ",", "h...	53.166667	30.75
def _fetch(self, url, params): """Fetch a resource. Method to fetch and to iterate over the contents of a type of resource. The method returns a generator of pages for that resource and parameters. :param url: the endpoint of the API :param params: parameters to filter ...	[ "def", "_fetch", "(", "self", ",", "url", ",", "params", ")", ":", "if", "not", "self", ".", "from_archive", ":", "self", ".", "sleep_for_rate_limit", "(", ")", "headers", "=", "{", "'Authorization'", ":", "'Bearer '", "+", "self", ".", "api_key", "}", ...	29.454545	17.409091
def flatten_args(shapes): r""" Decorator to flatten structured arguments to a function. Examples -------- >>> @flatten_args([(5,), ()]) ... def f(w, lambda_): ... return .5 * lambda_ * w.T.dot(w) >>> np.isclose(f(np.array([2., .5, .6, -.2, .9, .2])), .546) True >>> w = np.ar...	[ "def", "flatten_args", "(", "shapes", ")", ":", "def", "flatten_args_dec", "(", "func", ")", ":", "@", "wraps", "(", "func", ")", "def", "new_func", "(", "array1d", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "args", "=", "tuple", "(", "un...	29.270833	18.333333
def database_root_path(cls, project, database): """Return a fully-qualified database_root string.""" return google.api_core.path_template.expand( "projects/{project}/databases/{database}", project=project, database=database, )	[ "def", "database_root_path", "(", "cls", ",", "project", ",", "database", ")", ":", "return", "google", ".", "api_core", ".", "path_template", ".", "expand", "(", "\"projects/{project}/databases/{database}\"", ",", "project", "=", "project", ",", "database", "=", ...	40	12.285714
def _create_subplots(self, fig, layout): """ Create suplots and return axs """ num_panels = len(layout) axsarr = np.empty((self.nrow, self.ncol), dtype=object) # Create axes i = 1 for row in range(self.nrow): for col in range(self.ncol): ...	[ "def", "_create_subplots", "(", "self", ",", "fig", ",", "layout", ")", ":", "num_panels", "=", "len", "(", "layout", ")", "axsarr", "=", "np", ".", "empty", "(", "(", "self", ".", "nrow", ",", "self", ".", "ncol", ")", ",", "dtype", "=", "object",...	29.1875	15.9375
def solve_buffer(self, addr, nbytes, constrain=False): """ Reads `nbytes` of symbolic data from a buffer in memory at `addr` and attempts to concretize it :param int address: Address of buffer to concretize :param int nbytes: Size of buffer to concretize :param bool cons...	[ "def", "solve_buffer", "(", "self", ",", "addr", ",", "nbytes", ",", "constrain", "=", "False", ")", ":", "buffer", "=", "self", ".", "cpu", ".", "read_bytes", "(", "addr", ",", "nbytes", ")", "result", "=", "[", "]", "with", "self", ".", "_constrain...	41.736842	18.052632
def _encode(self, data: mx.sym.Symbol, data_length: mx.sym.Symbol, seq_len: int) -> mx.sym.Symbol: """ Bidirectionally encodes time-major data. """ # (seq_len, batch_size, num_embed) data_reverse = mx.sym.SequenceReverse(data=data, sequence_length=data_length, ...	[ "def", "_encode", "(", "self", ",", "data", ":", "mx", ".", "sym", ".", "Symbol", ",", "data_length", ":", "mx", ".", "sym", ".", "Symbol", ",", "seq_len", ":", "int", ")", "->", "mx", ".", "sym", ".", "Symbol", ":", "# (seq_len, batch_size, num_embed)...	57.166667	26.166667
def get_urls(self): """ Get urls method. Returns: list: the list of url objects. """ urls = super(DashboardSite, self).get_urls() custom_urls = [ url(r'^$', self.admin_view(HomeView.as_view()), name='index'), ...	[ "def", "get_urls", "(", "self", ")", ":", "urls", "=", "super", "(", "DashboardSite", ",", "self", ")", ".", "get_urls", "(", ")", "custom_urls", "=", "[", "url", "(", "r'^$'", ",", "self", ".", "admin_view", "(", "HomeView", ".", "as_view", "(", ")"...	25.842105	18.894737
def _extract_placeholder_weld_objects_at_index(dependency_name, length, readable_text, index): """Helper method that creates a WeldObject for each component of dependency. Parameters ---------- dependency_name : str The name of the dependency evaluating to a tuple. length : int Numb...	[ "def", "_extract_placeholder_weld_objects_at_index", "(", "dependency_name", ",", "length", ",", "readable_text", ",", "index", ")", ":", "weld_objects", "=", "[", "]", "for", "i", "in", "range", "(", "length", ")", ":", "fake_weld_input", "=", "Cache", ".", "...	32.166667	25.333333
def scale_fft(in1): """ This function performs in-place scaling after the IFFT without recompilation. INPUTS: in1 (no default): Array containing data which is to be scaled. """ ker = SourceModule(""" __global__ void scale_fft_ker(float *in1) ...	[ "def", "scale_fft", "(", "in1", ")", ":", "ker", "=", "SourceModule", "(", "\"\"\"\n __global__ void scale_fft_ker(float in1)\n {\n const int len = gridDim.xblockDim.x;\n const int col = (blockD...	40.125	26.875
def to_date(date, dayfirst=False, format=None): """ Transforme un champ date vers un objet python datetime Paramètres: date: - si None, renvoie la date du jour - si de type str, renvoie un objet python datetime - si de type datetime, le retourne sans modification dayfirst: Si...	[ "def", "to_date", "(", "date", ",", "dayfirst", "=", "False", ",", "format", "=", "None", ")", ":", "## TODO: voir si pd.tseries.api ne peut pas remplacer tout ca", "if", "not", "date", ":", "return", "dt", ".", "datetime", ".", "fromordinal", "(", "dt", ".", ...	47.185185	23.555556
def rename_file(source, dest): """ Rename (mv) file(s) from source to dest >>> from tempfile import mkdtemp >>> tmpdir = mkdtemp(suffix='doctest_rename_file', prefix='tmp') >>> fout = ensure_open(os.path.join(tmpdir, 'fake_data.bin.gz'), 'w') >>> fout.write(b'fake nlpia.loaders.rename_file') 30...	[ "def", "rename_file", "(", "source", ",", "dest", ")", ":", "logger", ".", "debug", "(", "'nlpia.loaders.rename_file(source={}, dest={})'", ".", "format", "(", "source", ",", "dest", ")", ")", "if", "not", "isinstance", "(", "source", ",", "str", ")", ":", ...	45.272727	26.636364
def spkgeo(targ, et, ref, obs): """ Compute the geometric state (position and velocity) of a target body relative to an observing body. http://naif.jpl.nasa.gov/pub/naif/toolkit_docs/C/cspice/spkgeo_c.html :param targ: Target body. :type targ: int :param et: Target epoch. :type et: flo...	[ "def", "spkgeo", "(", "targ", ",", "et", ",", "ref", ",", "obs", ")", ":", "targ", "=", "ctypes", ".", "c_int", "(", "targ", ")", "et", "=", "ctypes", ".", "c_double", "(", "et", ")", "ref", "=", "stypes", ".", "stringToCharP", "(", "ref", ")", ...	30.115385	14.807692
def modify_event_view(request, id=None): """Modify event page. You may only modify an event if you were the creator or you are an administrator. id: event id """ event = get_object_or_404(Event, id=id) is_events_admin = request.user.has_admin_permission('events') if not is_events_admin: ...	[ "def", "modify_event_view", "(", "request", ",", "id", "=", "None", ")", ":", "event", "=", "get_object_or_404", "(", "Event", ",", "id", "=", "id", ")", "is_events_admin", "=", "request", ".", "user", ".", "has_admin_permission", "(", "'events'", ")", "if...	41.828571	26.371429
def upload_file(client, bucket, local_path, remote_path, overwrite=False): """Uploads a file to a bucket. TODO: docstring""" bucket = client.get_bucket(bucket) blob = storage.Blob(remote_path, bucket) if (not overwrite) and blob.exists(): raise Conflict('File/object already exists on th...	[ "def", "upload_file", "(", "client", ",", "bucket", ",", "local_path", ",", "remote_path", ",", "overwrite", "=", "False", ")", ":", "bucket", "=", "client", ".", "get_bucket", "(", "bucket", ")", "blob", "=", "storage", ".", "Blob", "(", "remote_path", ...	40.555556	11.666667
def _process_tools_arg(plot, tools, tooltips=None): """ Adds tools to the plot object Args: plot (Plot): instance of a plot object tools (seq[Tool or str]\|str): list of tool types or string listing the tool names. Those are converted using the _tool_from_string function....	[ "def", "_process_tools_arg", "(", "plot", ",", "tools", ",", "tooltips", "=", "None", ")", ":", "tool_objs", "=", "[", "]", "tool_map", "=", "{", "}", "temp_tool_str", "=", "\"\"", "repeated_tools", "=", "[", "]", "if", "isinstance", "(", "tools", ",", ...	33.2	19.381818
def _construct_body_s3_dict(self): """Constructs the RestApi's `BodyS3Location property`_, from the SAM Api's DefinitionUri property. :returns: a BodyS3Location dict, containing the S3 Bucket, Key, and Version of the Swagger definition :rtype: dict """ if isinstance(self.definit...	[ "def", "_construct_body_s3_dict", "(", "self", ")", ":", "if", "isinstance", "(", "self", ".", "definition_uri", ",", "dict", ")", ":", "if", "not", "self", ".", "definition_uri", ".", "get", "(", "\"Bucket\"", ",", "None", ")", "or", "not", "self", ".",...	47.586207	26.931034
def reinit(self, draw=None, clear=False): """ Reinitializes the plot with the same data and on the same axes. Parameters ---------- %(InteractiveBase.start_update.parameters.draw)s clear: bool Whether to clear the axes or not Warnings -------...	[ "def", "reinit", "(", "self", ",", "draw", "=", "None", ",", "clear", "=", "False", ")", ":", "# call the initialize_plot method. Note that clear can be set to", "# False if any fmto has requires_clearing attribute set to True,", "# because this then has been cleared before", "self...	37.428571	20.47619
def stdrepr(self, obj, *, cls=None, tag='span'): """ Standard representation for objects, used when there is no handler for its type in type_handlers on the HRepr object, and no __hrepr__ method on obj. For an object of class 'klass', the result is: ``<span class="hrepr-...	[ "def", "stdrepr", "(", "self", ",", "obj", ",", "*", ",", "cls", "=", "None", ",", "tag", "=", "'span'", ")", ":", "if", "cls", "is", "None", ":", "cls", "=", "f'hrepr-{obj.__class__.__name__}'", "return", "getattr", "(", "self", ".", "H", ",", "tag"...	39.818182	22.181818
def send_no_servlet_response(self): """ Default response sent when no servlet is found for the requested path """ # Use the helper to send the error page response = _HTTPServletResponse(self) response.send_content(404, self._service.make_not_found_page(self.path))	[ "def", "send_no_servlet_response", "(", "self", ")", ":", "# Use the helper to send the error page", "response", "=", "_HTTPServletResponse", "(", "self", ")", "response", ".", "send_content", "(", "404", ",", "self", ".", "_service", ".", "make_not_found_page", "(", ...	43.714286	13.428571
def _mems_updated_cb(self): """Called when the memories have been identified""" logger.info('Memories finished updating') self.param.refresh_toc(self._param_toc_updated_cb, self._toc_cache)	[ "def", "_mems_updated_cb", "(", "self", ")", ":", "logger", ".", "info", "(", "'Memories finished updating'", ")", "self", ".", "param", ".", "refresh_toc", "(", "self", ".", "_param_toc_updated_cb", ",", "self", ".", "_toc_cache", ")" ]	52.5	14.25
def multihead_attention(queries, keys, scope="multihead_attention", num_units=None, num_heads=4, dropout_rate=0, is_training=True, causality=False): ...	[ "def", "multihead_attention", "(", "queries", ",", "keys", ",", "scope", "=", "\"multihead_attention\"", ",", "num_units", "=", "None", ",", "num_heads", "=", "4", ",", "dropout_rate", "=", "0", ",", "is_training", "=", "True", ",", "causality", "=", "False"...	38.148148	22.296296
def _launch_all(self, launchers): """ Launches all available launchers. """ for launcher in launchers: print("== Launching %s ==" % launcher.batch_name) launcher() return True	[ "def", "_launch_all", "(", "self", ",", "launchers", ")", ":", "for", "launcher", "in", "launchers", ":", "print", "(", "\"== Launching %s ==\"", "%", "launcher", ".", "batch_name", ")", "launcher", "(", ")", "return", "True" ]	29.125	9.375
def _add_ubridge_ethernet_connection(self, bridge_name, ethernet_interface, block_host_traffic=False): """ Creates a connection with an Ethernet interface in uBridge. :param bridge_name: bridge name in uBridge :param ethernet_interface: Ethernet interface name :param block_host_...	[ "def", "_add_ubridge_ethernet_connection", "(", "self", ",", "bridge_name", ",", "ethernet_interface", ",", "block_host_traffic", "=", "False", ")", ":", "if", "sys", ".", "platform", ".", "startswith", "(", "\"linux\"", ")", "and", "block_host_traffic", "is", "Fa...	63.191489	36.085106
def add_to_manifest(self, manifest): """ Add useful details to the manifest about this service so that it can be used in an application. :param manifest: An predix.admin.app.Manifest object instance that manages reading/writing manifest config for a cloud foundry...	[ "def", "add_to_manifest", "(", "self", ",", "manifest", ")", ":", "# Add this service to list of services", "manifest", ".", "add_service", "(", "self", ".", "service", ".", "name", ")", "# Add environment variable to manifest", "varname", "=", "predix", ".", "config"...	36.388889	15.5
def import_locations(self, marker_file): """Parse Xearth data files. ``import_locations()`` returns a dictionary with keys containing the xearth_ name, and values consisting of a :class:`Xearth` object and a string containing any comment found in the marker file. It expects Xea...	[ "def", "import_locations", "(", "self", ",", "marker_file", ")", ":", "self", ".", "_marker_file", "=", "marker_file", "data", "=", "utils", ".", "prepare_read", "(", "marker_file", ")", "for", "line", "in", "data", ":", "line", "=", "line", ".", "strip", ...	39.921569	23.019608
def getuser(self, user_id): """ Get info for a user identified by id :param user_id: id of the user :return: False if not found, a dictionary if found """ request = requests.get( '{0}/{1}'.format(self.users_url, user_id), headers=self.headers, ver...	[ "def", "getuser", "(", "self", ",", "user_id", ")", ":", "request", "=", "requests", ".", "get", "(", "'{0}/{1}'", ".", "format", "(", "self", ".", "users_url", ",", "user_id", ")", ",", "headers", "=", "self", ".", "headers", ",", "verify", "=", "se...	31.8	16.466667
def filter_string(self, word): """Return a string like the input but containing only legal IPA segments Args: word (unicode): input string to be filtered Returns: unicode: string identical to `word` but with invalid IPA segments absent """ ...	[ "def", "filter_string", "(", "self", ",", "word", ")", ":", "segs", "=", "[", "m", ".", "group", "(", "0", ")", "for", "m", "in", "self", ".", "seg_regex", ".", "finditer", "(", "word", ")", "]", "return", "''", ".", "join", "(", "segs", ")" ]	31	21.846154
def calc(self, args, *kwargs): """ :type args: list[DataFrame] """ cases = kwargs.pop('_cases', []) if not isinstance(cases, Iterable): cases = [cases, ] result_callback = kwargs.pop('_result_callback', None) execute_now = kwargs.pop('execute_now', T...	[ "def", "calc", "(", "self", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "cases", "=", "kwargs", ".", "pop", "(", "'_cases'", ",", "[", "]", ")", "if", "not", "isinstance", "(", "cases", ",", "Iterable", ")", ":", "cases", "=", "[", "ca...	34.827586	19.862069
def oauth_client_create(self, name, redirect_uri, **kwargs): """ Make a new OAuth Client and return it """ params = { "label": name, "redirect_uri": redirect_uri, } params.update(kwargs) result = self.client.post('/account/oauth-clients', ...	[ "def", "oauth_client_create", "(", "self", ",", "name", ",", "redirect_uri", ",", "", "", "kwargs", ")", ":", "params", "=", "{", "\"label\"", ":", "name", ",", "\"redirect_uri\"", ":", "redirect_uri", ",", "}", "params", ".", "update", "(", "kwargs", ...	30.555556	20.444444
def format_x_tick(axis, major_locator=None, major_formatter=None, minor_locator=None, minor_formatter=None): """Set x axis's format. This method is designed for time axis. 中文文档设置X轴格式。 """ if major_locator: ax...	[ "def", "format_x_tick", "(", "axis", ",", "major_locator", "=", "None", ",", "major_formatter", "=", "None", ",", "minor_locator", "=", "None", ",", "minor_formatter", "=", "None", ")", ":", "if", "major_locator", ":", "axis", ".", "xaxis", ".", "set_major_l...	28.192308	17.115385
def _transform_selected(X, transform, selected, copy=True): """Apply a transform function to portion of selected features. Parameters ---------- X : array-like or sparse matrix, shape=(n_samples, n_features) Dense array or sparse matrix. transform : callable A callable transform(X)...	[ "def", "_transform_selected", "(", "X", ",", "transform", ",", "selected", ",", "copy", "=", "True", ")", ":", "if", "selected", "==", "\"all\"", ":", "return", "transform", "(", "X", ")", "if", "len", "(", "selected", ")", "==", "0", ":", "return", ...	28.651163	21.837209
def stop(self): """Stop the timer.""" if self._t0 is None: raise RuntimeError('Timer not started.') self._time += self._get_time() self._t0 = None	[ "def", "stop", "(", "self", ")", ":", "if", "self", ".", "_t0", "is", "None", ":", "raise", "RuntimeError", "(", "'Timer not started.'", ")", "self", ".", "_time", "+=", "self", ".", "_get_time", "(", ")", "self", ".", "_t0", "=", "None" ]	23.125	18.5
def notify(self, state, notifications): ''' Call this to schedule sending partner notification. ''' def do_append(desc, notifications): for notification in notifications: if not isinstance(notification, PendingNotification): raise ValueErr...	[ "def", "notify", "(", "self", ",", "state", ",", "notifications", ")", ":", "def", "do_append", "(", "desc", ",", "notifications", ")", ":", "for", "notification", "in", "notifications", ":", "if", "not", "isinstance", "(", "notification", ",", "PendingNotif...	46.705882	23.058824
def to_local(self, dt): """Convert any timestamp to local time (with tzinfo).""" if dt.tzinfo is None: dt = dt.replace(tzinfo=self.utc) return dt.astimezone(self.local)	[ "def", "to_local", "(", "self", ",", "dt", ")", ":", "if", "dt", ".", "tzinfo", "is", "None", ":", "dt", "=", "dt", ".", "replace", "(", "tzinfo", "=", "self", ".", "utc", ")", "return", "dt", ".", "astimezone", "(", "self", ".", "local", ")" ]	40	6.4
def directory(cls, prefix=None): """ Path that should be used for caching. Different for all subclasses. """ prefix = prefix or utility.read_config().directory name = cls.__name__.lower() directory = os.path.expanduser(os.path.join(prefix, name)) utility.ensure_di...	[ "def", "directory", "(", "cls", ",", "prefix", "=", "None", ")", ":", "prefix", "=", "prefix", "or", "utility", ".", "read_config", "(", ")", ".", "directory", "name", "=", "cls", ".", "__name__", ".", "lower", "(", ")", "directory", "=", "os", ".", ...	39.444444	12.333333
def read_classification_results(storage_client, file_path): """Reads classification results from the file in Cloud Storage. This method reads file with classification results produced by running defense on singe batch of adversarial images. Args: storage_client: instance of CompetitionStorageClient or Non...	[ "def", "read_classification_results", "(", "storage_client", ",", "file_path", ")", ":", "if", "storage_client", ":", "# file on Cloud", "success", "=", "False", "retry_count", "=", "0", "while", "retry_count", "<", "4", ":", "try", ":", "blob", "=", "storage_cl...	29.157895	21.438596
def to_json_file(file, data, pretty): """ Writes object instance in JSON formatted String to file :param file: File to write JSON string ot :param data: Object to convert to JSON :param pretty: Use pretty formatting or not """ json_string = to_json(data, pretty) file_utils.write_to...	[ "def", "to_json_file", "(", "file", ",", "data", ",", "pretty", ")", ":", "json_string", "=", "to_json", "(", "data", ",", "pretty", ")", "file_utils", ".", "write_to_file", "(", "file", ",", "json_string", ")" ]	33.5	8.1
def export(self, node): """Export tree starting at `node`.""" attriter = self.attriter or (lambda attr_values: attr_values) return self.__export(node, self.dictcls, attriter, self.childiter)	[ "def", "export", "(", "self", ",", "node", ")", ":", "attriter", "=", "self", ".", "attriter", "or", "(", "lambda", "attr_values", ":", "attr_values", ")", "return", "self", ".", "__export", "(", "node", ",", "self", ".", "dictcls", ",", "attriter", ",...	52.75	20
def _close_received(self, error): """Callback called when a connection CLOSE frame is received. This callback will process the received CLOSE error to determine if the connection is recoverable or whether it should be shutdown. :param error: The error information from the close ...	[ "def", "_close_received", "(", "self", ",", "error", ")", ":", "if", "error", ":", "condition", "=", "error", ".", "condition", "description", "=", "error", ".", "description", "info", "=", "error", ".", "info", "else", ":", "condition", "=", "b\"amqp:unkn...	47.157895	19.894737
def GetView(self, viewname): """Get Info on View Name """ # Build Request soap_request = soap('GetView') soap_request.add_parameter('listName', self.listName) if viewname == None: views = self.GetViewCollection() for view in views: ...	[ "def", "GetView", "(", "self", ",", "viewname", ")", ":", "# Build Request", "soap_request", "=", "soap", "(", "'GetView'", ")", "soap_request", ".", "add_parameter", "(", "'listName'", ",", "self", ".", "listName", ")", "if", "viewname", "==", "None", ":", ...	39.820513	21.025641
def process_module(self, node): ''' process a module ''' if not HAS_PYQVER: return minimum_version = tuple([int(x) for x in self.config.minimum_python_version.split('.')]) with open(node.path, 'r') as rfh: for version, reasons in pyqver2.get_versi...	[ "def", "process_module", "(", "self", ",", "node", ")", ":", "if", "not", "HAS_PYQVER", ":", "return", "minimum_version", "=", "tuple", "(", "[", "int", "(", "x", ")", "for", "x", "in", "self", ".", "config", ".", "minimum_python_version", ".", "split", ...	38.75	20.5
def _set_desc(self): """Sets the global description if any""" # TODO: manage different in/out styles if self.docs['in']['desc']: self.docs['out']['desc'] = self.docs['in']['desc'] else: self.docs['out']['desc'] = ''	[ "def", "_set_desc", "(", "self", ")", ":", "# TODO: manage different in/out styles", "if", "self", ".", "docs", "[", "'in'", "]", "[", "'desc'", "]", ":", "self", ".", "docs", "[", "'out'", "]", "[", "'desc'", "]", "=", "self", ".", "docs", "[", "'in'"...	37.857143	11.571429
def build_markdown_body(self, text): """Generate the body for the Markdown file. - processes each json block one by one - for each block, process: - the creator of the notebook (user) - the date the notebook was created - the date the notebook was last update...	[ "def", "build_markdown_body", "(", "self", ",", "text", ")", ":", "key_options", "=", "{", "'dateCreated'", ":", "self", ".", "process_date_created", ",", "'dateUpdated'", ":", "self", ".", "process_date_updated", ",", "'title'", ":", "self", ".", "process_title...	35.678571	12.678571
def parse(parse_obj, agent=None, etag=None, modified=None, inject=False): """Parse a subscription list and return a dict containing the results. :param parse_obj: A file-like object or a string containing a URL, an absolute or relative filename, or an XML document. :type parse_obj: str or file ...	[ "def", "parse", "(", "parse_obj", ",", "agent", "=", "None", ",", "etag", "=", "None", ",", "modified", "=", "None", ",", "inject", "=", "False", ")", ":", "guarantees", "=", "common", ".", "SuperDict", "(", "{", "'bozo'", ":", "0", ",", "'feeds'", ...	37.824324	19.972973
def cmd_gyrocal(self, args): '''do a full gyro calibration''' mav = self.master mav.mav.command_long_send(mav.target_system, mav.target_component, mavutil.mavlink.MAV_CMD_PREFLIGHT_CALIBRATION, 0, 1, 0, 0, 0, 0, 0, 0)	[ "def", "cmd_gyrocal", "(", "self", ",", "args", ")", ":", "mav", "=", "self", ".", "master", "mav", ".", "mav", ".", "command_long_send", "(", "mav", ".", "target_system", ",", "mav", ".", "target_component", ",", "mavutil", ".", "mavlink", ".", "MAV_CMD...	50.666667	19.666667

def get_event_position(voevent, index=0): """Extracts the `AstroCoords` from a given `WhereWhen.ObsDataLocation`. Note that a packet may include multiple 'ObsDataLocation' entries under the 'WhereWhen' section, for example giving locations of an object moving over time. Most packets will have only one,...

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43.133333

22.6

def parse_env_file(envfile): """Parse the content of an iterable of lines as ``.env``. Return a dict of config variables. >>> parse_env_file(['DUDE=Abides']) {'DUDE': 'Abides'} """ data = {} for line_no, line in enumerate(envfile): line = line.strip() if not line or line.s...

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29.307692

18.923077

def refresh_session(self, sessionkey, refresh_token=None): ''' Refresh Session Token ''' if not refresh_token: refresh_token = sessionkey params = { 'appkey' : self.API_KEY, 'sessionkey' : sessionkey, 'refresh_token': refresh_token...

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39.083333

16.25

def get_collaborator_permission(self, collaborator): """ :calls: `GET /repos/:owner/:repo/collaborators/:username/permission <http://developer.github.com/v3/repos/collaborators>`_ :param collaborator: string or :class:`github.NamedUser.NamedUser` :rtype: string """ assert...

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52.142857

27.428571

def set_window_focus_callback(window, cbfun): """ Sets the focus callback for the specified window. Wrapper for: GLFWwindowfocusfun glfwSetWindowFocusCallback(GLFWwindow* window, GLFWwindowfocusfun cbfun); """ window_addr = ctypes.cast(ctypes.pointer(window), c...

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40.285714

19.714286

def post_check(self, check): """ :param check: Check to post to Metricly :type check: object """ if self.disabled is True: logging.error('Posting has been disabled. ' 'See previous errors for details.') return(False) ...

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33.594595

16.081081

def replace_all_calls(mod, orig, repl): """Replace all calls to `orig` to `repl` in module `mod`. Returns the references to the returned calls """ rc = ReplaceCalls(orig, repl) rc.visit(mod) return rc.calls

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32

8.571429

def paste(self, target_state_m, cursor_position=None, limited=None, convert=False): """Paste objects to target state The method checks whether the target state is a execution state or a container state and inserts respective elements and notifies the user if the parts can not be insert to the t...

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67.016393

40.180328

def help(opts, bot, _): """Usage: help [<command>] With no arguments, print the form of all supported commands. With an argument, print a detailed explanation of a command. """ command = opts['<command>'] if command is None: return bot.help_text() if command not in bot.commands: ...

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28.5

17

def find_for_event(cls, event, include_hidden=False, **kwargs): """Returns a Query that retrieves the chatrooms for an event :param event: an indico event (with a numeric ID) :param include_hidden: if hidden chatrooms should be included, too :param kwargs: extra kwargs to pass to ``find...

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43.454545

16.272727

def is_global(self): """Test if this address is allocated for public networks. Returns: A boolean, True if the address is not reserved per iana-ipv4-special-registry. """ return (not (self.network_address in IPv4Network('100.64.0.0/10') and self....

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36.454545

20.272727

def parse_mpi(s): """See https://tools.ietf.org/html/rfc4880#section-3.2 for details.""" bits = s.readfmt('>H') blob = bytearray(s.read(int((bits + 7) // 8))) return sum(v << (8 * i) for i, v in enumerate(reversed(blob)))

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46.6

14.6

def AssignGroupNodes(r, group, nodes, force=False, dry_run=False): """ Assigns nodes to a group. @type group: string @param group: Node gropu name @type nodes: list of strings @param nodes: List of nodes to assign to the group @rtype: int @return: job id """ query = { ...

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20.16

23.36

def publish(self): ''' Perform HTTP session to transmit defined weather values. ''' return self._publish( self.args, self.server, self.URI)

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31.8

25.4

def layers(self): """ gets the layers for the feature service """ if self._layers is None: self.__init() self._getLayers() return self._layers

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30.166667

12.333333

def validated_type(base_type, name=None, validate=None): """Convenient way to create a new type by adding validation to existing type. Example: :: Ipv4Address = validated_type( String, 'Ipv4Address', # regexp simplified for demo purposes Regexp('^\d+\.\d+\.\d+\.\d+$...

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35.065217

19.934783

def plotTraces (include = None, timeRange = None, overlay = False, oneFigPer = 'cell', rerun = False, colors = None, ylim = None, axis='on', fontSize=12, figSize = (10,8), saveData = None, saveFig = None, showFig = True): ''' Plot recorded traces - include (['all',|'allCells','allNetStims',|,120,|...

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50.622047

26.84252

def _stripped_name_version(self): """Returns filename stripped of the suffix. Returns: Filename stripped of the suffix (extension). """ # we don't use splitext, because on "a.tar.gz" it returns ("a.tar", # "gz") filename = os.path.basename(self.local_file) ...

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45.866667

18.133333

def validate_cmaps(cmaps): """Validate a dictionary of color lists Parameters ---------- cmaps: dict a mapping from a colormap name to a list of colors Raises ------ ValueError If one of the values in `cmaps` is not a color list Notes ----- For all items (listn...

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28.238095

23.47619

def _update_proxy(self, change): """ Update the proxy widget when the Widget data changes. """ #: Try default handler if change['type'] == 'update' and self.proxy_is_active: handler = getattr(self.proxy, 'set_' + change['name'], None) if handler is not Non...

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40.5

13.25

def _connect(self): """Connect to server.""" self._soc = socket.socket(socket.AF_INET, socket.SOCK_STREAM) self._soc.connect((self._ipaddr, self._port)) self._soc.send(_build_request({'cmd': cmd.CMD_MESSAGE_PASSWORD, 'sha': self._password}))

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51.166667

19.5

def on_change_dir_button(self, event=None): """ create change directory frame """ currentDirectory = self.WD #os.getcwd() change_dir_dialog = wx.DirDialog(self.panel, "Choose your working directory to create or edit a MagIC contribution:",...

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45.529412

16

def build_function(func): """ Build a function from a templated function. The function must look like template<class I, class T, ...> void func(const p[], p_size, ...) rules: - a pointer or array p is followed by int p_size - all arrays are templated - non arrays are basic ...

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28.268908

17.462185

def setVisible(self, state): """ Sets whether or not this toolbar is visible. If shown, it will rebuild. :param state | <bool> """ super(XDockToolbar, self).setVisible(state) if state: self.rebuild() self.setCurren...

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29.363636

15.181818

def _get_tokens_rate_limits(self): """Return array of all tokens remaining API points""" remainings = [0] * self.n_tokens # Turn off archiving when checking rates, because that would cause # archive key conflict (the same URLs giving different responses) arch = self.archive ...

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46.733333

18.666667

def get_object(self, *args, **kwargs): """ Should memoize the object to avoid multiple query if get_object is used many times in the view """ self.category_instance = get_object_or_404(Category, slug=self.kwargs['category_slug']) return get_object_or_404(Post, thread__id=self.kwa...

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66.666667

37

def check_vpc(vpc_id=None, vpc_name=None, region=None, key=None, keyid=None, profile=None): ''' Check whether a VPC with the given name or id exists. Returns the vpc_id or None. Raises SaltInvocationError if both vpc_id and vpc_name are None. Optionally raise a CommandExecutionError if...

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35.821429

23.25

def get_media_entities(tweet): """ Grabs all the media entities from a tweet, which are contained in the "extended_entities" or "twitter_extended_entities" field depending on the tweet format. Note that this is not the same as the first media entity from the basic `entities` key; this is required to...

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69.050847

42.372881

def named_entity_spans(self): """The spans of named entities.""" if not self.is_tagged(NAMED_ENTITIES): self.tag_named_entities() return self.spans(NAMED_ENTITIES)

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39

4.2

def parse(self): """ The function for parsing the JSON response to the vars dictionary. """ try: self.vars['handle'] = self.json['handle'].strip() except (KeyError, ValueError, TypeError): raise InvalidEntityObject('Handle is missing for RDAP entity') ...

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20.112903

25.758065

def p_reset(self, program): """ reset : RESET primary """ program[0] = node.Reset([program[2]]) self.verify_reg(program[2], 'qreg')

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27.666667

5.333333

def imag(self, newimag): """Set the imaginary part of this element to ``newimag``. This method is invoked by ``x.imag = other``. Parameters ---------- newimag : array-like or scalar Values to be assigned to the imaginary part of this element. Raises ...

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30.611111

21.055556

def start(state, host, ctid, force=False): ''' Start OpenVZ containers. + ctid: CTID of the container to start + force: whether to force container start ''' args = ['{0}'.format(ctid)] if force: args.append('--force') yield 'vzctl start {0}'.format(' '.join(args))

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def move(self, d, add_tile=True): """ move and return the move score """ if d == Board.LEFT or d == Board.RIGHT: chg, get = self.setLine, self.getLine elif d == Board.UP or d == Board.DOWN: chg, get = self.setCol, self.getCol else: retu...

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def unpitched_high(dur, idx): """ Non-harmonic treble/higher frequency sound as a list (due to memoization). Parameters ---------- dur: Duration, in samples. idx: Zero or one (integer), for a small difference to the sound played. Returns ------- A list with the synthesized note. """ fir...

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def rooms(self, sid, namespace=None): """Return the rooms a client is in. The only difference with the :func:`socketio.Server.rooms` method is that when the ``namespace`` argument is not given the namespace associated with the class is used. """ return self.server.rooms(...

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def feed_data(self, data: bytes) -> None: """ 代理 feed_data """ if self._parser is not None: self._parser.feed_data(data)

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def write(self, output_stream, kmip_version=enums.KMIPVersion.KMIP_1_0): """ Write the data encoding the DeviceCredential struct to a stream. Args: output_stream (stream): A data stream in which to encode object data, supporting a write method; usually a BytearrayStr...

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def check_role_permissions(role, permissions, current_permissions): """ Checks the the passed in role (can be user, group or AnonymousUser) has all the passed in permissions, granting them if necessary. """ role_permissions = [] # get all the current permissions, we'll remove these as we verif...

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def get_stdlib_path(): """Returns the path to the standard lib for the current path installation. This function can be dropped and "sysconfig.get_paths()" used directly once Python 2.6 support is dropped. """ if sys.version_info >= (2, 7): import sysconfig return sysconfig.get_paths()['...

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def _find_cut_triangle(self, edge): """ Return the triangle that has edge[0] as one of its vertices and is bisected by edge. Return None if no triangle is found. """ edges = [] # opposite edge for each triangle attached to edge[0] for tri in self.tris: ...

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def delete(self, ids): """ Method to delete asns by their id's :param ids: Identifiers of asns :return: None """ url = build_uri_with_ids('api/v4/as/%s/', ids) return super(ApiV4As, self).delete(url)

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def metadata_path(self, m_path): """Provide pointers to the paths of the metadata file Args: m_path: Path to metadata file """ if not m_path: self.metadata_dir = None self.metadata_file = None else: if not op.exists(m_path): ...

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def make_batch(self): """Generator function for batchifying data for learning to execute. Yields: tuple: 1. one-hot input tensor, representing programmatic input 2. one-hot target tensor, the vealuation result. 3. one-hot decoder target, start symbol added for sequence decoding. ...

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def dropna(self, columns=None, how='any'): """ Remove missing values from an SFrame. A missing value is either ``None`` or ``NaN``. If ``how`` is 'any', a row will be removed if any of the columns in the ``columns`` parameter contains at least one missing value. If ``how`` is '...

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def get_application_parser(commands): """ Builds an argument parser for the application's CLI. :param commands: :return: ArgumentParser """ parser = argparse.ArgumentParser( description=configuration.APPLICATION_DESCRIPTION, usage =configuration.EXECUTABLE_NAME + ' [sub-command...

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def get_last_month_range(): """ Gets the date for the first and the last day of the previous complete month. :returns: A tuple containing two date objects, for the first and the last day of the month respectively. """ today = date.today() # Get the last day for the previous month. ...

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def _conf_packages(args): """Runs custom configuration steps for the packages that ship with support in acorn. """ from acorn.config import config_dir from os import path from acorn.base import testmode target = config_dir(True) alternate = path.join(path.abspath(path.expanduser("~")), "...

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def accelerated_proximal_gradient(x, f, g, gamma, niter, callback=None, **kwargs): r"""Accelerated proximal gradient algorithm for convex optimization. The method is known as "Fast Iterative Soft-Thresholding Algorithm" (FISTA). See `[Beck2009]`_ for more information. ...

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def find_oxygen_reactions(model): """Return list of oxygen-producing/-consuming reactions.""" o2_in_model = helpers.find_met_in_model(model, "MNXM4") return set([rxn for met in model.metabolites for rxn in met.reactions if met.formula == "O2" or met in o2_in_model])

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async def jsk_git(self, ctx: commands.Context, *, argument: CodeblockConverter): """ Shortcut for 'jsk sh git'. Invokes the system shell. """ return await ctx.invoke(self.jsk_shell, argument=Codeblock(argument.language, "git " + argument.content))

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def log_binary(logger, message, **kwargs): """Log binary data if debug is enabled.""" if logger.isEnabledFor(logging.DEBUG): output = ('{0}={1}'.format(k, binascii.hexlify( bytearray(v)).decode()) for k, v in sorted(kwargs.items())) logger.debug('%s (%s)', message, ', '.join(output))

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def preprocess(string): """ Preprocesses a string, by replacing ${VARNAME} with os.environ['VARNAME'] Parameters ---------- string: the str object to preprocess Returns ------- the preprocessed string """ split = string.split('${') rval = [split[0]] for candidate...

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def save(self, *args, **kwargs): """ Determines ip protocol version automatically. Stores address in interface shortcuts for convenience. """ self.protocol = 'ipv%d' % self.address.version # save super(Ip, self).save(*args, **kwargs)

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def do_print(self,args): """Print the current stack. print -h for detailed help""" parser = CommandArgumentParser("print") parser.add_argument('-r','--refresh',dest='refresh',action='store_true',help='refresh view of the current stack') parser.add_argument('-i','--include',dest='include'...

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def _fetch(self, url, params): """Fetch a resource. Method to fetch and to iterate over the contents of a type of resource. The method returns a generator of pages for that resource and parameters. :param url: the endpoint of the API :param params: parameters to filter ...

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def flatten_args(shapes): r""" Decorator to flatten structured arguments to a function. Examples -------- >>> @flatten_args([(5,), ()]) ... def f(w, lambda_): ... return .5 * lambda_ * w.T.dot(w) >>> np.isclose(f(np.array([2., .5, .6, -.2, .9, .2])), .546) True >>> w = np.ar...

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def database_root_path(cls, project, database): """Return a fully-qualified database_root string.""" return google.api_core.path_template.expand( "projects/{project}/databases/{database}", project=project, database=database, )

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def _create_subplots(self, fig, layout): """ Create suplots and return axs """ num_panels = len(layout) axsarr = np.empty((self.nrow, self.ncol), dtype=object) # Create axes i = 1 for row in range(self.nrow): for col in range(self.ncol): ...

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def solve_buffer(self, addr, nbytes, constrain=False): """ Reads `nbytes` of symbolic data from a buffer in memory at `addr` and attempts to concretize it :param int address: Address of buffer to concretize :param int nbytes: Size of buffer to concretize :param bool cons...

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def _encode(self, data: mx.sym.Symbol, data_length: mx.sym.Symbol, seq_len: int) -> mx.sym.Symbol: """ Bidirectionally encodes time-major data. """ # (seq_len, batch_size, num_embed) data_reverse = mx.sym.SequenceReverse(data=data, sequence_length=data_length, ...

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def get_urls(self): """ Get urls method. Returns: list: the list of url objects. """ urls = super(DashboardSite, self).get_urls() custom_urls = [ url(r'^$', self.admin_view(HomeView.as_view()), name='index'), ...

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def _extract_placeholder_weld_objects_at_index(dependency_name, length, readable_text, index): """Helper method that creates a WeldObject for each component of dependency. Parameters ---------- dependency_name : str The name of the dependency evaluating to a tuple. length : int Numb...

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def scale_fft(in1): """ This function performs in-place scaling after the IFFT without recompilation. INPUTS: in1 (no default): Array containing data which is to be scaled. """ ker = SourceModule(""" __global__ void scale_fft_ker(float *in1) ...

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def to_date(date, dayfirst=False, format=None): """ Transforme un champ date vers un objet python datetime Paramètres: date: - si None, renvoie la date du jour - si de type str, renvoie un objet python datetime - si de type datetime, le retourne sans modification dayfirst: Si...

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def rename_file(source, dest): """ Rename (mv) file(s) from source to dest >>> from tempfile import mkdtemp >>> tmpdir = mkdtemp(suffix='doctest_rename_file', prefix='tmp') >>> fout = ensure_open(os.path.join(tmpdir, 'fake_data.bin.gz'), 'w') >>> fout.write(b'fake nlpia.loaders.rename_file') 30...

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def spkgeo(targ, et, ref, obs): """ Compute the geometric state (position and velocity) of a target body relative to an observing body. http://naif.jpl.nasa.gov/pub/naif/toolkit_docs/C/cspice/spkgeo_c.html :param targ: Target body. :type targ: int :param et: Target epoch. :type et: flo...

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def modify_event_view(request, id=None): """Modify event page. You may only modify an event if you were the creator or you are an administrator. id: event id """ event = get_object_or_404(Event, id=id) is_events_admin = request.user.has_admin_permission('events') if not is_events_admin: ...

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def upload_file(client, bucket, local_path, remote_path, overwrite=False): """Uploads a file to a bucket. TODO: docstring""" bucket = client.get_bucket(bucket) blob = storage.Blob(remote_path, bucket) if (not overwrite) and blob.exists(): raise Conflict('File/object already exists on th...

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def _process_tools_arg(plot, tools, tooltips=None): """ Adds tools to the plot object Args: plot (Plot): instance of a plot object tools (seq[Tool or str]|str): list of tool types or string listing the tool names. Those are converted using the _tool_from_string function....

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def _construct_body_s3_dict(self): """Constructs the RestApi's `BodyS3Location property`_, from the SAM Api's DefinitionUri property. :returns: a BodyS3Location dict, containing the S3 Bucket, Key, and Version of the Swagger definition :rtype: dict """ if isinstance(self.definit...

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def reinit(self, draw=None, clear=False): """ Reinitializes the plot with the same data and on the same axes. Parameters ---------- %(InteractiveBase.start_update.parameters.draw)s clear: bool Whether to clear the axes or not Warnings -------...

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def stdrepr(self, obj, *, cls=None, tag='span'): """ Standard representation for objects, used when there is no handler for its type in type_handlers on the HRepr object, and no __hrepr__ method on obj. For an object of class 'klass', the result is: ``<span class="hrepr-...

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def send_no_servlet_response(self): """ Default response sent when no servlet is found for the requested path """ # Use the helper to send the error page response = _HTTPServletResponse(self) response.send_content(404, self._service.make_not_found_page(self.path))

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def _mems_updated_cb(self): """Called when the memories have been identified""" logger.info('Memories finished updating') self.param.refresh_toc(self._param_toc_updated_cb, self._toc_cache)

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def multihead_attention(queries, keys, scope="multihead_attention", num_units=None, num_heads=4, dropout_rate=0, is_training=True, causality=False): ...

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def _launch_all(self, launchers): """ Launches all available launchers. """ for launcher in launchers: print("== Launching %s ==" % launcher.batch_name) launcher() return True

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def _add_ubridge_ethernet_connection(self, bridge_name, ethernet_interface, block_host_traffic=False): """ Creates a connection with an Ethernet interface in uBridge. :param bridge_name: bridge name in uBridge :param ethernet_interface: Ethernet interface name :param block_host_...

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def add_to_manifest(self, manifest): """ Add useful details to the manifest about this service so that it can be used in an application. :param manifest: An predix.admin.app.Manifest object instance that manages reading/writing manifest config for a cloud foundry...

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def import_locations(self, marker_file): """Parse Xearth data files. ``import_locations()`` returns a dictionary with keys containing the xearth_ name, and values consisting of a :class:`Xearth` object and a string containing any comment found in the marker file. It expects Xea...

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def getuser(self, user_id): """ Get info for a user identified by id :param user_id: id of the user :return: False if not found, a dictionary if found """ request = requests.get( '{0}/{1}'.format(self.users_url, user_id), headers=self.headers, ver...

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def filter_string(self, word): """Return a string like the input but containing only legal IPA segments Args: word (unicode): input string to be filtered Returns: unicode: string identical to `word` but with invalid IPA segments absent """ ...

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def calc(self, *args, **kwargs): """ :type args: list[DataFrame] """ cases = kwargs.pop('_cases', []) if not isinstance(cases, Iterable): cases = [cases, ] result_callback = kwargs.pop('_result_callback', None) execute_now = kwargs.pop('execute_now', T...

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def oauth_client_create(self, name, redirect_uri, **kwargs): """ Make a new OAuth Client and return it """ params = { "label": name, "redirect_uri": redirect_uri, } params.update(kwargs) result = self.client.post('/account/oauth-clients', ...

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def format_x_tick(axis, major_locator=None, major_formatter=None, minor_locator=None, minor_formatter=None): """Set x axis's format. This method is designed for time axis. **中文文档** 设置X轴格式。 """ if major_locator: ax...

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def _transform_selected(X, transform, selected, copy=True): """Apply a transform function to portion of selected features. Parameters ---------- X : array-like or sparse matrix, shape=(n_samples, n_features) Dense array or sparse matrix. transform : callable A callable transform(X)...

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def stop(self): """Stop the timer.""" if self._t0 is None: raise RuntimeError('Timer not started.') self._time += self._get_time() self._t0 = None

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23.125

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def notify(self, state, notifications): ''' Call this to schedule sending partner notification. ''' def do_append(desc, notifications): for notification in notifications: if not isinstance(notification, PendingNotification): raise ValueErr...

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def to_local(self, dt): """Convert any timestamp to local time (with tzinfo).""" if dt.tzinfo is None: dt = dt.replace(tzinfo=self.utc) return dt.astimezone(self.local)

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40

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def directory(cls, prefix=None): """ Path that should be used for caching. Different for all subclasses. """ prefix = prefix or utility.read_config().directory name = cls.__name__.lower() directory = os.path.expanduser(os.path.join(prefix, name)) utility.ensure_di...

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def read_classification_results(storage_client, file_path): """Reads classification results from the file in Cloud Storage. This method reads file with classification results produced by running defense on singe batch of adversarial images. Args: storage_client: instance of CompetitionStorageClient or Non...

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def to_json_file(file, data, pretty): """ Writes object instance in JSON formatted String to file :param file: File to write JSON string ot :param data: Object to convert to JSON :param pretty: Use pretty formatting or not """ json_string = to_json(data, pretty) file_utils.write_to...

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33.5

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def export(self, node): """Export tree starting at `node`.""" attriter = self.attriter or (lambda attr_values: attr_values) return self.__export(node, self.dictcls, attriter, self.childiter)

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52.75

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def _close_received(self, error): """Callback called when a connection CLOSE frame is received. This callback will process the received CLOSE error to determine if the connection is recoverable or whether it should be shutdown. :param error: The error information from the close ...

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def GetView(self, viewname): """Get Info on View Name """ # Build Request soap_request = soap('GetView') soap_request.add_parameter('listName', self.listName) if viewname == None: views = self.GetViewCollection() for view in views: ...

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def process_module(self, node): ''' process a module ''' if not HAS_PYQVER: return minimum_version = tuple([int(x) for x in self.config.minimum_python_version.split('.')]) with open(node.path, 'r') as rfh: for version, reasons in pyqver2.get_versi...

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def _set_desc(self): """Sets the global description if any""" # TODO: manage different in/out styles if self.docs['in']['desc']: self.docs['out']['desc'] = self.docs['in']['desc'] else: self.docs['out']['desc'] = ''

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37.857143

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def build_markdown_body(self, text): """Generate the body for the Markdown file. - processes each json block one by one - for each block, process: - the creator of the notebook (user) - the date the notebook was created - the date the notebook was last update...

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def parse(parse_obj, agent=None, etag=None, modified=None, inject=False): """Parse a subscription list and return a dict containing the results. :param parse_obj: A file-like object or a string containing a URL, an absolute or relative filename, or an XML document. :type parse_obj: str or file ...

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def cmd_gyrocal(self, args): '''do a full gyro calibration''' mav = self.master mav.mav.command_long_send(mav.target_system, mav.target_component, mavutil.mavlink.MAV_CMD_PREFLIGHT_CALIBRATION, 0, 1, 0, 0, 0, 0, 0, 0)

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50.666667

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