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_parser(description): """Build an ArgumentParser with common arguments for both operations.""" parser = argparse.ArgumentParser(description=description) parser.add_argument('key', help="Camellia key.") parser.add_argument('input_file', nargs='*', help="File(s) to read as ...	[ "def", "_get_parser", "(", "description", ")", ":", "parser", "=", "argparse", ".", "ArgumentParser", "(", "description", "=", "description", ")", "parser", ".", "add_argument", "(", "'key'", ",", "help", "=", "\"Camellia key.\"", ")", "parser", ".", "add_argu...	55.375	22.375
def touch(self, mode=0o666, exist_ok=True): """ Create this file with the given access mode, if it doesn't exist. """ if self._closed: self._raise_closed() if exist_ok: # First try to bump modification time # Implementation note: GNU touch uses...	[ "def", "touch", "(", "self", ",", "mode", "=", "0o666", ",", "exist_ok", "=", "True", ")", ":", "if", "self", ".", "_closed", ":", "self", ".", "_raise_closed", "(", ")", "if", "exist_ok", ":", "# First try to bump modification time", "# Implementation note: G...	33.409091	13.136364
def confd_state_rest_listen_tcp_ip(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") confd_state = ET.SubElement(config, "confd-state", xmlns="http://tail-f.com/yang/confd-monitoring") rest = ET.SubElement(confd_state, "rest") listen = ET.SubElemen...	[ "def", "confd_state_rest_listen_tcp_ip", "(", "self", ",", "", "", "kwargs", ")", ":", "config", "=", "ET", ".", "Element", "(", "\"config\"", ")", "confd_state", "=", "ET", ".", "SubElement", "(", "config", ",", "\"confd-state\"", ",", "xmlns", "=", "\"...	40.923077	13.307692
def _from_timeseries(ts1, ts2, stride, fftlength=None, overlap=None, window=None, **kwargs): """Generate a time-frequency coherence :class:`~gwpy.spectrogram.Spectrogram` from a pair of :class:`~gwpy.timeseries.TimeSeries`. For each `stride`, a PSD :class:`~gwpy.frequencyseries.Fre...	[ "def", "_from_timeseries", "(", "ts1", ",", "ts2", ",", "stride", ",", "fftlength", "=", "None", ",", "overlap", "=", "None", ",", "window", "=", "None", ",", "", "", "kwargs", ")", ":", "# check sampling rates", "if", "ts1", ".", "sample_rate", ".", ...	34.423077	18.711538
def list_installed_genomes(genome_dir=None): """ List all available genomes. Parameters ---------- genome_dir : str Directory with installed genomes. Returns ------- list with genome names """ if not genome_dir: genome_dir = config.get("genome_dir", None) if...	[ "def", "list_installed_genomes", "(", "genome_dir", "=", "None", ")", ":", "if", "not", "genome_dir", ":", "genome_dir", "=", "config", ".", "get", "(", "\"genome_dir\"", ",", "None", ")", "if", "not", "genome_dir", ":", "raise", "norns", ".", "exceptions", ...	25.25	19.45
def get_libs_dir(self, arch): '''The libs dir for a given arch.''' ensure_dir(join(self.libs_dir, arch)) return join(self.libs_dir, arch)	[ "def", "get_libs_dir", "(", "self", ",", "arch", ")", ":", "ensure_dir", "(", "join", "(", "self", ".", "libs_dir", ",", "arch", ")", ")", "return", "join", "(", "self", ".", "libs_dir", ",", "arch", ")" ]	39.5	5
def entry_links(self): """ Given a parsed feed, return the links to its entries, including ones which disappeared (as a quick-and-dirty way to support deletions) """ return {entry['link'] for entry in self.feed.entries if entry and entry.get('link')}	[ "def", "entry_links", "(", "self", ")", ":", "return", "{", "entry", "[", "'link'", "]", "for", "entry", "in", "self", ".", "feed", ".", "entries", "if", "entry", "and", "entry", ".", "get", "(", "'link'", ")", "}" ]	55.6	20.6
def set_chat_title( self, chat_id: Union[int, str], title: str ) -> bool: """Use this method to change the title of a chat. Titles can't be changed for private chats. You must be an administrator in the chat for this to work and must have the appropriate admin rights....	[ "def", "set_chat_title", "(", "self", ",", "chat_id", ":", "Union", "[", "int", ",", "str", "]", ",", "title", ":", "str", ")", "->", "bool", ":", "peer", "=", "self", ".", "resolve_peer", "(", "chat_id", ")", "if", "isinstance", "(", "peer", ",", ...	31.255319	22.659574
def add_license(self, contents): """Adds the given ``contents`` as a new custom license to the J-Link. Args: self (JLink): the ``JLink`` instance contents: the string contents of the new custom license Returns: ``True`` if license was added, ``False`` if license a...	[ "def", "add_license", "(", "self", ",", "contents", ")", ":", "buf_size", "=", "len", "(", "contents", ")", "buf", "=", "(", "ctypes", ".", "c_char", "", "(", "buf_size", "+", "1", ")", ")", "(", "", "contents", ".", "encode", "(", ")", ")", "r...	32.533333	23.4
def standardize_polygons_str(data_str): """Given a POLYGON string, standardize the coordinates to a 1x1 grid. Input : data_str (taken from above) Output: tuple of polygon objects """ # find all of the polygons in the letter (for instance an A # needs to be constructed from 2 polygons) path_s...	[ "def", "standardize_polygons_str", "(", "data_str", ")", ":", "# find all of the polygons in the letter (for instance an A", "# needs to be constructed from 2 polygons)", "path_strs", "=", "re", ".", "findall", "(", "\"\\(\\(([^\\)]+?)\\)\\)\"", ",", "data_str", ".", "strip", "...	36.758621	17.103448
def parse_rest_doc(doc): """ Extract the headers, delimiters, and text from reST-formatted docstrings. Parameters ---------- doc: Union[str, None] Returns ------- Dict[str, Section] """ class Section(object): def __init__(self, header=None, body=None): ...	[ "def", "parse_rest_doc", "(", "doc", ")", ":", "class", "Section", "(", "object", ")", ":", "def", "__init__", "(", "self", ",", "header", "=", "None", ",", "body", "=", "None", ")", ":", "self", ".", "header", "=", "header", "# str", "self", ".", ...	29.37037	19.907407
def getQCAnalyses(self, qctype=None, review_state=None): """return the QC analyses performed in the worksheet in which, at least, one sample of this AR is present. Depending on qctype value, returns the analyses of: - 'b': all Blank Reference Samples used in related worksheet/s ...	[ "def", "getQCAnalyses", "(", "self", ",", "qctype", "=", "None", ",", "review_state", "=", "None", ")", ":", "qcanalyses", "=", "[", "]", "suids", "=", "[", "]", "ans", "=", "self", ".", "getAnalyses", "(", ")", "wf", "=", "getToolByName", "(", "self...	37.283019	17.509434
def create_directory(self, filename): """Create a subdirectory in the temporary directory.""" path = os.path.join(self.path, filename) makedirs(path) return path	[ "def", "create_directory", "(", "self", ",", "filename", ")", ":", "path", "=", "os", ".", "path", ".", "join", "(", "self", ".", "path", ",", "filename", ")", "makedirs", "(", "path", ")", "return", "path" ]	37.8	10
def _add_ts2q(self, pore, queue): """ Helper method to add throats to the cluster queue """ net = self.project.network elem_type = 'throat' # Find throats connected to newly invaded pore Ts = net.find_neighbor_throats(pores=pore) # Remove already invaded t...	[ "def", "_add_ts2q", "(", "self", ",", "pore", ",", "queue", ")", ":", "net", "=", "self", ".", "project", ".", "network", "elem_type", "=", "'throat'", "# Find throats connected to newly invaded pore", "Ts", "=", "net", ".", "find_neighbor_throats", "(", "pores"...	38.206897	9.793103
def chroma(sr, n_fft, n_chroma=12, A440=440.0, ctroct=5.0, octwidth=2, norm=2, base_c=True, dtype=np.float32): """Create a Filterbank matrix to convert STFT to chroma Parameters ---------- sr : number > 0 [scalar] audio sampling rate n_fft : int > 0 [scalar] ...	[ "def", "chroma", "(", "sr", ",", "n_fft", ",", "n_chroma", "=", "12", ",", "A440", "=", "440.0", ",", "ctroct", "=", "5.0", ",", "octwidth", "=", "2", ",", "norm", "=", "2", ",", "base_c", "=", "True", ",", "dtype", "=", "np", ".", "float32", "...	31.709924	23.89313
def get_random_xy_color(self): """Returns the approximate CIE 1931 x,y coordinates represented by the supplied hexColor parameter, or of a random color if the parameter is not passed.""" r = self.color.random_rgb_value() g = self.color.random_rgb_value() b = self.color.ra...	[ "def", "get_random_xy_color", "(", "self", ")", ":", "r", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")", "g", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")", "b", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")"...	46	6.125
def open_upload_stream(self, filename, chunk_size_bytes=None, metadata=None): """Opens a Stream that the application can write the contents of the file to. The user must specify the filename, and can choose to add any additional information in the metadata fie...	[ "def", "open_upload_stream", "(", "self", ",", "filename", ",", "chunk_size_bytes", "=", "None", ",", "metadata", "=", "None", ")", ":", "validate_string", "(", "\"filename\"", ",", "filename", ")", "opts", "=", "{", "\"filename\"", ":", "filename", ",", "\"...	41.95122	20.804878
def execute(self, request, session=None, method='post'): ''' pyTOP.API -- TOPRequest instance ''' params = { 'app_key' : self.API_KEY, 'v' : self.API_VERSION, 'format' : self.FORMAT, #'sign_method' : self.SIGN_METHOD, '...	[ "def", "execute", "(", "self", ",", "request", ",", "session", "=", "None", ",", "method", "=", "'post'", ")", ":", "params", "=", "{", "'app_key'", ":", "self", ".", "API_KEY", ",", "'v'", ":", "self", ".", "API_VERSION", ",", "'format'", ":", "self...	39.315789	13.789474
def _prune_penalty_box(self): """Restores clients that have reconnected. This function should be called first for every public method. """ added = False for client in self.penalty_box.get(): log.info("Client %r is back up.", client) self.active_clients.ap...	[ "def", "_prune_penalty_box", "(", "self", ")", ":", "added", "=", "False", "for", "client", "in", "self", ".", "penalty_box", ".", "get", "(", ")", ":", "log", ".", "info", "(", "\"Client %r is back up.\"", ",", "client", ")", "self", ".", "active_clients"...	33.083333	14.166667
def slice_before(predicate, iterable): """Returns groups of elements from iterable, slicing just before predicate(elem) is True """ if isinstance(predicate, string_type): predicate = re.compile(predicate) if hasattr(predicate, 'match'): predicate = predicate.match record = [] ...	[ "def", "slice_before", "(", "predicate", ",", "iterable", ")", ":", "if", "isinstance", "(", "predicate", ",", "string_type", ")", ":", "predicate", "=", "re", ".", "compile", "(", "predicate", ")", "if", "hasattr", "(", "predicate", ",", "'match'", ")", ...	23.28	16.52
def read_sql(sql, con, filePath, index_col=None, coerce_float=True, params=None, parse_dates=None, columns=None, chunksize=None): """ Read SQL query or database table into a DataFrameModel. Provide a filePath argument in addition to the args/*kwargs from pandas.read_sql and get a DataFram...	[ "def", "read_sql", "(", "sql", ",", "con", ",", "filePath", ",", "index_col", "=", "None", ",", "coerce_float", "=", "True", ",", "params", "=", "None", ",", "parse_dates", "=", "None", ",", "columns", "=", "None", ",", "chunksize", "=", "None", ")", ...	39.521739	26.652174
def default_diff(latest_config, current_config): """Determine if two revisions have actually changed.""" # Pop off the fields we don't care about: pop_no_diff_fields(latest_config, current_config) diff = DeepDiff( latest_config, current_config, ignore_order=True ) return...	[ "def", "default_diff", "(", "latest_config", ",", "current_config", ")", ":", "# Pop off the fields we don't care about:", "pop_no_diff_fields", "(", "latest_config", ",", "current_config", ")", "diff", "=", "DeepDiff", "(", "latest_config", ",", "current_config", ",", ...	28.636364	17.818182
def publish(self, msg): ''' Send message to all connected sockets ''' if not self.streams: return pack = salt.transport.frame.frame_msg_ipc(msg, raw_body=True) for stream in self.streams: self.io_loop.spawn_callback(self._write, stream, pack)	[ "def", "publish", "(", "self", ",", "msg", ")", ":", "if", "not", "self", ".", "streams", ":", "return", "pack", "=", "salt", ".", "transport", ".", "frame", ".", "frame_msg_ipc", "(", "msg", ",", "raw_body", "=", "True", ")", "for", "stream", "in", ...	27.818182	23.090909
def get_categories(self, languages=None): """GetCategories. [Preview API] :param str languages: :rtype: [str] """ query_parameters = {} if languages is not None: query_parameters['languages'] = self._serialize.query('languages', languages, 'str') ...	[ "def", "get_categories", "(", "self", ",", "languages", "=", "None", ")", ":", "query_parameters", "=", "{", "}", "if", "languages", "is", "not", "None", ":", "query_parameters", "[", "'languages'", "]", "=", "self", ".", "_serialize", ".", "query", "(", ...	44.928571	17.642857
def bbox_transform(ex_rois, gt_rois, box_stds): """ compute bounding box regression targets from ex_rois to gt_rois :param ex_rois: [N, 4] :param gt_rois: [N, 4] :return: [N, 4] """ assert ex_rois.shape[0] == gt_rois.shape[0], 'inconsistent rois number' ex_widths = ex_rois[:, 2] - ex_ro...	[ "def", "bbox_transform", "(", "ex_rois", ",", "gt_rois", ",", "box_stds", ")", ":", "assert", "ex_rois", ".", "shape", "[", "0", "]", "==", "gt_rois", ".", "shape", "[", "0", "]", ",", "'inconsistent rois number'", "ex_widths", "=", "ex_rois", "[", ":", ...	41.230769	21.538462
def calcELStaeckel(R,vR,vT,z,vz,pot,vc=1.,ro=1.): """ NAME: calcELStaeckel PURPOSE: calculate the energy and angular momentum INPUT: R - Galactocentric radius (/ro) vR - radial part of the velocity (/vc) vT - azimuthal part of the velocity (/vc) vc - circular ve...	[ "def", "calcELStaeckel", "(", "R", ",", "vR", ",", "vT", ",", "z", ",", "vz", ",", "pot", ",", "vc", "=", "1.", ",", "ro", "=", "1.", ")", ":", "return", "(", "_evaluatePotentials", "(", "pot", ",", "R", ",", "z", ")", "+", "vR", "**", "2.", ...	29.388889	15.777778
def side_effect(self): """ Executes ``ansible-playbook`` against the side_effect playbook and returns None. :return: None """ pb = self._get_ansible_playbook(self.playbooks.side_effect) pb.execute()	[ "def", "side_effect", "(", "self", ")", ":", "pb", "=", "self", ".", "_get_ansible_playbook", "(", "self", ".", "playbooks", ".", "side_effect", ")", "pb", ".", "execute", "(", ")" ]	27.444444	19.666667
def clean(self): """ Make sure that the scope is less or equal to the previous scope! """ data = self.cleaned_data want_scope = data.get('scope') or 0 refresh_token = data.get('refresh_token') access_token = getattr(refresh_token, 'access_token', None) if \ ...	[ "def", "clean", "(", "self", ")", ":", "data", "=", "self", ".", "cleaned_data", "want_scope", "=", "data", ".", "get", "(", "'scope'", ")", "or", "0", "refresh_token", "=", "data", ".", "get", "(", "'refresh_token'", ")", "access_token", "=", "getattr",...	37.888889	19.444444
def _get_subparser_cell_args(self, subparser_prog): """ Get cell args of a specified subparser by its prog.""" subparsers = self._get_subparsers() for subparser in subparsers: if subparser_prog == subparser.prog: return subparser._cell_args return None	[ "def", "_get_subparser_cell_args", "(", "self", ",", "subparser_prog", ")", ":", "subparsers", "=", "self", ".", "_get_subparsers", "(", ")", "for", "subparser", "in", "subparsers", ":", "if", "subparser_prog", "==", "subparser", ".", "prog", ":", "return", "s...	30.666667	14.666667
def wr_tsv(fout_tsv, tsv_data, kws): """Write a file of tab-separated table data""" items_str = "items" if "items" not in kws else kws["items"] if tsv_data: ifstrm = sys.stdout if fout_tsv is None else open(fout_tsv, 'w') num_items = prt_tsv(ifstrm, tsv_data, kws) if fout_tsv is ...	[ "def", "wr_tsv", "(", "fout_tsv", ",", "tsv_data", ",", "", "", "kws", ")", ":", "items_str", "=", "\"items\"", "if", "\"items\"", "not", "in", "kws", "else", "kws", "[", "\"items\"", "]", "if", "tsv_data", ":", "ifstrm", "=", "sys", ".", "stdout", ...	46.615385	18
def load_flickr25k_dataset(tag='sky', path="data", n_threads=50, printable=False): """Load Flickr25K dataset. Returns a list of images by a given tag from Flick25k dataset, it will download Flickr25k from `the official website <http://press.liacs.nl/mirflickr/mirdownload.html>`__ at the first time you ...	[ "def", "load_flickr25k_dataset", "(", "tag", "=", "'sky'", ",", "path", "=", "\"data\"", ",", "n_threads", "=", "50", ",", "printable", "=", "False", ")", ":", "path", "=", "os", ".", "path", ".", "join", "(", "path", ",", "'flickr25k'", ")", "filename...	36.397059	26
def pick(rest): "Pick between a few options" question = rest.strip() choices = util.splitem(question) if len(choices) == 1: return "I can't pick if you give me only one choice!" else: pick = random.choice(choices) certainty = random.sample(phrases.certainty_opts, 1)[0] return "%s... %s %s" % (pick, certain...	[ "def", "pick", "(", "rest", ")", ":", "question", "=", "rest", ".", "strip", "(", ")", "choices", "=", "util", ".", "splitem", "(", "question", ")", "if", "len", "(", "choices", ")", "==", "1", ":", "return", "\"I can't pick if you give me only one choice!...	32	16
def read_all(filename): """ Reads the serialized objects from disk. Caller must wrap objects in appropriate Python wrapper classes. :param filename: the file with the serialized objects :type filename: str :return: the list of JB_OBjects :rtype: list """ array = javabridge.static_call( ...	[ "def", "read_all", "(", "filename", ")", ":", "array", "=", "javabridge", ".", "static_call", "(", "\"Lweka/core/SerializationHelper;\"", ",", "\"readAll\"", ",", "\"(Ljava/lang/String;)[Ljava/lang/Object;\"", ",", "filename", ")", "if", "array", "is", "None", ":", ...	32.176471	19.823529
def set_attribute(attribute, attribute_value, instance_name=None, instance_id=None, region=None, key=None, keyid=None, profile=None, filters=None): ''' Set an EC2 instance attribute. Returns whether the operation succeeded or not. CLI Example: .. code-block:: bash salt m...	[ "def", "set_attribute", "(", "attribute", ",", "attribute_value", ",", "instance_name", "=", "None", ",", "instance_id", "=", "None", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ",", "filte...	41.711538	27.942308
def pretty_print_config_to_json(self, configs): """JSON string description of a protorpc.remote.Service in a discovery doc. Args: configs: Either a single dict or a list of dicts containing the service configurations to list. Returns: string, The directory list document as a JSON strin...	[ "def", "pretty_print_config_to_json", "(", "self", ",", "configs", ")", ":", "descriptor", "=", "self", ".", "get_directory_list_doc", "(", "configs", ")", "return", "json", ".", "dumps", "(", "descriptor", ",", "sort_keys", "=", "True", ",", "indent", "=", ...	36.769231	19.076923
def create(parallel, dirs, config): """Create a cluster based on the provided parallel arguments. Returns an IPython view on the cluster, enabling processing on jobs. Adds a mincores specification if he have machines with a larger number of cores to allow jobs to be batched together for shared mem...	[ "def", "create", "(", "parallel", ",", "dirs", ",", "config", ")", ":", "profile_dir", "=", "utils", ".", "safe_makedir", "(", "os", ".", "path", ".", "join", "(", "dirs", "[", "\"work\"", "]", ",", "get_log_dir", "(", "config", ")", ",", "\"ipython\""...	62.242424	31.818182
def summoner_names_to_id(summoners): """ Gets a list of summoners names and return a dictionary mapping the player name to his/her summoner id :param summoners: a list of player names :return: a dictionary name -> id """ ids = {} for start, end in _slice(0, len(summoners), 40): resul...	[ "def", "summoner_names_to_id", "(", "summoners", ")", ":", "ids", "=", "{", "}", "for", "start", ",", "end", "in", "_slice", "(", "0", ",", "len", "(", "summoners", ")", ",", "40", ")", ":", "result", "=", "get_summoners_by_name", "(", "summoners", "["...	37.75	14.416667
def height_water_critical(FlowRate, Width): """Return the critical local water depth.""" #Checking input validity ut.check_range([FlowRate, ">0", "Flow rate"], [Width, ">0", "Width"]) return (FlowRate / (Width * np.sqrt(gravity.magnitude))) ** (2/3)	[ "def", "height_water_critical", "(", "FlowRate", ",", "Width", ")", ":", "#Checking input validity", "ut", ".", "check_range", "(", "[", "FlowRate", ",", "\">0\"", ",", "\"Flow rate\"", "]", ",", "[", "Width", ",", "\">0\"", ",", "\"Width\"", "]", ")", "retu...	52.2	15.4
def handle_aliases_in_init_files(name, import_alias_mapping): """Returns either None or the handled alias. Used in add_module. """ for key, val in import_alias_mapping.items(): # e.g. Foo == Foo # e.g. Foo.Bar startswith Foo. if name == val or \ name.startswith(va...	[ "def", "handle_aliases_in_init_files", "(", "name", ",", "import_alias_mapping", ")", ":", "for", "key", ",", "val", "in", "import_alias_mapping", ".", "items", "(", ")", ":", "# e.g. Foo == Foo", "# e.g. Foo.Bar startswith Foo.", "if", "name", "==", "val", "or", ...	36.733333	13.333333
def tofile(self, path='filters'): r"""Save filter values to ascii-files. Store the filter base and the filter coefficients in separate files in the directory `path`; `path` can be a relative or absolute path. Examples -------- >>> import empymod >>> # Load a fil...	[ "def", "tofile", "(", "self", ",", "path", "=", "'filters'", ")", ":", "# Get name of filter", "name", "=", "self", ".", "savename", "# Get absolute path, create if it doesn't exist", "path", "=", "os", ".", "path", ".", "abspath", "(", "path", ")", "os", ".",...	33.526316	16.921053
def reciprocal_space(space, axes=None, halfcomplex=False, shift=True, **kwargs): """Return the range of the Fourier transform on ``space``. Parameters ---------- space : `DiscreteLp` Real space whose reciprocal is calculated. It must be uniformly discretized. ax...	[ "def", "reciprocal_space", "(", "space", ",", "axes", "=", "None", ",", "halfcomplex", "=", "False", ",", "shift", "=", "True", ",", "", "", "kwargs", ")", ":", "if", "not", "isinstance", "(", "space", ",", "DiscreteLp", ")", ":", "raise", "TypeError...	40.13	20.7
def remove_commented_topic(self, topic_id): """ 删除回复的话题（删除所有自己发布的评论） :param topic_id: 话题ID :return: None """ return [self.remove_comment(topic_id, item['id']) for item in self.list_user_comments(topic_id)]	[ "def", "remove_commented_topic", "(", "self", ",", "topic_id", ")", ":", "return", "[", "self", ".", "remove_comment", "(", "topic_id", ",", "item", "[", "'id'", "]", ")", "for", "item", "in", "self", ".", "list_user_comments", "(", "topic_id", ")", "]" ]	31.875	17.625
def refresh(self) -> None: """Prepare the actual \|anntools.SeasonalANN\| object for calculations. Dispite all automated refreshings explained in the general documentation on class \|anntools.SeasonalANN\|, it is still possible to destroy the inner consistency of a \|anntools.SeasonalANN\| in...	[ "def", "refresh", "(", "self", ")", "->", "None", ":", "# pylint: disable=unsupported-assignment-operation", "if", "self", ".", "_do_refresh", ":", "if", "self", ".", "anns", ":", "self", ".", "__sann", "=", "annutils", ".", "SeasonalANN", "(", "self", ".", ...	43.416667	19.416667
def meta_model_fit(X_train, y_train, svm_hardness, fit_intercept, number_of_threads, regressor_type="LinearSVR"): """ Trains meta-labeler for predicting number of labels for each user. Based on: Tang, L., Rajan, S., & Narayanan, V. K. (2009, April). Large scale multi-label classification via ...	[ "def", "meta_model_fit", "(", "X_train", ",", "y_train", ",", "svm_hardness", ",", "fit_intercept", ",", "number_of_threads", ",", "regressor_type", "=", "\"LinearSVR\"", ")", ":", "if", "regressor_type", "==", "\"LinearSVR\"", ":", "if", "X_train", ".", "shape", ...	38.086957	22.869565
def put(self, vpn_id: int) -> Vpn: """ Updates the Vpn Resource with the name. """ vpn = self._get_or_abort(vpn_id) self.update(vpn) session.commit() return vpn	[ "def", "put", "(", "self", ",", "vpn_id", ":", "int", ")", "->", "Vpn", ":", "vpn", "=", "self", ".", "_get_or_abort", "(", "vpn_id", ")", "self", ".", "update", "(", "vpn", ")", "session", ".", "commit", "(", ")", "return", "vpn" ]	24	9.777778
def start(self, execution_history, backward_execution=False, generate_run_id=True): """ Starts the execution of the state in a new thread. :return: """ self.execution_history = execution_history if generate_run_id: self._run_id = run_id_generator() self.backw...	[ "def", "start", "(", "self", ",", "execution_history", ",", "backward_execution", "=", "False", ",", "generate_run_id", "=", "True", ")", ":", "self", ".", "execution_history", "=", "execution_history", "if", "generate_run_id", ":", "self", ".", "_run_id", "=", ...	39.909091	16.909091
def _parse(self): """Get axes and shape from file names.""" if not self.pattern: raise TiffSequence.ParseError('invalid pattern') pattern = re.compile(self.pattern, re.IGNORECASE \| re.VERBOSE) matches = pattern.findall(os.path.split(self.files[0])[-1]) if not matches:...	[ "def", "_parse", "(", "self", ")", ":", "if", "not", "self", ".", "pattern", ":", "raise", "TiffSequence", ".", "ParseError", "(", "'invalid pattern'", ")", "pattern", "=", "re", ".", "compile", "(", "self", ".", "pattern", ",", "re", ".", "IGNORECASE", ...	43.588235	18.205882
def connect(self): """ Starts the mongodb connection. Must be called before anything else will work. """ self.client = MongoClient(self.mongo_uri) self.db = self.client[self.db_name]	[ "def", "connect", "(", "self", ")", ":", "self", ".", "client", "=", "MongoClient", "(", "self", ".", "mongo_uri", ")", "self", ".", "db", "=", "self", ".", "client", "[", "self", ".", "db_name", "]" ]	32	12.857143
def filter_code(source, additional_imports=None, expand_star_imports=False, remove_all_unused_imports=False, remove_duplicate_keys=False, remove_unused_variables=False, ignore_init_module_imports=False, ): """Yield code ...	[ "def", "filter_code", "(", "source", ",", "additional_imports", "=", "None", ",", "expand_star_imports", "=", "False", ",", "remove_all_unused_imports", "=", "False", ",", "remove_duplicate_keys", "=", "False", ",", "remove_unused_variables", "=", "False", ",", "ign...	38.109756	17.073171
def OSPFNeighborState_OSPFNeighborIpAddress(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") OSPFNeighborState = ET.SubElement(config, "OSPFNeighborState", xmlns="http://brocade.com/ns/brocade-notification-stream") OSPFNeighborIpAddress = ET.SubElement(OS...	[ "def", "OSPFNeighborState_OSPFNeighborIpAddress", "(", "self", ",", "", "", "kwargs", ")", ":", "config", "=", "ET", ".", "Element", "(", "\"config\"", ")", "OSPFNeighborState", "=", "ET", ".", "SubElement", "(", "config", ",", "\"OSPFNeighborState\"", ",", ...	51.6	25.9
def run(self, callback=None, limit=0): """ Start pcap's loop over the interface, calling the given callback for each packet :param callback: a function receiving (win_pcap, param, header, pkt_data) for each packet intercepted :param limit: how many packets to capture (A value of -1 or 0 ...	[ "def", "run", "(", "self", ",", "callback", "=", "None", ",", "limit", "=", "0", ")", ":", "if", "self", ".", "_handle", "is", "None", ":", "raise", "self", ".", "DeviceIsNotOpen", "(", ")", "# Set new callback", "self", ".", "_callback", "=", "callbac...	49.916667	19.916667
def get_timedelta(self, now=None): """ Returns number of seconds that passed since ``self.started``, as float. None is returned if ``self.started`` was not set yet. """ def datetime_to_time(timestamp): atime = time.mktime(timestamp.timetuple()) atime += ti...	[ "def", "get_timedelta", "(", "self", ",", "now", "=", "None", ")", ":", "def", "datetime_to_time", "(", "timestamp", ")", ":", "atime", "=", "time", ".", "mktime", "(", "timestamp", ".", "timetuple", "(", ")", ")", "atime", "+=", "timestamp", ".", "mic...	40.8	10.933333
def table(self): """ The \|Table\| object contained in this graphic frame. Raises \|ValueError\| if this graphic frame does not contain a table. """ if not self.has_table: raise ValueError('shape does not contain a table') tbl = self._element.graphic.graphicData.t...	[ "def", "table", "(", "self", ")", ":", "if", "not", "self", ".", "has_table", ":", "raise", "ValueError", "(", "'shape does not contain a table'", ")", "tbl", "=", "self", ".", "_element", ".", "graphic", ".", "graphicData", ".", "tbl", "return", "Table", ...	38.444444	14.444444
def print_paired_paths(nb_file, fmt): """Display the paired paths for this notebook""" notebook = readf(nb_file, fmt) formats = notebook.metadata.get('jupytext', {}).get('formats') if formats: for path, _ in paired_paths(nb_file, fmt, formats): if path != nb_file: sys...	[ "def", "print_paired_paths", "(", "nb_file", ",", "fmt", ")", ":", "notebook", "=", "readf", "(", "nb_file", ",", "fmt", ")", "formats", "=", "notebook", ".", "metadata", ".", "get", "(", "'jupytext'", ",", "{", "}", ")", ".", "get", "(", "'formats'", ...	42.375	11.625
def GetEntries(self, parser_mediator, data=None, **unused_kwargs): """Extract data from Transmission's resume folder files. This is the main parsing engine for the parser. It determines if the selected file is the proper file to parse and extracts current running torrents. Transmission stores an i...	[ "def", "GetEntries", "(", "self", ",", "parser_mediator", ",", "data", "=", "None", ",", "", "", "unused_kwargs", ")", ":", "seeding_time", "=", "data", ".", "get", "(", "'seeding-time-seconds'", ",", "None", ")", "event_data", "=", "TransmissionEventData", ...	43.139535	22.325581
def check_node_position( self, parent_id, position, on_same_branch, db_session=None, args, *kwargs ): """ Checks if node position for given parent is valid, raises exception if this is not the case :param parent_id: :param position: :param on_same_branch: i...	[ "def", "check_node_position", "(", "self", ",", "parent_id", ",", "position", ",", "on_same_branch", ",", "db_session", "=", "None", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "return", "self", ".", "service", ".", "check_node_position", "(", "pa...	30.380952	18.666667
def walk(self, *types): ''' Iterator which visits all suites and suite files, yielding test cases and keywords ''' requested = types if len(types) > 0 else [SuiteFile, ResourceFile, SuiteFolder, Testcase, Keyword] for thing in self.robot_files: if thing.__cla...	[ "def", "walk", "(", "self", ",", "*", "types", ")", ":", "requested", "=", "types", "if", "len", "(", "types", ")", ">", "0", "else", "[", "SuiteFile", ",", "ResourceFile", ",", "SuiteFolder", ",", "Testcase", ",", "Keyword", "]", "for", "thing", "in...	36.941176	16.588235
def disks(self): """Instance depends on the API version: * 2016-04-30-preview: :class:`DisksOperations<azure.mgmt.compute.v2016_04_30_preview.operations.DisksOperations>` * 2017-03-30: :class:`DisksOperations<azure.mgmt.compute.v2017_03_30.operations.DisksOperations>` * 2018-04...	[ "def", "disks", "(", "self", ")", ":", "api_version", "=", "self", ".", "_get_api_version", "(", "'disks'", ")", "if", "api_version", "==", "'2016-04-30-preview'", ":", "from", ".", "v2016_04_30_preview", ".", "operations", "import", "DisksOperations", "as", "Op...	67.652174	36.521739
def absent(name, tags=None, region=None, key=None, keyid=None, profile=None): ''' Ensure VPC with passed properties is absent. name Name of the VPC. tags A list of tags. All tags must match. region Region to connect to. key Secret key to be used. keyid ...	[ "def", "absent", "(", "name", ",", "tags", "=", "None", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ")", ":", "ret", "=", "{", "'name'", ":", "name", ",", "'result'", ":", "True", ...	28.438596	24.684211
def _to_dict(self): """Return a json dictionary representing this model.""" _dict = {} if hasattr(self, 'field') and self.field is not None: _dict['field'] = self.field if hasattr(self, 'count') and self.count is not None: _dict['count'] = self.count retur...	[ "def", "_to_dict", "(", "self", ")", ":", "_dict", "=", "{", "}", "if", "hasattr", "(", "self", ",", "'field'", ")", "and", "self", ".", "field", "is", "not", "None", ":", "_dict", "[", "'field'", "]", "=", "self", ".", "field", "if", "hasattr", ...	40	13.375
def fts_match(self, features, segment): """Answer question "are `ft_mask`'s features a subset of ft_seg?" This is like `FeatureTable.match` except that it checks whether a segment is valid and returns None if it is not. Args: features (set): pattern defined as set of (value...	[ "def", "fts_match", "(", "self", ",", "features", ",", "segment", ")", ":", "features", "=", "set", "(", "features", ")", "if", "self", ".", "seg_known", "(", "segment", ")", ":", "return", "features", "<=", "self", ".", "fts", "(", "segment", ")", "...	37.157895	21.052632
def init_parser(): """Initialize option parser.""" usage = "Usage: %(prog)s <option(s)> <file(s)>" description = " Display information from object <file(s)>.\n" description += " At least one of the following switches must be given:" # # Create an argument parser and an exclusive group. # ...	[ "def", "init_parser", "(", ")", ":", "usage", "=", "\"Usage: %(prog)s <option(s)> <file(s)>\"", "description", "=", "\" Display information from object <file(s)>.\\n\"", "description", "+=", "\" At least one of the following switches must be given:\"", "#", "# Create an argument parser...	43.795455	29.011364
def condensed_coords_between(pop1, pop2, n): """Return indices into a condensed distance matrix for all pairwise comparisons between two populations. Parameters ---------- pop1 : array_like, int Indices of samples or haplotypes within the first population. pop2 : array_like, int ...	[ "def", "condensed_coords_between", "(", "pop1", ",", "pop2", ",", "n", ")", ":", "return", "[", "condensed_coords", "(", "i", ",", "j", ",", "n", ")", "for", "i", ",", "j", "in", "itertools", ".", "product", "(", "sorted", "(", "pop1", ")", ",", "s...	29.47619	22.333333
def transform(self, data, allow_timestamps=False): """ Transform H2OFrame using a MOJO Pipeline. :param data: Frame to be transformed. :param allow_timestamps: Allows datetime columns to be used directly with MOJO pipelines. It is recommended to parse your datetime columns as St...	[ "def", "transform", "(", "self", ",", "data", ",", "allow_timestamps", "=", "False", ")", ":", "assert_is_type", "(", "data", ",", "H2OFrame", ")", "assert_is_type", "(", "allow_timestamps", ",", "bool", ")", "return", "H2OFrame", ".", "_expr", "(", "ExprNod...	54.733333	30.466667
def convert_fillstyle(inputstyle, mode, inputmode=None): """ Convert inputstyle to ROOT or matplotlib format. Output format is determined by mode ('root' or 'mpl'). The inputstyle may be a ROOT fill style, a matplotlib hatch style, None, 'none', 'hollow', or 'solid'. """ mode = mode....	[ "def", "convert_fillstyle", "(", "inputstyle", ",", "mode", ",", "inputmode", "=", "None", ")", ":", "mode", "=", "mode", ".", "lower", "(", ")", "if", "mode", "not", "in", "(", "'mpl'", ",", "'root'", ")", ":", "raise", "ValueError", "(", "\"`{0}` is ...	38.772727	15.545455
def set_target(self, target, ctx=None): """Set target. :param target: new target to use. :param target ctx: target ctx if target is an class/instance attribute. """ if target is not None: # check if target is already intercepted if is_intercepted(target)...	[ "def", "set_target", "(", "self", ",", "target", ",", "ctx", "=", "None", ")", ":", "if", "target", "is", "not", "None", ":", "# check if target is already intercepted", "if", "is_intercepted", "(", "target", ")", ":", "# set self interception last target reference"...	38.411765	15.529412
def translate_state(self, s): """Translate the given state string """ if not isinstance(s, basestring): return s s = s.capitalize().replace("_", " ") return t(_(s))	[ "def", "translate_state", "(", "self", ",", "s", ")", ":", "if", "not", "isinstance", "(", "s", ",", "basestring", ")", ":", "return", "s", "s", "=", "s", ".", "capitalize", "(", ")", ".", "replace", "(", "\"_\"", ",", "\" \"", ")", "return", "t", ...	30	7.714286
def _modify(self, **patch): """Override modify to check kwargs before request sent to device.""" if 'state' in patch: if patch['state'] != 'user-up' and patch['state'] != 'user-down': msg = "The members resource does not support a modify with " \ "the va...	[ "def", "_modify", "(", "self", ",", "", "", "patch", ")", ":", "if", "'state'", "in", "patch", ":", "if", "patch", "[", "'state'", "]", "!=", "'user-up'", "and", "patch", "[", "'state'", "]", "!=", "'user-down'", ":", "msg", "=", "\"The members resou...	57.722222	20.055556
def _dev_by_id(self, device_type): """! Get a dict, USBID -> device, for a device class @param device_type The type of devices to search. For exmaple, "serial" looks for all serial devices connected to this computer @return A dict: Device USBID -> device file in /dev """ ...	[ "def", "_dev_by_id", "(", "self", ",", "device_type", ")", ":", "dir", "=", "os", ".", "path", ".", "join", "(", "\"/dev\"", ",", "device_type", ",", "\"by-id\"", ")", "if", "os", ".", "path", ".", "isdir", "(", "dir", ")", ":", "to_ret", "=", "dic...	41.217391	18.043478
def replace(s, replace): """Replace multiple values in a string""" for r in replace: s = s.replace(*r) return s	[ "def", "replace", "(", "s", ",", "replace", ")", ":", "for", "r", "in", "replace", ":", "s", "=", "s", ".", "replace", "(", "*", "r", ")", "return", "s" ]	25.4	15.6
def _make_builder_configs(): """Make built-in Librispeech BuilderConfigs. Uses 4 text encodings (plain text, bytes, subwords with 8k vocab, subwords with 32k vocab) crossed with the data subsets (clean100, clean360, all). Returns: `list<tfds.audio.LibrispeechConfig>` """ text_encoder_configs = [ ...	[ "def", "_make_builder_configs", "(", ")", ":", "text_encoder_configs", "=", "[", "None", ",", "tfds", ".", "features", ".", "text", ".", "TextEncoderConfig", "(", "name", "=", "\"bytes\"", ",", "encoder", "=", "tfds", ".", "features", ".", "text", ".", "By...	33.966667	18.2
def stop_workers_async(self): """Signal that all workers should stop without waiting.""" self._started = False for worker in self._workers: worker.signal_stop()	[ "def", "stop_workers_async", "(", "self", ")", ":", "self", ".", "_started", "=", "False", "for", "worker", "in", "self", ".", "_workers", ":", "worker", ".", "signal_stop", "(", ")" ]	32	12.333333
def on_modified(self, event): """Handle a file modified event.""" path = event.src_path if path not in self.saw: self.saw.add(path) self.recompile(path)	[ "def", "on_modified", "(", "self", ",", "event", ")", ":", "path", "=", "event", ".", "src_path", "if", "path", "not", "in", "self", ".", "saw", ":", "self", ".", "saw", ".", "add", "(", "path", ")", "self", ".", "recompile", "(", "path", ")" ]	32.5	8
def open(self, path, binary=False): """Open file and return a stream.""" if binary: return open(path, "rb") return open(path, encoding="utf-8")	[ "def", "open", "(", "self", ",", "path", ",", "binary", "=", "False", ")", ":", "if", "binary", ":", "return", "open", "(", "path", ",", "\"rb\"", ")", "return", "open", "(", "path", ",", "encoding", "=", "\"utf-8\"", ")" ]	35	7
def check_connection (self): """ In case of proxy, delegate to HttpUrl. Else check in this order: login, changing directory, list the file. """ # proxy support (we support only http) self.set_proxy(self.aggregate.config["proxy"].get(self.scheme)) if self.proxy: ...	[ "def", "check_connection", "(", "self", ")", ":", "# proxy support (we support only http)", "self", ".", "set_proxy", "(", "self", ".", "aggregate", ".", "config", "[", "\"proxy\"", "]", ".", "get", "(", "self", ".", "scheme", ")", ")", "if", "self", ".", ...	34.6	10.52
def get_service_info(service_instance): ''' Returns information of the vCenter or ESXi host service_instance The Service Instance from which to obtain managed object references. ''' try: return service_instance.content.about except vim.fault.NoPermission as exc: log.exce...	[ "def", "get_service_info", "(", "service_instance", ")", ":", "try", ":", "return", "service_instance", ".", "content", ".", "about", "except", "vim", ".", "fault", ".", "NoPermission", "as", "exc", ":", "log", ".", "exception", "(", "exc", ")", "raise", "...	35.05	15.75
def create_pool(batch_service_client, pool_id, resource_files, publisher, offer, sku, task_file, vm_size, node_count): """Creates a pool of compute nodes with the specified OS settings. :param batch_service_client: A Batch service client. :type batch_service_client: `azure.b...	[ "def", "create_pool", "(", "batch_service_client", ",", "pool_id", ",", "resource_files", ",", "publisher", ",", "offer", ",", "sku", ",", "task_file", ",", "vm_size", ",", "node_count", ")", ":", "_log", ".", "info", "(", "'Creating pool [{}]...'", ".", "form...	47.805556	21.125
def _remove_mapper_from_plotter(plotter, actor, reset_camera): """removes this actor's mapper from the given plotter's _scalar_bar_mappers""" try: mapper = actor.GetMapper() except AttributeError: return for name in list(plotter._scalar_bar_mappers.keys()): try: plott...	[ "def", "_remove_mapper_from_plotter", "(", "plotter", ",", "actor", ",", "reset_camera", ")", ":", "try", ":", "mapper", "=", "actor", ".", "GetMapper", "(", ")", "except", "AttributeError", ":", "return", "for", "name", "in", "list", "(", "plotter", ".", ...	42.333333	19.333333
def merge(left, right): """ deep merge dictionary on the left with the one on the right. Fill in left dictionary with right one where the value of the key from the right one in the left one is missing or None. """ if isinstance(left, dict) and isinstance(right, dict): for key, v...	[ "def", "merge", "(", "left", ",", "right", ")", ":", "if", "isinstance", "(", "left", ",", "dict", ")", "and", "isinstance", "(", "right", ",", "dict", ")", ":", "for", "key", ",", "value", "in", "right", ".", "items", "(", ")", ":", "if", "key",...	30.388889	11.833333
def clean(all=False, docs=False, dist=False, extra=None): """Clean up build files""" run('find . -type f -name ".py[co]" -delete') run('find . -type d -name "__pycache__" -delete') patterns = ['build', '.egg-info/'] if all or docs: patterns.append('doc/build/*') if all or dist: ...	[ "def", "clean", "(", "all", "=", "False", ",", "docs", "=", "False", ",", "dist", "=", "False", ",", "extra", "=", "None", ")", ":", "run", "(", "'find . -type f -name \"*.py[co]\" -delete'", ")", "run", "(", "'find . -type d -name \"__pycache__\" -delete'", ")"...	29.8	14.866667
def toindices(self, mask): r""" Convert a boolean mask to a list of pore or throat indices Parameters ---------- mask : array_like booleans A boolean array with True at locations where indices are desired. The appropriate indices are returned based an the...	[ "def", "toindices", "(", "self", ",", "mask", ")", ":", "if", "sp", ".", "amax", "(", "mask", ")", ">", "1", ":", "raise", "Exception", "(", "'Received mask is invalid, with values above 1'", ")", "mask", "=", "sp", ".", "array", "(", "mask", ",", "dtype...	32.125	23.65625
def result_relpath(self, package_index): """Returns the relative path of the result This method returns the path to the result relative to the top dir of the working area. This method simply constructs the path based on the convention and doesn't check if the result actually exi...	[ "def", "result_relpath", "(", "self", ",", "package_index", ")", ":", "dirname", "=", "'task_{:05d}'", ".", "format", "(", "package_index", ")", "# e.g., 'task_00009'", "ret", "=", "os", ".", "path", ".", "join", "(", "'results'", ",", "dirname", ",", "'resu...	26.185185	22.666667
def check_arguments(c: typing.Callable, hints: typing.Mapping[str, typing.Optional[type]], args, *kwargs) -> None: """Check arguments type, raise :class:`TypeError` if argument type is not expected type. :param c: callable object want to check types :param hint...	[ "def", "check_arguments", "(", "c", ":", "typing", ".", "Callable", ",", "hints", ":", "typing", ".", "Mapping", "[", "str", ",", "typing", ".", "Optional", "[", "type", "]", "]", ",", "", "args", ",", "", "*", "kwargs", ")", "->", "None", ":", ...	36.32	16.16
def get_summary_data(self, group_name): """ Get the summary data for an analysis group. :param group_name: The name of the analysis group to pull summary data for. :returns: A dictionary whose keys are analysis steps, and whose values are dictionaries of key/valu...	[ "def", "get_summary_data", "(", "self", ",", "group_name", ")", ":", "self", ".", "assert_open", "(", ")", "group", "=", "'Analyses/{}/Summary'", ".", "format", "(", "group_name", ")", "summary", "=", "None", "if", "group", "in", "self", ".", "handle", ":"...	39.066667	17.066667
def getCentreAndSpreadOffsets(spaceShape, spreadShape, stepSize=1): """ Generates centre offsets and spread offsets for block-mode based training regimes - star, cross, block. Parameters: ----------------------------------------------- space...	[ "def", "getCentreAndSpreadOffsets", "(", "spaceShape", ",", "spreadShape", ",", "stepSize", "=", "1", ")", ":", "from", "nupic", ".", "math", ".", "cross", "import", "cross", "# =====================================================================", "# Init data structures"...	34.686567	20.179104
def Sum(a, axis, keep_dims): """ Sum reduction op. """ return np.sum(a, axis=axis if not isinstance(axis, np.ndarray) else tuple(axis), keepdims=keep_dims),	[ "def", "Sum", "(", "a", ",", "axis", ",", "keep_dims", ")", ":", "return", "np", ".", "sum", "(", "a", ",", "axis", "=", "axis", "if", "not", "isinstance", "(", "axis", ",", "np", ".", "ndarray", ")", "else", "tuple", "(", "axis", ")", ",", "ke...	30.833333	12.833333
def emulate_mouse(self, key_code, x_val, y_val, data): """Emulate the ev codes using the data Windows has given us. Note that by default in Windows, to recognise a double click, you just notice two clicks in a row within a reasonablely short time period. However, if the applica...	[ "def", "emulate_mouse", "(", "self", ",", "key_code", ",", "x_val", ",", "y_val", ",", "data", ")", ":", "# Once again ignore Windows' relative time (since system", "# startup) and use the absolute time (since epoch i.e. 1st Jan", "# 1970).", "self", ".", "update_timeval", "(...	36.671429	18.628571
def status_job(self, fn=None, name=None, timeout=3): """Decorator that invokes `add_status_job`. :: @app.status_job def postgresql(): # query/ping postgres @app.status_job(name="Active Directory") def active_directory(): ...	[ "def", "status_job", "(", "self", ",", "fn", "=", "None", ",", "name", "=", "None", ",", "timeout", "=", "3", ")", ":", "if", "fn", "is", "None", ":", "def", "decorator", "(", "fn", ")", ":", "self", ".", "add_status_job", "(", "fn", ",", "name",...	27.458333	17.041667
def split_sentences(text): """ Utility function to return a list of sentences. @param text The text that must be split in to sentences. """ sentence_delimiters = re.compile(u'[\\[\\]\n.!?,;:\t\\-\\"\\(\\)\\\'\u2019\u2013]') sentences = sentence_delimiters.split(text) return sentences	[ "def", "split_sentences", "(", "text", ")", ":", "sentence_delimiters", "=", "re", ".", "compile", "(", "u'[\\\\[\\\\]\\n.!?,;:\\t\\\\-\\\\\"\\\\(\\\\)\\\\\\'\\u2019\\u2013]'", ")", "sentences", "=", "sentence_delimiters", ".", "split", "(", "text", ")", "return", "sent...	38.125	14.875
def execute_notebook_with_engine(self, engine_name, nb, kernel_name, kwargs): """Fetch a named engine and execute the nb object against it.""" return self.get_engine(engine_name).execute_notebook(nb, kernel_name, kwargs)	[ "def", "execute_notebook_with_engine", "(", "self", ",", "engine_name", ",", "nb", ",", "kernel_name", ",", "", "", "kwargs", ")", ":", "return", "self", ".", "get_engine", "(", "engine_name", ")", ".", "execute_notebook", "(", "nb", ",", "kernel_name", ",...	79.333333	28.666667
def post_execute(self): """Cache the modification times of any modules imported in this execution """ newly_loaded_modules = set(sys.modules) - self.loaded_modules for modname in newly_loaded_modules: _, pymtime = self._reloader.filename_and_mtime(sys.modules[modname]) ...	[ "def", "post_execute", "(", "self", ")", ":", "newly_loaded_modules", "=", "set", "(", "sys", ".", "modules", ")", "-", "self", ".", "loaded_modules", "for", "modname", "in", "newly_loaded_modules", ":", "_", ",", "pymtime", "=", "self", ".", "_reloader", ...	46.3	17.5
def load_data(filename): """ :rtype : numpy matrix """ data = pandas.read_csv(filename, header=None, delimiter='\t', skiprows=9) return data.as_matrix()	[ "def", "load_data", "(", "filename", ")", ":", "data", "=", "pandas", ".", "read_csv", "(", "filename", ",", "header", "=", "None", ",", "delimiter", "=", "'\\t'", ",", "skiprows", "=", "9", ")", "return", "data", ".", "as_matrix", "(", ")" ]	27.833333	13.5
def _read_as_tiledir( self, out_tile=None, td_crs=None, tiles_paths=None, profile=None, validity_check=False, indexes=None, resampling=None, dst_nodata=None, gdal_opts=None, **kwargs ): """ Read reprojected & res...	[ "def", "_read_as_tiledir", "(", "self", ",", "out_tile", "=", "None", ",", "td_crs", "=", "None", ",", "tiles_paths", "=", "None", ",", "profile", "=", "None", ",", "validity_check", "=", "False", ",", "indexes", "=", "None", ",", "resampling", "=", "Non...	29.893617	18.106383
def _process_container_metric(self, type, metric_name, metric, scraper_config): """ Takes a simple metric about a container, reports it as a rate or gauge. If several series are found for a given container, values are summed before submission. """ if metric.type not in METRIC_TYP...	[ "def", "_process_container_metric", "(", "self", ",", "type", ",", "metric_name", ",", "metric", ",", "scraper_config", ")", ":", "if", "metric", ".", "type", "not", "in", "METRIC_TYPES", ":", "self", ".", "log", ".", "error", "(", "\"Metric type %s unsupporte...	48.5625	26.4375
def _get_tns_search_results( self): """ query the tns and result the response """ self.log.info('starting the ``_get_tns_search_results`` method') try: response = requests.get( url="http://wis-tns.weizmann.ac.il/search", ...	[ "def", "_get_tns_search_results", "(", "self", ")", ":", "self", ".", "log", ".", "info", "(", "'starting the ``_get_tns_search_results`` method'", ")", "try", ":", "response", "=", "requests", ".", "get", "(", "url", "=", "\"http://wis-tns.weizmann.ac.il/search\"", ...	38.875	13.525
def throttle(self, key, amount=1, rate=None, capacity=None, exc_class=Throttled, kwargs): """Consume an amount for a given key, or raise a Throttled exception.""" if not self.consume(key, amount, rate, capacity, kwargs): raise exc_class("Request of %d unit for %s exceeds cap...	[ "def", "throttle", "(", "self", ",", "key", ",", "amount", "=", "1", ",", "rate", "=", "None", ",", "capacity", "=", "None", ",", "exc_class", "=", "Throttled", ",", "", "", "kwargs", ")", ":", "if", "not", "self", ".", "consume", "(", "key", "...	51.142857	18
def update_config(file_name, yaml_contents): ''' Update master config with ``yaml_contents``. Writes ``yaml_contents`` to a file named ``file_name.conf`` under the folder specified by ``default_include``. This folder is named ``master.d`` by default. Please look at :conf_master:`inc...	[ "def", "update_config", "(", "file_name", ",", "yaml_contents", ")", ":", "file_name", "=", "'{0}{1}'", ".", "format", "(", "file_name", ",", "'.conf'", ")", "dir_path", "=", "os", ".", "path", ".", "join", "(", "__opts__", "[", "'config_dir'", "]", ",", ...	31	18
def unlock(name, zk_hosts=None, # in case you need to unlock without having run lock (failed execution for example) identifier=None, max_concurrency=1, ephemeral_lease=False, profile=None, scheme=None, username=None, password=None,...	[ "def", "unlock", "(", "name", ",", "zk_hosts", "=", "None", ",", "# in case you need to unlock without having run lock (failed execution for example)", "identifier", "=", "None", ",", "max_concurrency", "=", "1", ",", "ephemeral_lease", "=", "False", ",", "profile", "="...	33.609756	23.95122
def get_evernote_notes(self, evernote_filter): """ get the notes related to the filter :param evernote_filter: filtering :return: notes """ data = [] note_store = self.client.get_note_store() our_note_list = note_store.findNotesMetadata(self.t...	[ "def", "get_evernote_notes", "(", "self", ",", "evernote_filter", ")", ":", "data", "=", "[", "]", "note_store", "=", "self", ".", "client", ".", "get_note_store", "(", ")", "our_note_list", "=", "note_store", ".", "findNotesMetadata", "(", "self", ".", "tok...	42.526316	24.315789
def from_form(self, param_name, field): """ A decorator that converts a request form into a function parameter based on the specified field. :param str param_name: The parameter which receives the argument. :param Field field: The field class or instance used to deserialize the request ...	[ "def", "from_form", "(", "self", ",", "param_name", ",", "field", ")", ":", "return", "self", ".", "__from_source", "(", "param_name", ",", "field", ",", "lambda", ":", "request", ".", "form", ",", "'form'", ")" ]	51	29.444444

def _get_parser(description): """Build an ArgumentParser with common arguments for both operations.""" parser = argparse.ArgumentParser(description=description) parser.add_argument('key', help="Camellia key.") parser.add_argument('input_file', nargs='*', help="File(s) to read as ...

[ "def", "_get_parser", "(", "description", ")", ":", "parser", "=", "argparse", ".", "ArgumentParser", "(", "description", "=", "description", ")", "parser", ".", "add_argument", "(", "'key'", ",", "help", "=", "\"Camellia key.\"", ")", "parser", ".", "add_argu...

55.375

22.375

def touch(self, mode=0o666, exist_ok=True): """ Create this file with the given access mode, if it doesn't exist. """ if self._closed: self._raise_closed() if exist_ok: # First try to bump modification time # Implementation note: GNU touch uses...

[ "def", "touch", "(", "self", ",", "mode", "=", "0o666", ",", "exist_ok", "=", "True", ")", ":", "if", "self", ".", "_closed", ":", "self", ".", "_raise_closed", "(", ")", "if", "exist_ok", ":", "# First try to bump modification time", "# Implementation note: G...

33.409091

13.136364

def confd_state_rest_listen_tcp_ip(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") confd_state = ET.SubElement(config, "confd-state", xmlns="http://tail-f.com/yang/confd-monitoring") rest = ET.SubElement(confd_state, "rest") listen = ET.SubElemen...

[ "def", "confd_state_rest_listen_tcp_ip", "(", "self", ",", "*", "*", "kwargs", ")", ":", "config", "=", "ET", ".", "Element", "(", "\"config\"", ")", "confd_state", "=", "ET", ".", "SubElement", "(", "config", ",", "\"confd-state\"", ",", "xmlns", "=", "\"...

40.923077

13.307692

def _from_timeseries(ts1, ts2, stride, fftlength=None, overlap=None, window=None, **kwargs): """Generate a time-frequency coherence :class:`~gwpy.spectrogram.Spectrogram` from a pair of :class:`~gwpy.timeseries.TimeSeries`. For each `stride`, a PSD :class:`~gwpy.frequencyseries.Fre...

[ "def", "_from_timeseries", "(", "ts1", ",", "ts2", ",", "stride", ",", "fftlength", "=", "None", ",", "overlap", "=", "None", ",", "window", "=", "None", ",", "*", "*", "kwargs", ")", ":", "# check sampling rates", "if", "ts1", ".", "sample_rate", ".", ...

34.423077

18.711538

def list_installed_genomes(genome_dir=None): """ List all available genomes. Parameters ---------- genome_dir : str Directory with installed genomes. Returns ------- list with genome names """ if not genome_dir: genome_dir = config.get("genome_dir", None) if...

[ "def", "list_installed_genomes", "(", "genome_dir", "=", "None", ")", ":", "if", "not", "genome_dir", ":", "genome_dir", "=", "config", ".", "get", "(", "\"genome_dir\"", ",", "None", ")", "if", "not", "genome_dir", ":", "raise", "norns", ".", "exceptions", ...

25.25

19.45

def get_libs_dir(self, arch): '''The libs dir for a given arch.''' ensure_dir(join(self.libs_dir, arch)) return join(self.libs_dir, arch)

[ "def", "get_libs_dir", "(", "self", ",", "arch", ")", ":", "ensure_dir", "(", "join", "(", "self", ".", "libs_dir", ",", "arch", ")", ")", "return", "join", "(", "self", ".", "libs_dir", ",", "arch", ")" ]

39.5

5

def entry_links(self): """ Given a parsed feed, return the links to its entries, including ones which disappeared (as a quick-and-dirty way to support deletions) """ return {entry['link'] for entry in self.feed.entries if entry and entry.get('link')}

[ "def", "entry_links", "(", "self", ")", ":", "return", "{", "entry", "[", "'link'", "]", "for", "entry", "in", "self", ".", "feed", ".", "entries", "if", "entry", "and", "entry", ".", "get", "(", "'link'", ")", "}" ]

55.6

20.6

def set_chat_title( self, chat_id: Union[int, str], title: str ) -> bool: """Use this method to change the title of a chat. Titles can't be changed for private chats. You must be an administrator in the chat for this to work and must have the appropriate admin rights....

[ "def", "set_chat_title", "(", "self", ",", "chat_id", ":", "Union", "[", "int", ",", "str", "]", ",", "title", ":", "str", ")", "->", "bool", ":", "peer", "=", "self", ".", "resolve_peer", "(", "chat_id", ")", "if", "isinstance", "(", "peer", ",", ...

31.255319

22.659574

def add_license(self, contents): """Adds the given ``contents`` as a new custom license to the J-Link. Args: self (JLink): the ``JLink`` instance contents: the string contents of the new custom license Returns: ``True`` if license was added, ``False`` if license a...

[ "def", "add_license", "(", "self", ",", "contents", ")", ":", "buf_size", "=", "len", "(", "contents", ")", "buf", "=", "(", "ctypes", ".", "c_char", "*", "(", "buf_size", "+", "1", ")", ")", "(", "*", "contents", ".", "encode", "(", ")", ")", "r...

32.533333

23.4

def standardize_polygons_str(data_str): """Given a POLYGON string, standardize the coordinates to a 1x1 grid. Input : data_str (taken from above) Output: tuple of polygon objects """ # find all of the polygons in the letter (for instance an A # needs to be constructed from 2 polygons) path_s...

[ "def", "standardize_polygons_str", "(", "data_str", ")", ":", "# find all of the polygons in the letter (for instance an A", "# needs to be constructed from 2 polygons)", "path_strs", "=", "re", ".", "findall", "(", "\"\\(\\(([^\\)]+?)\\)\\)\"", ",", "data_str", ".", "strip", "...

36.758621

17.103448

def parse_rest_doc(doc): """ Extract the headers, delimiters, and text from reST-formatted docstrings. Parameters ---------- doc: Union[str, None] Returns ------- Dict[str, Section] """ class Section(object): def __init__(self, header=None, body=None): ...

[ "def", "parse_rest_doc", "(", "doc", ")", ":", "class", "Section", "(", "object", ")", ":", "def", "__init__", "(", "self", ",", "header", "=", "None", ",", "body", "=", "None", ")", ":", "self", ".", "header", "=", "header", "# str", "self", ".", ...

29.37037

19.907407

def getQCAnalyses(self, qctype=None, review_state=None): """return the QC analyses performed in the worksheet in which, at least, one sample of this AR is present. Depending on qctype value, returns the analyses of: - 'b': all Blank Reference Samples used in related worksheet/s ...

[ "def", "getQCAnalyses", "(", "self", ",", "qctype", "=", "None", ",", "review_state", "=", "None", ")", ":", "qcanalyses", "=", "[", "]", "suids", "=", "[", "]", "ans", "=", "self", ".", "getAnalyses", "(", ")", "wf", "=", "getToolByName", "(", "self...

37.283019

17.509434

def create_directory(self, filename): """Create a subdirectory in the temporary directory.""" path = os.path.join(self.path, filename) makedirs(path) return path

[ "def", "create_directory", "(", "self", ",", "filename", ")", ":", "path", "=", "os", ".", "path", ".", "join", "(", "self", ".", "path", ",", "filename", ")", "makedirs", "(", "path", ")", "return", "path" ]

37.8

10

def _add_ts2q(self, pore, queue): """ Helper method to add throats to the cluster queue """ net = self.project.network elem_type = 'throat' # Find throats connected to newly invaded pore Ts = net.find_neighbor_throats(pores=pore) # Remove already invaded t...

[ "def", "_add_ts2q", "(", "self", ",", "pore", ",", "queue", ")", ":", "net", "=", "self", ".", "project", ".", "network", "elem_type", "=", "'throat'", "# Find throats connected to newly invaded pore", "Ts", "=", "net", ".", "find_neighbor_throats", "(", "pores"...

38.206897

9.793103

def chroma(sr, n_fft, n_chroma=12, A440=440.0, ctroct=5.0, octwidth=2, norm=2, base_c=True, dtype=np.float32): """Create a Filterbank matrix to convert STFT to chroma Parameters ---------- sr : number > 0 [scalar] audio sampling rate n_fft : int > 0 [scalar] ...

[ "def", "chroma", "(", "sr", ",", "n_fft", ",", "n_chroma", "=", "12", ",", "A440", "=", "440.0", ",", "ctroct", "=", "5.0", ",", "octwidth", "=", "2", ",", "norm", "=", "2", ",", "base_c", "=", "True", ",", "dtype", "=", "np", ".", "float32", "...

31.709924

23.89313

def get_random_xy_color(self): """Returns the approximate CIE 1931 x,y coordinates represented by the supplied hexColor parameter, or of a random color if the parameter is not passed.""" r = self.color.random_rgb_value() g = self.color.random_rgb_value() b = self.color.ra...

[ "def", "get_random_xy_color", "(", "self", ")", ":", "r", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")", "g", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")", "b", "=", "self", ".", "color", ".", "random_rgb_value", "(", ")"...

46

6.125

def open_upload_stream(self, filename, chunk_size_bytes=None, metadata=None): """Opens a Stream that the application can write the contents of the file to. The user must specify the filename, and can choose to add any additional information in the metadata fie...

[ "def", "open_upload_stream", "(", "self", ",", "filename", ",", "chunk_size_bytes", "=", "None", ",", "metadata", "=", "None", ")", ":", "validate_string", "(", "\"filename\"", ",", "filename", ")", "opts", "=", "{", "\"filename\"", ":", "filename", ",", "\"...

41.95122

20.804878

def execute(self, request, session=None, method='post'): ''' pyTOP.API -- TOPRequest instance ''' params = { 'app_key' : self.API_KEY, 'v' : self.API_VERSION, 'format' : self.FORMAT, #'sign_method' : self.SIGN_METHOD, '...

[ "def", "execute", "(", "self", ",", "request", ",", "session", "=", "None", ",", "method", "=", "'post'", ")", ":", "params", "=", "{", "'app_key'", ":", "self", ".", "API_KEY", ",", "'v'", ":", "self", ".", "API_VERSION", ",", "'format'", ":", "self...

39.315789

13.789474

def _prune_penalty_box(self): """Restores clients that have reconnected. This function should be called first for every public method. """ added = False for client in self.penalty_box.get(): log.info("Client %r is back up.", client) self.active_clients.ap...

[ "def", "_prune_penalty_box", "(", "self", ")", ":", "added", "=", "False", "for", "client", "in", "self", ".", "penalty_box", ".", "get", "(", ")", ":", "log", ".", "info", "(", "\"Client %r is back up.\"", ",", "client", ")", "self", ".", "active_clients"...

33.083333

14.166667

def slice_before(predicate, iterable): """Returns groups of elements from iterable, slicing just before predicate(elem) is True """ if isinstance(predicate, string_type): predicate = re.compile(predicate) if hasattr(predicate, 'match'): predicate = predicate.match record = [] ...

[ "def", "slice_before", "(", "predicate", ",", "iterable", ")", ":", "if", "isinstance", "(", "predicate", ",", "string_type", ")", ":", "predicate", "=", "re", ".", "compile", "(", "predicate", ")", "if", "hasattr", "(", "predicate", ",", "'match'", ")", ...

23.28

16.52

def read_sql(sql, con, filePath, index_col=None, coerce_float=True, params=None, parse_dates=None, columns=None, chunksize=None): """ Read SQL query or database table into a DataFrameModel. Provide a filePath argument in addition to the *args/**kwargs from pandas.read_sql and get a DataFram...

[ "def", "read_sql", "(", "sql", ",", "con", ",", "filePath", ",", "index_col", "=", "None", ",", "coerce_float", "=", "True", ",", "params", "=", "None", ",", "parse_dates", "=", "None", ",", "columns", "=", "None", ",", "chunksize", "=", "None", ")", ...

39.521739

26.652174

def default_diff(latest_config, current_config): """Determine if two revisions have actually changed.""" # Pop off the fields we don't care about: pop_no_diff_fields(latest_config, current_config) diff = DeepDiff( latest_config, current_config, ignore_order=True ) return...

[ "def", "default_diff", "(", "latest_config", ",", "current_config", ")", ":", "# Pop off the fields we don't care about:", "pop_no_diff_fields", "(", "latest_config", ",", "current_config", ")", "diff", "=", "DeepDiff", "(", "latest_config", ",", "current_config", ",", ...

28.636364

17.818182

def publish(self, msg): ''' Send message to all connected sockets ''' if not self.streams: return pack = salt.transport.frame.frame_msg_ipc(msg, raw_body=True) for stream in self.streams: self.io_loop.spawn_callback(self._write, stream, pack)

[ "def", "publish", "(", "self", ",", "msg", ")", ":", "if", "not", "self", ".", "streams", ":", "return", "pack", "=", "salt", ".", "transport", ".", "frame", ".", "frame_msg_ipc", "(", "msg", ",", "raw_body", "=", "True", ")", "for", "stream", "in", ...

27.818182

23.090909

def get_categories(self, languages=None): """GetCategories. [Preview API] :param str languages: :rtype: [str] """ query_parameters = {} if languages is not None: query_parameters['languages'] = self._serialize.query('languages', languages, 'str') ...

[ "def", "get_categories", "(", "self", ",", "languages", "=", "None", ")", ":", "query_parameters", "=", "{", "}", "if", "languages", "is", "not", "None", ":", "query_parameters", "[", "'languages'", "]", "=", "self", ".", "_serialize", ".", "query", "(", ...

44.928571

17.642857

def bbox_transform(ex_rois, gt_rois, box_stds): """ compute bounding box regression targets from ex_rois to gt_rois :param ex_rois: [N, 4] :param gt_rois: [N, 4] :return: [N, 4] """ assert ex_rois.shape[0] == gt_rois.shape[0], 'inconsistent rois number' ex_widths = ex_rois[:, 2] - ex_ro...

[ "def", "bbox_transform", "(", "ex_rois", ",", "gt_rois", ",", "box_stds", ")", ":", "assert", "ex_rois", ".", "shape", "[", "0", "]", "==", "gt_rois", ".", "shape", "[", "0", "]", ",", "'inconsistent rois number'", "ex_widths", "=", "ex_rois", "[", ":", ...

41.230769

21.538462

def calcELStaeckel(R,vR,vT,z,vz,pot,vc=1.,ro=1.): """ NAME: calcELStaeckel PURPOSE: calculate the energy and angular momentum INPUT: R - Galactocentric radius (/ro) vR - radial part of the velocity (/vc) vT - azimuthal part of the velocity (/vc) vc - circular ve...

[ "def", "calcELStaeckel", "(", "R", ",", "vR", ",", "vT", ",", "z", ",", "vz", ",", "pot", ",", "vc", "=", "1.", ",", "ro", "=", "1.", ")", ":", "return", "(", "_evaluatePotentials", "(", "pot", ",", "R", ",", "z", ")", "+", "vR", "**", "2.", ...

29.388889

15.777778

def side_effect(self): """ Executes ``ansible-playbook`` against the side_effect playbook and returns None. :return: None """ pb = self._get_ansible_playbook(self.playbooks.side_effect) pb.execute()

[ "def", "side_effect", "(", "self", ")", ":", "pb", "=", "self", ".", "_get_ansible_playbook", "(", "self", ".", "playbooks", ".", "side_effect", ")", "pb", ".", "execute", "(", ")" ]

27.444444

19.666667

def clean(self): """ Make sure that the scope is less or equal to the previous scope! """ data = self.cleaned_data want_scope = data.get('scope') or 0 refresh_token = data.get('refresh_token') access_token = getattr(refresh_token, 'access_token', None) if \ ...

[ "def", "clean", "(", "self", ")", ":", "data", "=", "self", ".", "cleaned_data", "want_scope", "=", "data", ".", "get", "(", "'scope'", ")", "or", "0", "refresh_token", "=", "data", ".", "get", "(", "'refresh_token'", ")", "access_token", "=", "getattr",...

37.888889

19.444444

def _get_subparser_cell_args(self, subparser_prog): """ Get cell args of a specified subparser by its prog.""" subparsers = self._get_subparsers() for subparser in subparsers: if subparser_prog == subparser.prog: return subparser._cell_args return None

[ "def", "_get_subparser_cell_args", "(", "self", ",", "subparser_prog", ")", ":", "subparsers", "=", "self", ".", "_get_subparsers", "(", ")", "for", "subparser", "in", "subparsers", ":", "if", "subparser_prog", "==", "subparser", ".", "prog", ":", "return", "s...

30.666667

14.666667

def wr_tsv(fout_tsv, tsv_data, **kws): """Write a file of tab-separated table data""" items_str = "items" if "items" not in kws else kws["items"] if tsv_data: ifstrm = sys.stdout if fout_tsv is None else open(fout_tsv, 'w') num_items = prt_tsv(ifstrm, tsv_data, **kws) if fout_tsv is ...

[ "def", "wr_tsv", "(", "fout_tsv", ",", "tsv_data", ",", "*", "*", "kws", ")", ":", "items_str", "=", "\"items\"", "if", "\"items\"", "not", "in", "kws", "else", "kws", "[", "\"items\"", "]", "if", "tsv_data", ":", "ifstrm", "=", "sys", ".", "stdout", ...

46.615385

18

def load_flickr25k_dataset(tag='sky', path="data", n_threads=50, printable=False): """Load Flickr25K dataset. Returns a list of images by a given tag from Flick25k dataset, it will download Flickr25k from `the official website <http://press.liacs.nl/mirflickr/mirdownload.html>`__ at the first time you ...

[ "def", "load_flickr25k_dataset", "(", "tag", "=", "'sky'", ",", "path", "=", "\"data\"", ",", "n_threads", "=", "50", ",", "printable", "=", "False", ")", ":", "path", "=", "os", ".", "path", ".", "join", "(", "path", ",", "'flickr25k'", ")", "filename...

36.397059

26

def pick(rest): "Pick between a few options" question = rest.strip() choices = util.splitem(question) if len(choices) == 1: return "I can't pick if you give me only one choice!" else: pick = random.choice(choices) certainty = random.sample(phrases.certainty_opts, 1)[0] return "%s... %s %s" % (pick, certain...

[ "def", "pick", "(", "rest", ")", ":", "question", "=", "rest", ".", "strip", "(", ")", "choices", "=", "util", ".", "splitem", "(", "question", ")", "if", "len", "(", "choices", ")", "==", "1", ":", "return", "\"I can't pick if you give me only one choice!...

32

16

def read_all(filename): """ Reads the serialized objects from disk. Caller must wrap objects in appropriate Python wrapper classes. :param filename: the file with the serialized objects :type filename: str :return: the list of JB_OBjects :rtype: list """ array = javabridge.static_call( ...

[ "def", "read_all", "(", "filename", ")", ":", "array", "=", "javabridge", ".", "static_call", "(", "\"Lweka/core/SerializationHelper;\"", ",", "\"readAll\"", ",", "\"(Ljava/lang/String;)[Ljava/lang/Object;\"", ",", "filename", ")", "if", "array", "is", "None", ":", ...

32.176471

19.823529

def set_attribute(attribute, attribute_value, instance_name=None, instance_id=None, region=None, key=None, keyid=None, profile=None, filters=None): ''' Set an EC2 instance attribute. Returns whether the operation succeeded or not. CLI Example: .. code-block:: bash salt m...

[ "def", "set_attribute", "(", "attribute", ",", "attribute_value", ",", "instance_name", "=", "None", ",", "instance_id", "=", "None", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ",", "filte...

41.711538

27.942308

def pretty_print_config_to_json(self, configs): """JSON string description of a protorpc.remote.Service in a discovery doc. Args: configs: Either a single dict or a list of dicts containing the service configurations to list. Returns: string, The directory list document as a JSON strin...

[ "def", "pretty_print_config_to_json", "(", "self", ",", "configs", ")", ":", "descriptor", "=", "self", ".", "get_directory_list_doc", "(", "configs", ")", "return", "json", ".", "dumps", "(", "descriptor", ",", "sort_keys", "=", "True", ",", "indent", "=", ...

36.769231

19.076923

def create(parallel, dirs, config): """Create a cluster based on the provided parallel arguments. Returns an IPython view on the cluster, enabling processing on jobs. Adds a mincores specification if he have machines with a larger number of cores to allow jobs to be batched together for shared mem...

[ "def", "create", "(", "parallel", ",", "dirs", ",", "config", ")", ":", "profile_dir", "=", "utils", ".", "safe_makedir", "(", "os", ".", "path", ".", "join", "(", "dirs", "[", "\"work\"", "]", ",", "get_log_dir", "(", "config", ")", ",", "\"ipython\""...

62.242424

31.818182

def summoner_names_to_id(summoners): """ Gets a list of summoners names and return a dictionary mapping the player name to his/her summoner id :param summoners: a list of player names :return: a dictionary name -> id """ ids = {} for start, end in _slice(0, len(summoners), 40): resul...

[ "def", "summoner_names_to_id", "(", "summoners", ")", ":", "ids", "=", "{", "}", "for", "start", ",", "end", "in", "_slice", "(", "0", ",", "len", "(", "summoners", ")", ",", "40", ")", ":", "result", "=", "get_summoners_by_name", "(", "summoners", "["...

37.75

14.416667

def height_water_critical(FlowRate, Width): """Return the critical local water depth.""" #Checking input validity ut.check_range([FlowRate, ">0", "Flow rate"], [Width, ">0", "Width"]) return (FlowRate / (Width * np.sqrt(gravity.magnitude))) ** (2/3)

[ "def", "height_water_critical", "(", "FlowRate", ",", "Width", ")", ":", "#Checking input validity", "ut", ".", "check_range", "(", "[", "FlowRate", ",", "\">0\"", ",", "\"Flow rate\"", "]", ",", "[", "Width", ",", "\">0\"", ",", "\"Width\"", "]", ")", "retu...

52.2

15.4

def handle_aliases_in_init_files(name, import_alias_mapping): """Returns either None or the handled alias. Used in add_module. """ for key, val in import_alias_mapping.items(): # e.g. Foo == Foo # e.g. Foo.Bar startswith Foo. if name == val or \ name.startswith(va...

[ "def", "handle_aliases_in_init_files", "(", "name", ",", "import_alias_mapping", ")", ":", "for", "key", ",", "val", "in", "import_alias_mapping", ".", "items", "(", ")", ":", "# e.g. Foo == Foo", "# e.g. Foo.Bar startswith Foo.", "if", "name", "==", "val", "or", ...

36.733333

13.333333

def tofile(self, path='filters'): r"""Save filter values to ascii-files. Store the filter base and the filter coefficients in separate files in the directory `path`; `path` can be a relative or absolute path. Examples -------- >>> import empymod >>> # Load a fil...

[ "def", "tofile", "(", "self", ",", "path", "=", "'filters'", ")", ":", "# Get name of filter", "name", "=", "self", ".", "savename", "# Get absolute path, create if it doesn't exist", "path", "=", "os", ".", "path", ".", "abspath", "(", "path", ")", "os", ".",...

33.526316

16.921053

def reciprocal_space(space, axes=None, halfcomplex=False, shift=True, **kwargs): """Return the range of the Fourier transform on ``space``. Parameters ---------- space : `DiscreteLp` Real space whose reciprocal is calculated. It must be uniformly discretized. ax...

[ "def", "reciprocal_space", "(", "space", ",", "axes", "=", "None", ",", "halfcomplex", "=", "False", ",", "shift", "=", "True", ",", "*", "*", "kwargs", ")", ":", "if", "not", "isinstance", "(", "space", ",", "DiscreteLp", ")", ":", "raise", "TypeError...

40.13

20.7

def remove_commented_topic(self, topic_id): """ 删除回复的话题（删除所有自己发布的评论） :param topic_id: 话题ID :return: None """ return [self.remove_comment(topic_id, item['id']) for item in self.list_user_comments(topic_id)]

[ "def", "remove_commented_topic", "(", "self", ",", "topic_id", ")", ":", "return", "[", "self", ".", "remove_comment", "(", "topic_id", ",", "item", "[", "'id'", "]", ")", "for", "item", "in", "self", ".", "list_user_comments", "(", "topic_id", ")", "]" ]

31.875

17.625

[ "def", "refresh", "(", "self", ")", "->", "None", ":", "# pylint: disable=unsupported-assignment-operation", "if", "self", ".", "_do_refresh", ":", "if", "self", ".", "anns", ":", "self", ".", "__sann", "=", "annutils", ".", "SeasonalANN", "(", "self", ".", ...

43.416667

19.416667

def meta_model_fit(X_train, y_train, svm_hardness, fit_intercept, number_of_threads, regressor_type="LinearSVR"): """ Trains meta-labeler for predicting number of labels for each user. Based on: Tang, L., Rajan, S., & Narayanan, V. K. (2009, April). Large scale multi-label classification via ...

[ "def", "meta_model_fit", "(", "X_train", ",", "y_train", ",", "svm_hardness", ",", "fit_intercept", ",", "number_of_threads", ",", "regressor_type", "=", "\"LinearSVR\"", ")", ":", "if", "regressor_type", "==", "\"LinearSVR\"", ":", "if", "X_train", ".", "shape", ...

38.086957

22.869565

def put(self, vpn_id: int) -> Vpn: """ Updates the Vpn Resource with the name. """ vpn = self._get_or_abort(vpn_id) self.update(vpn) session.commit() return vpn

[ "def", "put", "(", "self", ",", "vpn_id", ":", "int", ")", "->", "Vpn", ":", "vpn", "=", "self", ".", "_get_or_abort", "(", "vpn_id", ")", "self", ".", "update", "(", "vpn", ")", "session", ".", "commit", "(", ")", "return", "vpn" ]

24

9.777778

def start(self, execution_history, backward_execution=False, generate_run_id=True): """ Starts the execution of the state in a new thread. :return: """ self.execution_history = execution_history if generate_run_id: self._run_id = run_id_generator() self.backw...

[ "def", "start", "(", "self", ",", "execution_history", ",", "backward_execution", "=", "False", ",", "generate_run_id", "=", "True", ")", ":", "self", ".", "execution_history", "=", "execution_history", "if", "generate_run_id", ":", "self", ".", "_run_id", "=", ...

39.909091

16.909091

def _parse(self): """Get axes and shape from file names.""" if not self.pattern: raise TiffSequence.ParseError('invalid pattern') pattern = re.compile(self.pattern, re.IGNORECASE | re.VERBOSE) matches = pattern.findall(os.path.split(self.files[0])[-1]) if not matches:...

[ "def", "_parse", "(", "self", ")", ":", "if", "not", "self", ".", "pattern", ":", "raise", "TiffSequence", ".", "ParseError", "(", "'invalid pattern'", ")", "pattern", "=", "re", ".", "compile", "(", "self", ".", "pattern", ",", "re", ".", "IGNORECASE", ...

43.588235

18.205882

def connect(self): """ Starts the mongodb connection. Must be called before anything else will work. """ self.client = MongoClient(self.mongo_uri) self.db = self.client[self.db_name]

[ "def", "connect", "(", "self", ")", ":", "self", ".", "client", "=", "MongoClient", "(", "self", ".", "mongo_uri", ")", "self", ".", "db", "=", "self", ".", "client", "[", "self", ".", "db_name", "]" ]

32

12.857143

def filter_code(source, additional_imports=None, expand_star_imports=False, remove_all_unused_imports=False, remove_duplicate_keys=False, remove_unused_variables=False, ignore_init_module_imports=False, ): """Yield code ...

[ "def", "filter_code", "(", "source", ",", "additional_imports", "=", "None", ",", "expand_star_imports", "=", "False", ",", "remove_all_unused_imports", "=", "False", ",", "remove_duplicate_keys", "=", "False", ",", "remove_unused_variables", "=", "False", ",", "ign...

38.109756

17.073171

def OSPFNeighborState_OSPFNeighborIpAddress(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") OSPFNeighborState = ET.SubElement(config, "OSPFNeighborState", xmlns="http://brocade.com/ns/brocade-notification-stream") OSPFNeighborIpAddress = ET.SubElement(OS...

[ "def", "OSPFNeighborState_OSPFNeighborIpAddress", "(", "self", ",", "*", "*", "kwargs", ")", ":", "config", "=", "ET", ".", "Element", "(", "\"config\"", ")", "OSPFNeighborState", "=", "ET", ".", "SubElement", "(", "config", ",", "\"OSPFNeighborState\"", ",", ...

51.6

25.9

def run(self, callback=None, limit=0): """ Start pcap's loop over the interface, calling the given callback for each packet :param callback: a function receiving (win_pcap, param, header, pkt_data) for each packet intercepted :param limit: how many packets to capture (A value of -1 or 0 ...

[ "def", "run", "(", "self", ",", "callback", "=", "None", ",", "limit", "=", "0", ")", ":", "if", "self", ".", "_handle", "is", "None", ":", "raise", "self", ".", "DeviceIsNotOpen", "(", ")", "# Set new callback", "self", ".", "_callback", "=", "callbac...

49.916667

19.916667

def get_timedelta(self, now=None): """ Returns number of seconds that passed since ``self.started``, as float. None is returned if ``self.started`` was not set yet. """ def datetime_to_time(timestamp): atime = time.mktime(timestamp.timetuple()) atime += ti...

[ "def", "get_timedelta", "(", "self", ",", "now", "=", "None", ")", ":", "def", "datetime_to_time", "(", "timestamp", ")", ":", "atime", "=", "time", ".", "mktime", "(", "timestamp", ".", "timetuple", "(", ")", ")", "atime", "+=", "timestamp", ".", "mic...

40.8

10.933333

def table(self): """ The |Table| object contained in this graphic frame. Raises |ValueError| if this graphic frame does not contain a table. """ if not self.has_table: raise ValueError('shape does not contain a table') tbl = self._element.graphic.graphicData.t...

[ "def", "table", "(", "self", ")", ":", "if", "not", "self", ".", "has_table", ":", "raise", "ValueError", "(", "'shape does not contain a table'", ")", "tbl", "=", "self", ".", "_element", ".", "graphic", ".", "graphicData", ".", "tbl", "return", "Table", ...

38.444444

14.444444

def print_paired_paths(nb_file, fmt): """Display the paired paths for this notebook""" notebook = readf(nb_file, fmt) formats = notebook.metadata.get('jupytext', {}).get('formats') if formats: for path, _ in paired_paths(nb_file, fmt, formats): if path != nb_file: sys...

[ "def", "print_paired_paths", "(", "nb_file", ",", "fmt", ")", ":", "notebook", "=", "readf", "(", "nb_file", ",", "fmt", ")", "formats", "=", "notebook", ".", "metadata", ".", "get", "(", "'jupytext'", ",", "{", "}", ")", ".", "get", "(", "'formats'", ...

42.375

11.625

def GetEntries(self, parser_mediator, data=None, **unused_kwargs): """Extract data from Transmission's resume folder files. This is the main parsing engine for the parser. It determines if the selected file is the proper file to parse and extracts current running torrents. Transmission stores an i...

[ "def", "GetEntries", "(", "self", ",", "parser_mediator", ",", "data", "=", "None", ",", "*", "*", "unused_kwargs", ")", ":", "seeding_time", "=", "data", ".", "get", "(", "'seeding-time-seconds'", ",", "None", ")", "event_data", "=", "TransmissionEventData", ...

43.139535

22.325581

def check_node_position( self, parent_id, position, on_same_branch, db_session=None, *args, **kwargs ): """ Checks if node position for given parent is valid, raises exception if this is not the case :param parent_id: :param position: :param on_same_branch: i...

[ "def", "check_node_position", "(", "self", ",", "parent_id", ",", "position", ",", "on_same_branch", ",", "db_session", "=", "None", ",", "*", "args", ",", "*", "*", "kwargs", ")", ":", "return", "self", ".", "service", ".", "check_node_position", "(", "pa...

30.380952

18.666667

def walk(self, *types): ''' Iterator which visits all suites and suite files, yielding test cases and keywords ''' requested = types if len(types) > 0 else [SuiteFile, ResourceFile, SuiteFolder, Testcase, Keyword] for thing in self.robot_files: if thing.__cla...

[ "def", "walk", "(", "self", ",", "*", "types", ")", ":", "requested", "=", "types", "if", "len", "(", "types", ")", ">", "0", "else", "[", "SuiteFile", ",", "ResourceFile", ",", "SuiteFolder", ",", "Testcase", ",", "Keyword", "]", "for", "thing", "in...

36.941176

16.588235

def disks(self): """Instance depends on the API version: * 2016-04-30-preview: :class:`DisksOperations<azure.mgmt.compute.v2016_04_30_preview.operations.DisksOperations>` * 2017-03-30: :class:`DisksOperations<azure.mgmt.compute.v2017_03_30.operations.DisksOperations>` * 2018-04...

[ "def", "disks", "(", "self", ")", ":", "api_version", "=", "self", ".", "_get_api_version", "(", "'disks'", ")", "if", "api_version", "==", "'2016-04-30-preview'", ":", "from", ".", "v2016_04_30_preview", ".", "operations", "import", "DisksOperations", "as", "Op...

67.652174

36.521739

def absent(name, tags=None, region=None, key=None, keyid=None, profile=None): ''' Ensure VPC with passed properties is absent. name Name of the VPC. tags A list of tags. All tags must match. region Region to connect to. key Secret key to be used. keyid ...

[ "def", "absent", "(", "name", ",", "tags", "=", "None", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ")", ":", "ret", "=", "{", "'name'", ":", "name", ",", "'result'", ":", "True", ...

28.438596

24.684211

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

[ "def", "_to_dict", "(", "self", ")", ":", "_dict", "=", "{", "}", "if", "hasattr", "(", "self", ",", "'field'", ")", "and", "self", ".", "field", "is", "not", "None", ":", "_dict", "[", "'field'", "]", "=", "self", ".", "field", "if", "hasattr", ...

40

13.375

def fts_match(self, features, segment): """Answer question "are `ft_mask`'s features a subset of ft_seg?" This is like `FeatureTable.match` except that it checks whether a segment is valid and returns None if it is not. Args: features (set): pattern defined as set of (value...

[ "def", "fts_match", "(", "self", ",", "features", ",", "segment", ")", ":", "features", "=", "set", "(", "features", ")", "if", "self", ".", "seg_known", "(", "segment", ")", ":", "return", "features", "<=", "self", ".", "fts", "(", "segment", ")", "...

37.157895

21.052632

def init_parser(): """Initialize option parser.""" usage = "Usage: %(prog)s <option(s)> <file(s)>" description = " Display information from object <file(s)>.\n" description += " At least one of the following switches must be given:" # # Create an argument parser and an exclusive group. # ...

[ "def", "init_parser", "(", ")", ":", "usage", "=", "\"Usage: %(prog)s <option(s)> <file(s)>\"", "description", "=", "\" Display information from object <file(s)>.\\n\"", "description", "+=", "\" At least one of the following switches must be given:\"", "#", "# Create an argument parser...

43.795455

29.011364

def condensed_coords_between(pop1, pop2, n): """Return indices into a condensed distance matrix for all pairwise comparisons between two populations. Parameters ---------- pop1 : array_like, int Indices of samples or haplotypes within the first population. pop2 : array_like, int ...

[ "def", "condensed_coords_between", "(", "pop1", ",", "pop2", ",", "n", ")", ":", "return", "[", "condensed_coords", "(", "i", ",", "j", ",", "n", ")", "for", "i", ",", "j", "in", "itertools", ".", "product", "(", "sorted", "(", "pop1", ")", ",", "s...

29.47619

22.333333

def transform(self, data, allow_timestamps=False): """ Transform H2OFrame using a MOJO Pipeline. :param data: Frame to be transformed. :param allow_timestamps: Allows datetime columns to be used directly with MOJO pipelines. It is recommended to parse your datetime columns as St...

[ "def", "transform", "(", "self", ",", "data", ",", "allow_timestamps", "=", "False", ")", ":", "assert_is_type", "(", "data", ",", "H2OFrame", ")", "assert_is_type", "(", "allow_timestamps", ",", "bool", ")", "return", "H2OFrame", ".", "_expr", "(", "ExprNod...

54.733333

30.466667

def convert_fillstyle(inputstyle, mode, inputmode=None): """ Convert *inputstyle* to ROOT or matplotlib format. Output format is determined by *mode* ('root' or 'mpl'). The *inputstyle* may be a ROOT fill style, a matplotlib hatch style, None, 'none', 'hollow', or 'solid'. """ mode = mode....

[ "def", "convert_fillstyle", "(", "inputstyle", ",", "mode", ",", "inputmode", "=", "None", ")", ":", "mode", "=", "mode", ".", "lower", "(", ")", "if", "mode", "not", "in", "(", "'mpl'", ",", "'root'", ")", ":", "raise", "ValueError", "(", "\"`{0}` is ...

38.772727

15.545455

def set_target(self, target, ctx=None): """Set target. :param target: new target to use. :param target ctx: target ctx if target is an class/instance attribute. """ if target is not None: # check if target is already intercepted if is_intercepted(target)...

[ "def", "set_target", "(", "self", ",", "target", ",", "ctx", "=", "None", ")", ":", "if", "target", "is", "not", "None", ":", "# check if target is already intercepted", "if", "is_intercepted", "(", "target", ")", ":", "# set self interception last target reference"...

38.411765

15.529412

def translate_state(self, s): """Translate the given state string """ if not isinstance(s, basestring): return s s = s.capitalize().replace("_", " ") return t(_(s))

[ "def", "translate_state", "(", "self", ",", "s", ")", ":", "if", "not", "isinstance", "(", "s", ",", "basestring", ")", ":", "return", "s", "s", "=", "s", ".", "capitalize", "(", ")", ".", "replace", "(", "\"_\"", ",", "\" \"", ")", "return", "t", ...

30

7.714286

def _modify(self, **patch): """Override modify to check kwargs before request sent to device.""" if 'state' in patch: if patch['state'] != 'user-up' and patch['state'] != 'user-down': msg = "The members resource does not support a modify with " \ "the va...

[ "def", "_modify", "(", "self", ",", "*", "*", "patch", ")", ":", "if", "'state'", "in", "patch", ":", "if", "patch", "[", "'state'", "]", "!=", "'user-up'", "and", "patch", "[", "'state'", "]", "!=", "'user-down'", ":", "msg", "=", "\"The members resou...

57.722222

20.055556

def _dev_by_id(self, device_type): """! Get a dict, USBID -> device, for a device class @param device_type The type of devices to search. For exmaple, "serial" looks for all serial devices connected to this computer @return A dict: Device USBID -> device file in /dev """ ...

[ "def", "_dev_by_id", "(", "self", ",", "device_type", ")", ":", "dir", "=", "os", ".", "path", ".", "join", "(", "\"/dev\"", ",", "device_type", ",", "\"by-id\"", ")", "if", "os", ".", "path", ".", "isdir", "(", "dir", ")", ":", "to_ret", "=", "dic...

41.217391

18.043478

def replace(s, replace): """Replace multiple values in a string""" for r in replace: s = s.replace(*r) return s

[ "def", "replace", "(", "s", ",", "replace", ")", ":", "for", "r", "in", "replace", ":", "s", "=", "s", ".", "replace", "(", "*", "r", ")", "return", "s" ]

25.4

15.6

def _make_builder_configs(): """Make built-in Librispeech BuilderConfigs. Uses 4 text encodings (plain text, bytes, subwords with 8k vocab, subwords with 32k vocab) crossed with the data subsets (clean100, clean360, all). Returns: `list<tfds.audio.LibrispeechConfig>` """ text_encoder_configs = [ ...

[ "def", "_make_builder_configs", "(", ")", ":", "text_encoder_configs", "=", "[", "None", ",", "tfds", ".", "features", ".", "text", ".", "TextEncoderConfig", "(", "name", "=", "\"bytes\"", ",", "encoder", "=", "tfds", ".", "features", ".", "text", ".", "By...

33.966667

18.2

def stop_workers_async(self): """Signal that all workers should stop without waiting.""" self._started = False for worker in self._workers: worker.signal_stop()

[ "def", "stop_workers_async", "(", "self", ")", ":", "self", ".", "_started", "=", "False", "for", "worker", "in", "self", ".", "_workers", ":", "worker", ".", "signal_stop", "(", ")" ]

32

12.333333

def on_modified(self, event): """Handle a file modified event.""" path = event.src_path if path not in self.saw: self.saw.add(path) self.recompile(path)

[ "def", "on_modified", "(", "self", ",", "event", ")", ":", "path", "=", "event", ".", "src_path", "if", "path", "not", "in", "self", ".", "saw", ":", "self", ".", "saw", ".", "add", "(", "path", ")", "self", ".", "recompile", "(", "path", ")" ]

32.5

8

def open(self, path, binary=False): """Open file and return a stream.""" if binary: return open(path, "rb") return open(path, encoding="utf-8")

[ "def", "open", "(", "self", ",", "path", ",", "binary", "=", "False", ")", ":", "if", "binary", ":", "return", "open", "(", "path", ",", "\"rb\"", ")", "return", "open", "(", "path", ",", "encoding", "=", "\"utf-8\"", ")" ]

35

7

def check_connection (self): """ In case of proxy, delegate to HttpUrl. Else check in this order: login, changing directory, list the file. """ # proxy support (we support only http) self.set_proxy(self.aggregate.config["proxy"].get(self.scheme)) if self.proxy: ...

[ "def", "check_connection", "(", "self", ")", ":", "# proxy support (we support only http)", "self", ".", "set_proxy", "(", "self", ".", "aggregate", ".", "config", "[", "\"proxy\"", "]", ".", "get", "(", "self", ".", "scheme", ")", ")", "if", "self", ".", ...

34.6

10.52

def get_service_info(service_instance): ''' Returns information of the vCenter or ESXi host service_instance The Service Instance from which to obtain managed object references. ''' try: return service_instance.content.about except vim.fault.NoPermission as exc: log.exce...

[ "def", "get_service_info", "(", "service_instance", ")", ":", "try", ":", "return", "service_instance", ".", "content", ".", "about", "except", "vim", ".", "fault", ".", "NoPermission", "as", "exc", ":", "log", ".", "exception", "(", "exc", ")", "raise", "...

35.05

15.75

def create_pool(batch_service_client, pool_id, resource_files, publisher, offer, sku, task_file, vm_size, node_count): """Creates a pool of compute nodes with the specified OS settings. :param batch_service_client: A Batch service client. :type batch_service_client: `azure.b...

[ "def", "create_pool", "(", "batch_service_client", ",", "pool_id", ",", "resource_files", ",", "publisher", ",", "offer", ",", "sku", ",", "task_file", ",", "vm_size", ",", "node_count", ")", ":", "_log", ".", "info", "(", "'Creating pool [{}]...'", ".", "form...

47.805556

21.125

def _remove_mapper_from_plotter(plotter, actor, reset_camera): """removes this actor's mapper from the given plotter's _scalar_bar_mappers""" try: mapper = actor.GetMapper() except AttributeError: return for name in list(plotter._scalar_bar_mappers.keys()): try: plott...

[ "def", "_remove_mapper_from_plotter", "(", "plotter", ",", "actor", ",", "reset_camera", ")", ":", "try", ":", "mapper", "=", "actor", ".", "GetMapper", "(", ")", "except", "AttributeError", ":", "return", "for", "name", "in", "list", "(", "plotter", ".", ...

42.333333

19.333333

def merge(left, right): """ deep merge dictionary on the left with the one on the right. Fill in left dictionary with right one where the value of the key from the right one in the left one is missing or None. """ if isinstance(left, dict) and isinstance(right, dict): for key, v...

[ "def", "merge", "(", "left", ",", "right", ")", ":", "if", "isinstance", "(", "left", ",", "dict", ")", "and", "isinstance", "(", "right", ",", "dict", ")", ":", "for", "key", ",", "value", "in", "right", ".", "items", "(", ")", ":", "if", "key",...

30.388889

11.833333

def clean(all=False, docs=False, dist=False, extra=None): """Clean up build files""" run('find . -type f -name "*.py[co]" -delete') run('find . -type d -name "__pycache__" -delete') patterns = ['build', '*.egg-info/'] if all or docs: patterns.append('doc/build/*') if all or dist: ...

[ "def", "clean", "(", "all", "=", "False", ",", "docs", "=", "False", ",", "dist", "=", "False", ",", "extra", "=", "None", ")", ":", "run", "(", "'find . -type f -name \"*.py[co]\" -delete'", ")", "run", "(", "'find . -type d -name \"__pycache__\" -delete'", ")"...

29.8

14.866667

def toindices(self, mask): r""" Convert a boolean mask to a list of pore or throat indices Parameters ---------- mask : array_like booleans A boolean array with True at locations where indices are desired. The appropriate indices are returned based an the...

[ "def", "toindices", "(", "self", ",", "mask", ")", ":", "if", "sp", ".", "amax", "(", "mask", ")", ">", "1", ":", "raise", "Exception", "(", "'Received mask is invalid, with values above 1'", ")", "mask", "=", "sp", ".", "array", "(", "mask", ",", "dtype...

32.125

23.65625

def result_relpath(self, package_index): """Returns the relative path of the result This method returns the path to the result relative to the top dir of the working area. This method simply constructs the path based on the convention and doesn't check if the result actually exi...

[ "def", "result_relpath", "(", "self", ",", "package_index", ")", ":", "dirname", "=", "'task_{:05d}'", ".", "format", "(", "package_index", ")", "# e.g., 'task_00009'", "ret", "=", "os", ".", "path", ".", "join", "(", "'results'", ",", "dirname", ",", "'resu...

26.185185

22.666667

def check_arguments(c: typing.Callable, hints: typing.Mapping[str, typing.Optional[type]], *args, **kwargs) -> None: """Check arguments type, raise :class:`TypeError` if argument type is not expected type. :param c: callable object want to check types :param hint...

[ "def", "check_arguments", "(", "c", ":", "typing", ".", "Callable", ",", "hints", ":", "typing", ".", "Mapping", "[", "str", ",", "typing", ".", "Optional", "[", "type", "]", "]", ",", "*", "args", ",", "*", "*", "kwargs", ")", "->", "None", ":", ...

36.32

16.16

def get_summary_data(self, group_name): """ Get the summary data for an analysis group. :param group_name: The name of the analysis group to pull summary data for. :returns: A dictionary whose keys are analysis steps, and whose values are dictionaries of key/valu...

[ "def", "get_summary_data", "(", "self", ",", "group_name", ")", ":", "self", ".", "assert_open", "(", ")", "group", "=", "'Analyses/{}/Summary'", ".", "format", "(", "group_name", ")", "summary", "=", "None", "if", "group", "in", "self", ".", "handle", ":"...

39.066667

17.066667

def getCentreAndSpreadOffsets(spaceShape, spreadShape, stepSize=1): """ Generates centre offsets and spread offsets for block-mode based training regimes - star, cross, block. Parameters: ----------------------------------------------- space...

[ "def", "getCentreAndSpreadOffsets", "(", "spaceShape", ",", "spreadShape", ",", "stepSize", "=", "1", ")", ":", "from", "nupic", ".", "math", ".", "cross", "import", "cross", "# =====================================================================", "# Init data structures"...

34.686567

20.179104

def Sum(a, axis, keep_dims): """ Sum reduction op. """ return np.sum(a, axis=axis if not isinstance(axis, np.ndarray) else tuple(axis), keepdims=keep_dims),

[ "def", "Sum", "(", "a", ",", "axis", ",", "keep_dims", ")", ":", "return", "np", ".", "sum", "(", "a", ",", "axis", "=", "axis", "if", "not", "isinstance", "(", "axis", ",", "np", ".", "ndarray", ")", "else", "tuple", "(", "axis", ")", ",", "ke...

30.833333

12.833333

def emulate_mouse(self, key_code, x_val, y_val, data): """Emulate the ev codes using the data Windows has given us. Note that by default in Windows, to recognise a double click, you just notice two clicks in a row within a reasonablely short time period. However, if the applica...

[ "def", "emulate_mouse", "(", "self", ",", "key_code", ",", "x_val", ",", "y_val", ",", "data", ")", ":", "# Once again ignore Windows' relative time (since system", "# startup) and use the absolute time (since epoch i.e. 1st Jan", "# 1970).", "self", ".", "update_timeval", "(...

36.671429

18.628571

def status_job(self, fn=None, name=None, timeout=3): """Decorator that invokes `add_status_job`. :: @app.status_job def postgresql(): # query/ping postgres @app.status_job(name="Active Directory") def active_directory(): ...

[ "def", "status_job", "(", "self", ",", "fn", "=", "None", ",", "name", "=", "None", ",", "timeout", "=", "3", ")", ":", "if", "fn", "is", "None", ":", "def", "decorator", "(", "fn", ")", ":", "self", ".", "add_status_job", "(", "fn", ",", "name",...

27.458333

17.041667

def split_sentences(text): """ Utility function to return a list of sentences. @param text The text that must be split in to sentences. """ sentence_delimiters = re.compile(u'[\\[\\]\n.!?,;:\t\\-\\"\\(\\)\\\'\u2019\u2013]') sentences = sentence_delimiters.split(text) return sentences

[ "def", "split_sentences", "(", "text", ")", ":", "sentence_delimiters", "=", "re", ".", "compile", "(", "u'[\\\\[\\\\]\\n.!?,;:\\t\\\\-\\\\\"\\\\(\\\\)\\\\\\'\\u2019\\u2013]'", ")", "sentences", "=", "sentence_delimiters", ".", "split", "(", "text", ")", "return", "sent...

38.125

14.875

def execute_notebook_with_engine(self, engine_name, nb, kernel_name, **kwargs): """Fetch a named engine and execute the nb object against it.""" return self.get_engine(engine_name).execute_notebook(nb, kernel_name, **kwargs)

[ "def", "execute_notebook_with_engine", "(", "self", ",", "engine_name", ",", "nb", ",", "kernel_name", ",", "*", "*", "kwargs", ")", ":", "return", "self", ".", "get_engine", "(", "engine_name", ")", ".", "execute_notebook", "(", "nb", ",", "kernel_name", ",...

79.333333

28.666667

def post_execute(self): """Cache the modification times of any modules imported in this execution """ newly_loaded_modules = set(sys.modules) - self.loaded_modules for modname in newly_loaded_modules: _, pymtime = self._reloader.filename_and_mtime(sys.modules[modname]) ...

[ "def", "post_execute", "(", "self", ")", ":", "newly_loaded_modules", "=", "set", "(", "sys", ".", "modules", ")", "-", "self", ".", "loaded_modules", "for", "modname", "in", "newly_loaded_modules", ":", "_", ",", "pymtime", "=", "self", ".", "_reloader", ...

46.3

17.5

def load_data(filename): """ :rtype : numpy matrix """ data = pandas.read_csv(filename, header=None, delimiter='\t', skiprows=9) return data.as_matrix()

[ "def", "load_data", "(", "filename", ")", ":", "data", "=", "pandas", ".", "read_csv", "(", "filename", ",", "header", "=", "None", ",", "delimiter", "=", "'\\t'", ",", "skiprows", "=", "9", ")", "return", "data", ".", "as_matrix", "(", ")" ]

27.833333

13.5

def _read_as_tiledir( self, out_tile=None, td_crs=None, tiles_paths=None, profile=None, validity_check=False, indexes=None, resampling=None, dst_nodata=None, gdal_opts=None, **kwargs ): """ Read reprojected & res...

[ "def", "_read_as_tiledir", "(", "self", ",", "out_tile", "=", "None", ",", "td_crs", "=", "None", ",", "tiles_paths", "=", "None", ",", "profile", "=", "None", ",", "validity_check", "=", "False", ",", "indexes", "=", "None", ",", "resampling", "=", "Non...

29.893617

18.106383

def _process_container_metric(self, type, metric_name, metric, scraper_config): """ Takes a simple metric about a container, reports it as a rate or gauge. If several series are found for a given container, values are summed before submission. """ if metric.type not in METRIC_TYP...

[ "def", "_process_container_metric", "(", "self", ",", "type", ",", "metric_name", ",", "metric", ",", "scraper_config", ")", ":", "if", "metric", ".", "type", "not", "in", "METRIC_TYPES", ":", "self", ".", "log", ".", "error", "(", "\"Metric type %s unsupporte...

48.5625

26.4375

def _get_tns_search_results( self): """ *query the tns and result the response* """ self.log.info('starting the ``_get_tns_search_results`` method') try: response = requests.get( url="http://wis-tns.weizmann.ac.il/search", ...

[ "def", "_get_tns_search_results", "(", "self", ")", ":", "self", ".", "log", ".", "info", "(", "'starting the ``_get_tns_search_results`` method'", ")", "try", ":", "response", "=", "requests", ".", "get", "(", "url", "=", "\"http://wis-tns.weizmann.ac.il/search\"", ...

38.875

13.525

def throttle(self, key, amount=1, rate=None, capacity=None, exc_class=Throttled, **kwargs): """Consume an amount for a given key, or raise a Throttled exception.""" if not self.consume(key, amount, rate, capacity, **kwargs): raise exc_class("Request of %d unit for %s exceeds cap...

[ "def", "throttle", "(", "self", ",", "key", ",", "amount", "=", "1", ",", "rate", "=", "None", ",", "capacity", "=", "None", ",", "exc_class", "=", "Throttled", ",", "*", "*", "kwargs", ")", ":", "if", "not", "self", ".", "consume", "(", "key", "...

51.142857

18

def update_config(file_name, yaml_contents): ''' Update master config with ``yaml_contents``. Writes ``yaml_contents`` to a file named ``file_name.conf`` under the folder specified by ``default_include``. This folder is named ``master.d`` by default. Please look at :conf_master:`inc...

[ "def", "update_config", "(", "file_name", ",", "yaml_contents", ")", ":", "file_name", "=", "'{0}{1}'", ".", "format", "(", "file_name", ",", "'.conf'", ")", "dir_path", "=", "os", ".", "path", ".", "join", "(", "__opts__", "[", "'config_dir'", "]", ",", ...

31

18

def unlock(name, zk_hosts=None, # in case you need to unlock without having run lock (failed execution for example) identifier=None, max_concurrency=1, ephemeral_lease=False, profile=None, scheme=None, username=None, password=None,...

[ "def", "unlock", "(", "name", ",", "zk_hosts", "=", "None", ",", "# in case you need to unlock without having run lock (failed execution for example)", "identifier", "=", "None", ",", "max_concurrency", "=", "1", ",", "ephemeral_lease", "=", "False", ",", "profile", "="...

33.609756

23.95122

def get_evernote_notes(self, evernote_filter): """ get the notes related to the filter :param evernote_filter: filtering :return: notes """ data = [] note_store = self.client.get_note_store() our_note_list = note_store.findNotesMetadata(self.t...

[ "def", "get_evernote_notes", "(", "self", ",", "evernote_filter", ")", ":", "data", "=", "[", "]", "note_store", "=", "self", ".", "client", ".", "get_note_store", "(", ")", "our_note_list", "=", "note_store", ".", "findNotesMetadata", "(", "self", ".", "tok...

42.526316

24.315789

def from_form(self, param_name, field): """ A decorator that converts a request form into a function parameter based on the specified field. :param str param_name: The parameter which receives the argument. :param Field field: The field class or instance used to deserialize the request ...

[ "def", "from_form", "(", "self", ",", "param_name", ",", "field", ")", ":", "return", "self", ".", "__from_source", "(", "param_name", ",", "field", ",", "lambda", ":", "request", ".", "form", ",", "'form'", ")" ]

51

29.444444