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_trainer(self, model, method='sgd', config=None, annealer=None, validator=None): """ Get a trainer to optimize given model. :rtype: deepy.trainers.GeneralNeuralTrainer """ from deepy.trainers import GeneralNeuralTrainer return GeneralNeuralTrainer(model, method=me...	[ "def", "get_trainer", "(", "self", ",", "model", ",", "method", "=", "'sgd'", ",", "config", "=", "None", ",", "annealer", "=", "None", ",", "validator", "=", "None", ")", ":", "from", "deepy", ".", "trainers", "import", "GeneralNeuralTrainer", "return", ...	53.428571	21.714286
def rollback(cls, bigchain, new_height, txn_ids): """Looks for election and vote transactions inside the block and cleans up the database artifacts possibly created in `process_blocks`. Part of the `end_block`/`commit` crash recovery. """ # delete election records for ele...	[ "def", "rollback", "(", "cls", ",", "bigchain", ",", "new_height", ",", "txn_ids", ")", ":", "# delete election records for elections initiated at this height and", "# elections concluded at this height", "bigchain", ".", "delete_elections", "(", "new_height", ")", "txns", ...	41	20
def cleanup_service(self, factory, svc_registration): # type: (Any, ServiceRegistration) -> bool """ If this bundle used that factory, releases the reference; else does nothing :param factory: The service factory :param svc_registration: The ServiceRegistration object ...	[ "def", "cleanup_service", "(", "self", ",", "factory", ",", "svc_registration", ")", ":", "# type: (Any, ServiceRegistration) -> bool", "svc_ref", "=", "svc_registration", ".", "get_reference", "(", ")", "try", ":", "# \"service\" for factories, \"services\" for prototypes", ...	37.911765	17.970588
def to_data(value): """Standardize data types. Converts PyTorch tensors to Numpy arrays, and Numpy scalars to Python scalars.""" # TODO: Use get_framework() for better detection. if value.__class__.__module__.startswith("torch"): import torch if isinstance(value, torch.nn.parameter.Param...	[ "def", "to_data", "(", "value", ")", ":", "# TODO: Use get_framework() for better detection.", "if", "value", ".", "__class__", ".", "__module__", ".", "startswith", "(", "\"torch\"", ")", ":", "import", "torch", "if", "isinstance", "(", "value", ",", "torch", "...	41.736842	12
def new_bg(self,bg): """ m.new_bg(,bg) -- Change the ACGT background frequencies to those in the supplied dictionary. Recompute log-likelihood, etc. with new background. """ counts = [] for pos in self.logP: D = {} for L,lp in po...	[ "def", "new_bg", "(", "self", ",", "bg", ")", ":", "counts", "=", "[", "]", "for", "pos", "in", "self", ".", "logP", ":", "D", "=", "{", "}", "for", "L", ",", "lp", "in", "pos", ".", "items", "(", ")", ":", "D", "[", "L", "]", "=", "math"...	35.307692	15.615385
def get_all_saved_searches(self, **kwargs): # noqa: E501 """Get all saved searches for a user # noqa: E501 # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.get_all_saved_se...	[ "def", "get_all_saved_searches", "(", "self", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'async_req'", ")", ":", "return", "self", ".", "get_all_saved_search...	40.909091	19.045455
async def _catch_response(self, h11_connection): ''' Instantiates the parser which manages incoming data, first getting the headers, storing cookies, and then parsing the response's body, if any. This function also instances the Response class in which the response statu...	[ "async", "def", "_catch_response", "(", "self", ",", "h11_connection", ")", ":", "response", "=", "await", "self", ".", "_recv_event", "(", "h11_connection", ")", "resp_data", "=", "{", "'encoding'", ":", "self", ".", "encoding", ",", "'method'", ":", "self"...	38.315217	22.858696
async def packet_receiver(queue): """ Asynchronous function that processes queue until None is posted in queue """ LOG.info("Entering packet_receiver") while True: packet = await queue.get() if packet is None: break LOG.info("Framenumber %s", packet.framenumber) LOG....	[ "async", "def", "packet_receiver", "(", "queue", ")", ":", "LOG", ".", "info", "(", "\"Entering packet_receiver\"", ")", "while", "True", ":", "packet", "=", "await", "queue", ".", "get", "(", ")", "if", "packet", "is", "None", ":", "break", "LOG", ".", ...	34.2	13
def normalize_namespace(namespace): """ Given a namespace (e.g. '.' or 'mynamespace'), returns it in normalized form. That is: - always prefixed with a dot - no trailing dots - any double dots are converted to single dot (..my..namespace => .my.namespace) - one or more dots (e.g....	[ "def", "normalize_namespace", "(", "namespace", ")", ":", "namespace", "=", "(", "DOT", "+", "DOT", ".", "join", "(", "RE_DOTS", ".", "split", "(", "namespace", ")", ")", ")", ".", "rstrip", "(", "DOT", ")", "+", "DOT", "return", "namespace" ]	47.5	18
def set_if_empty(self, param, default): """ Set the parameter to the default if it doesn't exist """ if not self.has(param): self.set(param, default)	[ "def", "set_if_empty", "(", "self", ",", "param", ",", "default", ")", ":", "if", "not", "self", ".", "has", "(", "param", ")", ":", "self", ".", "set", "(", "param", ",", "default", ")" ]	43.5	3.5
def FixedOffset(offset, _tzinfos = {}): """return a fixed-offset timezone based off a number of minutes. >>> one = FixedOffset(-330) >>> one pytz.FixedOffset(-330) >>> one.utcoffset(datetime.datetime.now()) datetime.timedelta(-1, 66600) >>> one.dst(datetime.datetime....	[ "def", "FixedOffset", "(", "offset", ",", "_tzinfos", "=", "{", "}", ")", ":", "if", "offset", "==", "0", ":", "return", "UTC", "info", "=", "_tzinfos", ".", "get", "(", "offset", ")", "if", "info", "is", "None", ":", "# We haven't seen this one before. ...	27.523077	20.215385
def _insert_f_additive(s): """i.B:.-+u.M:.-O:.-' => i.f.B:.-+u.f.M:.-O:.-'""" subst, attr, mode = s assert isinstance(mode, NullScript) if isinstance(subst, AdditiveScript): subst = AdditiveScript([_insert_attr_f(_s) for _s in subst]) else: subst = _insert_attr_f(subst) return ...	[ "def", "_insert_f_additive", "(", "s", ")", ":", "subst", ",", "attr", ",", "mode", "=", "s", "assert", "isinstance", "(", "mode", ",", "NullScript", ")", "if", "isinstance", "(", "subst", ",", "AdditiveScript", ")", ":", "subst", "=", "AdditiveScript", ...	29.454545	17.090909
def async_chain(chain, group=None, cached=Conf.CACHED, sync=Conf.SYNC, broker=None): """ enqueues a chain of tasks the chain must be in the format [(func,(args),{kwargs}),(func,(args),{kwargs})] """ if not group: group = uuid()[1] args = () kwargs = {} task = chain.pop(0) if ...	[ "def", "async_chain", "(", "chain", ",", "group", "=", "None", ",", "cached", "=", "Conf", ".", "CACHED", ",", "sync", "=", "Conf", ".", "SYNC", ",", "broker", "=", "None", ")", ":", "if", "not", "group", ":", "group", "=", "uuid", "(", ")", "[",...	28.391304	16.73913
def encode_field(self, field, value): """Encode a python field value to a JSON value. Args: field: A ProtoRPC field instance. value: A python value supported by field. Returns: A JSON serializable value appropriate for field. """ if isinstance(fiel...	[ "def", "encode_field", "(", "self", ",", "field", ",", "value", ")", ":", "if", "isinstance", "(", "field", ",", "messages", ".", "BytesField", ")", ":", "if", "field", ".", "repeated", ":", "value", "=", "[", "base64", ".", "b64encode", "(", "byte", ...	35.954545	16.590909
def _set_interface_ospfv3_conf(self, v, load=False): """ Setter method for interface_ospfv3_conf, mapped from YANG variable /rbridge_id/interface/ve/ipv6/interface_ospfv3_conf (container) If this variable is read-only (config: false) in the source YANG file, then _set_interface_ospfv3_conf is considered...	[ "def", "_set_interface_ospfv3_conf", "(", "self", ",", "v", ",", "load", "=", "False", ")", ":", "if", "hasattr", "(", "v", ",", "\"_utype\"", ")", ":", "v", "=", "v", ".", "_utype", "(", "v", ")", "try", ":", "t", "=", "YANGDynClass", "(", "v", ...	93.458333	45.958333
def make_python_identifier(string, namespace=None, reserved_words=None, convert='drop', handle='force'): """ Takes an arbitrary string and creates a valid Python identifier. If the input string is in the namespace, return its value. If the python identifier created is alread...	[ "def", "make_python_identifier", "(", "string", ",", "namespace", "=", "None", ",", "reserved_words", "=", "None", ",", "convert", "=", "'drop'", ",", "handle", "=", "'force'", ")", ":", "if", "namespace", "is", "None", ":", "namespace", "=", "dict", "(", ...	37.818182	23.818182
def get_actual_start_time(self): """Gets the time this assessment was started. return: (osid.calendaring.DateTime) - the start time raise: IllegalState - ``has_started()`` is ``false`` compliance: mandatory -- This method must be implemented. """ if not self.has_star...	[ "def", "get_actual_start_time", "(", "self", ")", ":", "if", "not", "self", ".", "has_started", "(", ")", ":", "raise", "errors", ".", "IllegalState", "(", "'this assessment has not yet started'", ")", "if", "self", ".", "_my_map", "[", "'actualStartTime'", "]",...	46.333333	18.619048
def _val(var, is_percent=False): """ Tries to determine the appropriate value of a particular variable that is passed in. If the value is supposed to be a percentage, a whole integer will be sought after and then turned into a floating point number between 0 and 1. If the value is supposed to be a...	[ "def", "_val", "(", "var", ",", "is_percent", "=", "False", ")", ":", "try", ":", "if", "is_percent", ":", "var", "=", "float", "(", "int", "(", "var", ".", "strip", "(", "'%'", ")", ")", "/", "100.0", ")", "else", ":", "var", "=", "int", "(", ...	34.882353	22.647059
def cf_number_to_number(value): """ Converts a CFNumber object to a python float or integer :param value: The CFNumber object :return: A python number (float or integer) """ type_ = CoreFoundation.CFNumberGetType(_cast_pointer_p(value)) ...	[ "def", "cf_number_to_number", "(", "value", ")", ":", "type_", "=", "CoreFoundation", ".", "CFNumberGetType", "(", "_cast_pointer_p", "(", "value", ")", ")", "c_type", "=", "{", "1", ":", "c_byte", ",", "# kCFNumberSInt8Type", "2", ":", "ctypes", ".", "c_sho...	41.909091	19.060606
def text_color(background, dark_color=rgb_min, light_color=rgb_max): """ Given a background color in the form of an RGB 3-tuple, returns the color the text should be (defaulting to white and black) for best readability. The light (white) and dark (black) defaults can be overridden to return preferred va...	[ "def", "text_color", "(", "background", ",", "dark_color", "=", "rgb_min", ",", "light_color", "=", "rgb_max", ")", ":", "max_y", "=", "rgb_to_yiq", "(", "rgb_max", ")", "[", "0", "]", "return", "light_color", "if", "rgb_to_yiq", "(", "background", ")", "[...	40.076923	29.153846
def report(config, output, use, output_dir, accounts, field, no_default_fields, tags, region, debug, verbose, policy, policy_tags, format, resource, cache_path): """report on a cross account policy execution.""" accounts_config, custodian_config, executor = init( config, use, debug...	[ "def", "report", "(", "config", ",", "output", ",", "use", ",", "output_dir", ",", "accounts", ",", "field", ",", "no_default_fields", ",", "tags", ",", "region", ",", "debug", ",", "verbose", ",", "policy", ",", "policy_tags", ",", "format", ",", "resou...	35.830769	16.523077
def get_rpms(self): """ Build a list of installed RPMs in the format required for the metadata. """ tags = [ 'NAME', 'VERSION', 'RELEASE', 'ARCH', 'EPOCH', 'SIGMD5', 'SIGPGP:pgpsig', ...	[ "def", "get_rpms", "(", "self", ")", ":", "tags", "=", "[", "'NAME'", ",", "'VERSION'", ",", "'RELEASE'", ",", "'ARCH'", ",", "'EPOCH'", ",", "'SIGMD5'", ",", "'SIGPGP:pgpsig'", ",", "'SIGGPG:pgpsig'", ",", "]", "cmd", "=", "\"/bin/rpm \"", "+", "rpm_qf_ar...	29.538462	19.128205
def set_write_bit(fn): # type: (str) -> None """ Set read-write permissions for the current user on the target path. Fail silently if the path doesn't exist. :param str fn: The target filename or path :return: None """ fn = fs_encode(fn) if not os.path.exists(fn): return ...	[ "def", "set_write_bit", "(", "fn", ")", ":", "# type: (str) -> None", "fn", "=", "fs_encode", "(", "fn", ")", "if", "not", "os", ".", "path", ".", "exists", "(", "fn", ")", ":", "return", "file_stat", "=", "os", ".", "stat", "(", "fn", ")", ".", "s...	32.052632	18.789474
def create_deep_linking_urls(self, url_params): """ Bulk Creates Deep Linking URLs See the URL https://dev.branch.io/references/http_api/#bulk-creating-deep-linking-urls :param url_params: Array of values returned from "create_deep_link_url(..., skip_api_call=True)" :return: Th...	[ "def", "create_deep_linking_urls", "(", "self", ",", "url_params", ")", ":", "url", "=", "\"/v1/url/bulk/%s\"", "%", "self", ".", "branch_key", "method", "=", "\"POST\"", "# Checks params", "self", ".", "_check_param", "(", "value", "=", "url_params", ",", "type...	34.352941	26.823529
def check_bounding_rect(rect_pos): """Ensure the rect spec is valid.""" if not isinstance(rect_pos, Iterable): raise ValueError('rectangle spect must be a tuple of floats ' 'specifying (left, right, width, height)') left, bottom, width, height = rect_pos for val, name ...	[ "def", "check_bounding_rect", "(", "rect_pos", ")", ":", "if", "not", "isinstance", "(", "rect_pos", ",", "Iterable", ")", ":", "raise", "ValueError", "(", "'rectangle spect must be a tuple of floats '", "'specifying (left, right, width, height)'", ")", "left", ",", "bo...	39.227273	23.136364
def skip(self, count): ''' :param count: number of cases to skip :return: number of cases skipped ''' self._get_ready() skipped = 0 for i in range(count): if self.mutate(): skipped += 1 else: break re...	[ "def", "skip", "(", "self", ",", "count", ")", ":", "self", ".", "_get_ready", "(", ")", "skipped", "=", "0", "for", "i", "in", "range", "(", "count", ")", ":", "if", "self", ".", "mutate", "(", ")", ":", "skipped", "+=", "1", "else", ":", "bre...	24.615385	16.153846
def NewPathSpec(cls, type_indicator, **kwargs): """Creates a new path specification for the specific type indicator. Args: type_indicator (str): type indicator. kwargs (dict): keyword arguments depending on the path specification. Returns: PathSpec: path specification. Raises: ...	[ "def", "NewPathSpec", "(", "cls", ",", "type_indicator", ",", "", "", "kwargs", ")", ":", "if", "type_indicator", "not", "in", "cls", ".", "_path_spec_types", ":", "raise", "KeyError", "(", "'Path specification type: {0:s} not set.'", ".", "format", "(", "type...	33.25	20.875
def get_definition(self): """Checks variable and executable code elements based on the current context for a code element whose name matches context.exact_match perfectly. """ #Check the variables first, then the functions. match = self._bracket_exact_var(self.context.exa...	[ "def", "get_definition", "(", "self", ")", ":", "#Check the variables first, then the functions.", "match", "=", "self", ".", "_bracket_exact_var", "(", "self", ".", "context", ".", "exact_match", ")", "if", "match", "is", "None", ":", "match", "=", "self", ".",...	39.727273	19.454545
def conv_precip_frac(precip_largescale, precip_convective): """Fraction of total precip that is from convection parameterization. Parameters ---------- precip_largescale, precip_convective : xarray.DataArrays Precipitation from grid-scale condensation and from convective parameterizatio...	[ "def", "conv_precip_frac", "(", "precip_largescale", ",", "precip_convective", ")", ":", "total", "=", "total_precip", "(", "precip_largescale", ",", "precip_convective", ")", "# Mask using xarray's `where` method to prevent divide-by-zero.", "return", "precip_convective", "/",...	34.75	21.125
def fetchall_triples_xrefs(prefix): """ fetch all xrefs for a prefix, e.g. CHEBI """ logging.info("fetching xrefs for: "+prefix) query = """ SELECT * WHERE {{ ?c <{p}> ?x }} """.format(p=prefixmap[prefix]) bindings = run_sparql(query) rows = [(r['c']['value'], r['x']['value']...	[ "def", "fetchall_triples_xrefs", "(", "prefix", ")", ":", "logging", ".", "info", "(", "\"fetching xrefs for: \"", "+", "prefix", ")", "query", "=", "\"\"\"\n SELECT * WHERE {{\n ?c <{p}> ?x\n }}\n \"\"\"", ".", "format", "(", "p", "=", "prefixmap", "[", "...	26.461538	11.692308
def file_variations(filename, extensions): """Create a variation of file names. Generate a list of variations on a filename by replacing the extension with a the provided list. :param filename: The original file name to use as a base. :param extensions: A list of file extensions to generate new f...	[ "def", "file_variations", "(", "filename", ",", "extensions", ")", ":", "(", "label", ",", "ext", ")", "=", "splitext", "(", "filename", ")", "return", "[", "label", "+", "extention", "for", "extention", "in", "extensions", "]" ]	35.25	21.166667
def visit_and_update(self, visitor_fn): """Create an updated version (if needed) of BinaryComposition via the visitor pattern.""" new_left = self.left.visit_and_update(visitor_fn) new_right = self.right.visit_and_update(visitor_fn) if new_left is not self.left or new_right is not self.r...	[ "def", "visit_and_update", "(", "self", ",", "visitor_fn", ")", ":", "new_left", "=", "self", ".", "left", ".", "visit_and_update", "(", "visitor_fn", ")", "new_right", "=", "self", ".", "right", ".", "visit_and_update", "(", "visitor_fn", ")", "if", "new_le...	50.222222	20.111111
def makevFunc(self,solution): ''' Make the beginning-of-period value function (unconditional on the shock). Parameters ---------- solution : ConsumerSolution The solution to this single period problem, which must include the consumption function. ...	[ "def", "makevFunc", "(", "self", ",", "solution", ")", ":", "# Compute expected value and marginal value on a grid of market resources,", "# accounting for all of the discrete preference shocks", "PrefShkCount", "=", "self", ".", "PrefShkVals", ".", "size", "mNrm_temp", "=", "s...	47.075	23.425
def get_config(self): """Return configurations of LinearAnnealedPolicy # Returns Dict of config """ config = super(LinearAnnealedPolicy, self).get_config() config['attr'] = self.attr config['value_max'] = self.value_max config['value_min'] = self.valu...	[ "def", "get_config", "(", "self", ")", ":", "config", "=", "super", "(", "LinearAnnealedPolicy", ",", "self", ")", ".", "get_config", "(", ")", "config", "[", "'attr'", "]", "=", "self", ".", "attr", "config", "[", "'value_max'", "]", "=", "self", ".",...	35.285714	13.5
def system_info(conf, args): """Retieve SDC system information.""" src = conf.config['instances'][args.src] src_url = api.build_system_url(build_instance_url(src)) src_auth = tuple([conf.creds['instances'][args.src]['user'], conf.creds['instances'][args.src]['pass']]) verify_ss...	[ "def", "system_info", "(", "conf", ",", "args", ")", ":", "src", "=", "conf", ".", "config", "[", "'instances'", "]", "[", "args", ".", "src", "]", "src_url", "=", "api", ".", "build_system_url", "(", "build_instance_url", "(", "src", ")", ")", "src_au...	48.111111	14.444444
def _start_date_of_year(year: int) -> datetime.date: """ Return start date of the year using MMWR week rules """ jan_one = datetime.date(year, 1, 1) diff = 7 * (jan_one.isoweekday() > 3) - jan_one.isoweekday() return jan_one + datetime.timedelta(days=diff)	[ "def", "_start_date_of_year", "(", "year", ":", "int", ")", "->", "datetime", ".", "date", ":", "jan_one", "=", "datetime", ".", "date", "(", "year", ",", "1", ",", "1", ")", "diff", "=", "7", "*", "(", "jan_one", ".", "isoweekday", "(", ")", ">", ...	30.444444	15.777778
def start(self, key): """ Start a concurrent operation. This gets the concurrency limiter for the given key (creating it if necessary) and starts a concurrent operation on it. """ start_d = self._get_limiter(key).start() self._cleanup_limiter(key) return ...	[ "def", "start", "(", "self", ",", "key", ")", ":", "start_d", "=", "self", ".", "_get_limiter", "(", "key", ")", ".", "start", "(", ")", "self", ".", "_cleanup_limiter", "(", "key", ")", "return", "start_d" ]	31.8	14.8
def poke(library, session, address, width, data): """Writes an 8, 16 or 32-bit value from the specified address. Corresponds to viPoke* functions of the VISA library. :param library: the visa library wrapped by ctypes. :param session: Unique logical identifier to a session. :param address: Source ...	[ "def", "poke", "(", "library", ",", "session", ",", "address", ",", "width", ",", "data", ")", ":", "if", "width", "==", "8", ":", "return", "poke_8", "(", "library", ",", "session", ",", "address", ",", "data", ")", "elif", "width", "==", "16", ":...	38	18.318182
def analyze(problem, Y, M=4, print_to_console=False, seed=None): """Performs the Fourier Amplitude Sensitivity Test (FAST) on model outputs. Returns a dictionary with keys 'S1' and 'ST', where each entry is a list of size D (the number of parameters) containing the indices in the same order as the...	[ "def", "analyze", "(", "problem", ",", "Y", ",", "M", "=", "4", ",", "print_to_console", "=", "False", ",", "seed", "=", "None", ")", ":", "if", "seed", ":", "np", ".", "random", ".", "seed", "(", "seed", ")", "D", "=", "problem", "[", "'num_vars...	34.75	21.894737
def chown(self, uid, gid): """ Change the owner (C{uid}) and group (C{gid}) of this file. As with python's C{os.chown} function, you must pass both arguments, so if you only want to change one, use L{stat} first to retrieve the current owner and group. @param uid: new o...	[ "def", "chown", "(", "self", ",", "uid", ",", "gid", ")", ":", "self", ".", "sftp", ".", "_log", "(", "DEBUG", ",", "'chown(%s, %r, %r)'", "%", "(", "hexlify", "(", "self", ".", "handle", ")", ",", "uid", ",", "gid", ")", ")", "attr", "=", "SFTPA...	39.25	18.875
def hello_user(api_client): """Use an authorized client to fetch and print profile information. Parameters api_client (UberRidesClient) An UberRidesClient with OAuth 2.0 credentials. """ try: response = api_client.get_user_profile() except (ClientError, ServerError) as...	[ "def", "hello_user", "(", "api_client", ")", ":", "try", ":", "response", "=", "api_client", ".", "get_user_profile", "(", ")", "except", "(", "ClientError", ",", "ServerError", ")", "as", "error", ":", "fail_print", "(", "error", ")", "return", "else", ":...	29.176471	17.588235
def get(self, service_id, insert_defaults=None): """ Get a service. Args: service_id (str): The ID of the service. insert_defaults (boolean): If true, default values will be merged into the output. Returns: :py:class:`Service`: The se...	[ "def", "get", "(", "self", ",", "service_id", ",", "insert_defaults", "=", "None", ")", ":", "return", "self", ".", "prepare_model", "(", "self", ".", "client", ".", "api", ".", "inspect_service", "(", "service_id", ",", "insert_defaults", ")", ")" ]	33.125	18.125
def _reduced_call(self, *params_to_override): """ Simplified version of PatternGenerator's __call__ method. """ p=param.ParamOverrides(self,params_to_override) fn_result = self.function(p) self._apply_mask(p,fn_result) result = p.scalefn_result+p.offset ...	[ "def", "_reduced_call", "(", "self", ",", "", "", "params_to_override", ")", ":", "p", "=", "param", ".", "ParamOverrides", "(", "self", ",", "params_to_override", ")", "fn_result", "=", "self", ".", "function", "(", "p", ")", "self", ".", "_apply_mask",...	32.5	11.5
def frommembers(cls, members): """Series from iterable of member iterables.""" return cls.frombitsets(map(cls.BitSet.frommembers, members))	[ "def", "frommembers", "(", "cls", ",", "members", ")", ":", "return", "cls", ".", "frombitsets", "(", "map", "(", "cls", ".", "BitSet", ".", "frommembers", ",", "members", ")", ")" ]	51	12.666667
def _extract_cell(args, cell_body): """Implements the BigQuery extract magic used to extract query or table data to GCS. The supported syntax is: %bq extract <args> Args: args: the arguments following '%bigquery extract'. """ env = google.datalab.utils.commands.notebook_environment() config = g...	[ "def", "_extract_cell", "(", "args", ",", "cell_body", ")", ":", "env", "=", "google", ".", "datalab", ".", "utils", ".", "commands", ".", "notebook_environment", "(", ")", "config", "=", "google", ".", "datalab", ".", "utils", ".", "commands", ".", "par...	46.630435	27.478261
def pin_chat_message(self, chat_id, message_id, disable_notification=False): """ Use this method to pin a message in a supergroup. The bot must be an administrator in the chat for this to work and must have the appropriate admin rights. Returns True on success. :param chat_id: In...	[ "def", "pin_chat_message", "(", "self", ",", "chat_id", ",", "message_id", ",", "disable_notification", "=", "False", ")", ":", "return", "apihelper", ".", "pin_chat_message", "(", "self", ".", "token", ",", "chat_id", ",", "message_id", ",", "disable_notificati...	60.384615	29.769231
def is_namedtuple(val): """ Use Duck Typing to check if val is a named tuple. Checks that val is of type tuple and contains the attribute _fields which is defined for named tuples. :param val: value to check type of :return: True if val is a namedtuple """ val_type = type(val) bases = va...	[ "def", "is_namedtuple", "(", "val", ")", ":", "val_type", "=", "type", "(", "val", ")", "bases", "=", "val_type", ".", "__bases__", "if", "len", "(", "bases", ")", "!=", "1", "or", "bases", "[", "0", "]", "!=", "tuple", ":", "return", "False", "fie...	37.615385	12.692308
def get_stack_info(): '''Capture locals, module name, filename, and line number from the stacktrace to provide the source of the assertion error and formatted note. ''' stack = traceback.walk_stack(sys._getframe().f_back) # We want locals from the test definition (which always begins # with...	[ "def", "get_stack_info", "(", ")", ":", "stack", "=", "traceback", ".", "walk_stack", "(", "sys", ".", "_getframe", "(", ")", ".", "f_back", ")", "# We want locals from the test definition (which always begins", "# with 'test_' in unittest), which will be at a different", "...	42.894737	20.789474
def set_chime(self, sound, cycles=None): """ :param sound: a str, one of ["doorbell", "fur_elise", "doorbell_extended", "alert", "william_tell", "rondo_alla_turca", "police_siren", ""evacuation", "beep_beep", "beep", "inactive...	[ "def", "set_chime", "(", "self", ",", "sound", ",", "cycles", "=", "None", ")", ":", "desired_state", "=", "{", "\"activate_chime\"", ":", "sound", "}", "if", "cycles", "is", "not", "None", ":", "desired_state", ".", "update", "(", "{", "\"chime_cycles\"",...	54.071429	21.5
def _create_mappings(self): 'Create the field type mapping.' self.conn.indices.put_mapping( index=self.index, doc_type=self.type, timeout=60, request_timeout=60, body={ self.type: { 'dynamic_templates': [{ 'd...	[ "def", "_create_mappings", "(", "self", ")", ":", "self", ".", "conn", ".", "indices", ".", "put_mapping", "(", "index", "=", "self", ".", "index", ",", "doc_type", "=", "self", ".", "type", ",", "timeout", "=", "60", ",", "request_timeout", "=", "60",...	42.033333	16.833333
def invalidate_token(self, body, params=None): """ `<https://www.elastic.co/guide/en/elasticsearch/reference/current/security-api-invalidate-token.html>`_ :arg body: The token to invalidate """ if body in SKIP_IN_PATH: raise ValueError("Empty value passed for a requi...	[ "def", "invalidate_token", "(", "self", ",", "body", ",", "params", "=", "None", ")", ":", "if", "body", "in", "SKIP_IN_PATH", ":", "raise", "ValueError", "(", "\"Empty value passed for a required argument 'body'.\"", ")", "return", "self", ".", "transport", ".", ...	42.090909	21.727273
def read_line(self): """ Interrupted respecting reader for stdin. Raises EOFError if the end of stream has been reached """ try: line = self.inp.readline().strip() except KeyboardInterrupt: raise EOFError() # i3status sends EOF, or an em...	[ "def", "read_line", "(", "self", ")", ":", "try", ":", "line", "=", "self", ".", "inp", ".", "readline", "(", ")", ".", "strip", "(", ")", "except", "KeyboardInterrupt", ":", "raise", "EOFError", "(", ")", "# i3status sends EOF, or an empty line", "if", "n...	23.9375	17.5625
def from_text(cls, text: str): """ Construct an AnalysisGraph object from text, using Eidos to perform machine reading. """ eidosProcessor = process_text(text) return cls.from_statements(eidosProcessor.statements)	[ "def", "from_text", "(", "cls", ",", "text", ":", "str", ")", ":", "eidosProcessor", "=", "process_text", "(", "text", ")", "return", "cls", ".", "from_statements", "(", "eidosProcessor", ".", "statements", ")" ]	40.166667	12.333333
def write(self, presets_path): """Write this preset to disk in JSON notation. :param presets_path: the directory where the preset will be written. """ if self.builtin: raise TypeError("Cannot write built-in preset") # Make dictio...	[ "def", "write", "(", "self", ",", "presets_path", ")", ":", "if", "self", ".", "builtin", ":", "raise", "TypeError", "(", "\"Cannot write built-in preset\"", ")", "# Make dictionaries of PresetDefaults values", "odict", "=", "self", ".", "opts", ".", "dict", "(", ...	36.055556	19
def get(self, id): """Get a single group by ID. :param str id: a group ID :return: a group :rtype: :class:`~groupy.api.groups.Group` """ url = utils.urljoin(self.url, id) response = self.session.get(url) return Group(self, **response.data)	[ "def", "get", "(", "self", ",", "id", ")", ":", "url", "=", "utils", ".", "urljoin", "(", "self", ".", "url", ",", "id", ")", "response", "=", "self", ".", "session", ".", "get", "(", "url", ")", "return", "Group", "(", "self", ",", "", "", ...	29.5	9.8
async def _load_message_field(self, reader, msg, field): """ Loads message field from the reader. Field is defined by the message field specification. Returns loaded value, supports field reference. :param reader: :param msg: :param field: :return: """ ...	[ "async", "def", "_load_message_field", "(", "self", ",", "reader", ",", "msg", ",", "field", ")", ":", "fname", ",", "ftype", ",", "params", "=", "field", "[", "0", "]", ",", "field", "[", "1", "]", ",", "field", "[", "2", ":", "]", "await", "sel...	36.5	21.666667
def add(self, properties): """ Add a faked Port resource. Parameters: properties (dict): Resource properties. Special handling and requirements for certain properties: * 'element-id' will be auto-generated with a unique value across ...	[ "def", "add", "(", "self", ",", "properties", ")", ":", "new_port", "=", "super", "(", "FakedPortManager", ",", "self", ")", ".", "add", "(", "properties", ")", "adapter", "=", "self", ".", "parent", "if", "'network-port-uris'", "in", "adapter", ".", "pr...	38.71875	23.15625
def hacking_python3x_metaclass(logical_line, noqa): r"""Check for metaclass to be Python 3.x compatible. Okay: @six.add_metaclass(Meta)\nclass Foo(object):\n pass Okay: @six.with_metaclass(Meta)\nclass Foo(object):\n pass Okay: class Foo(object):\n '''docstring\n\n __metaclass__ = Meta\n'''...	[ "def", "hacking_python3x_metaclass", "(", "logical_line", ",", "noqa", ")", ":", "if", "noqa", ":", "return", "split_line", "=", "logical_line", ".", "split", "(", ")", "if", "(", "len", "(", "split_line", ")", ">", "2", "and", "split_line", "[", "0", "]...	47.8	19.45
def _expand_list(names): """ Do a wildchar name expansion of object names in a list and return expanded list. The items are expected to exist as this is used for copy sources or delete targets. Currently we support wildchars in the key name only. """ if names is None: names = [] elif isinstance(na...	[ "def", "_expand_list", "(", "names", ")", ":", "if", "names", "is", "None", ":", "names", "=", "[", "]", "elif", "isinstance", "(", "names", ",", "basestring", ")", ":", "names", "=", "[", "names", "]", "results", "=", "[", "]", "# The expanded list.",...	36.754717	19.90566
def _module_imports(ctx: GeneratorContext) -> Iterable[ast.Import]: """Generate the Python Import AST node for importing all required language support modules.""" # Yield `import basilisp` so code attempting to call fully qualified # `basilisp.lang...` modules don't result in compiler errors yield a...	[ "def", "_module_imports", "(", "ctx", ":", "GeneratorContext", ")", "->", "Iterable", "[", "ast", ".", "Import", "]", ":", "# Yield `import basilisp` so code attempting to call fully qualified", "# `basilisp.lang...` modules don't result in compiler errors", "yield", "ast", "."...	54.2	17.3
def do_dice_roll(): """ Roll n-sided dice and return each result and the total """ options = get_options() dice = Dice(options.sides) rolls = [dice.roll() for n in range(options.number)] for roll in rolls: print('rolled', roll) if options.number > 1: print('total', sum(rolls))	[ "def", "do_dice_roll", "(", ")", ":", "options", "=", "get_options", "(", ")", "dice", "=", "Dice", "(", "options", ".", "sides", ")", "rolls", "=", "[", "dice", ".", "roll", "(", ")", "for", "n", "in", "range", "(", "options", ".", "number", ")", ...	25.363636	13.181818
def sanitized_name(self): """Sanitized name of the agent, used for file and directory creation. """ a = re.split("[:/]", self.name) return "_".join([i for i in a if len(i) > 0])	[ "def", "sanitized_name", "(", "self", ")", ":", "a", "=", "re", ".", "split", "(", "\"[:/]\"", ",", "self", ".", "name", ")", "return", "\"_\"", ".", "join", "(", "[", "i", "for", "i", "in", "a", "if", "len", "(", "i", ")", ">", "0", "]", ")"...	41	5.8
def graph_dot(self): """ Export a graph of the data in dot format. """ default_graphviz_template = """ digraph role_dependencies { size="%size" dpi=%dpi ratio="fill" landscape=false rankdir="BT"; node [shape = "box", style = ...	[ "def", "graph_dot", "(", "self", ")", ":", "default_graphviz_template", "=", "\"\"\"\ndigraph role_dependencies {\n size=\"%size\"\n dpi=%dpi\n ratio=\"fill\"\n landscape=false\n rankdir=\"BT\";\n\n node [shape = \"box\",\n style = \"rounded,fil...	34.625	21.15
def action(self, action_id, **kwargs): """Query an action, specify the parameters for the action as keyword parameters. An optional keyword parameter method='GET' (default) or method='POST' can be set. The character set encoding of the response can be configured using the encoding keyword parameter (defaults to...	[ "def", "action", "(", "self", ",", "action_id", ",", "", "", "kwargs", ")", ":", "if", "'method'", "in", "kwargs", ":", "method", "=", "kwargs", "[", "'method'", "]", "del", "kwargs", "[", "'method'", "]", "else", ":", "method", "=", "'GET'", "if",...	47.4	15.933333
def send(self, packet, interfaces=None): """write packet to given interfaces, default is broadcast to all interfaces""" interfaces = interfaces or self.interfaces # default to all interfaces interfaces = interfaces if hasattr(interfaces, '__iter__') else [interfaces] for interface in i...	[ "def", "send", "(", "self", ",", "packet", ",", "interfaces", "=", "None", ")", ":", "interfaces", "=", "interfaces", "or", "self", ".", "interfaces", "# default to all interfaces", "interfaces", "=", "interfaces", "if", "hasattr", "(", "interfaces", ",", "'__...	59.666667	27.5
def _check_dataframe(dv=None, between=None, within=None, subject=None, effects=None, data=None): """Check dataframe""" # Check that data is a dataframe if not isinstance(data, pd.DataFrame): raise ValueError('Data must be a pandas dataframe.') # Check that both dv and data a...	[ "def", "_check_dataframe", "(", "dv", "=", "None", ",", "between", "=", "None", ",", "within", "=", "None", ",", "subject", "=", "None", ",", "effects", "=", "None", ",", "data", "=", "None", ")", ":", "# Check that data is a dataframe", "if", "not", "is...	54.032258	15.677419
def disqus_dev(context): """ Return the HTML/js code to enable DISQUS comments on a local development server if settings.DEBUG is True. """ if settings.DEBUG: disqus_url = '//{}{}'.format( Site.objects.get_current().domain, context['request'].path ) ...	[ "def", "disqus_dev", "(", "context", ")", ":", "if", "settings", ".", "DEBUG", ":", "disqus_url", "=", "'//{}{}'", ".", "format", "(", "Site", ".", "objects", ".", "get_current", "(", ")", ".", "domain", ",", "context", "[", "'request'", "]", ".", "pat...	23.6	17.333333
def make_field_objects(field_data, names): # type: (List[Dict[Text, Text]], Names) -> List[Field] """We're going to need to make message parameters too.""" field_objects = [] field_names = [] # type: List[Text] for field in field_data: if hasattr(field, 'get') and ca...	[ "def", "make_field_objects", "(", "field_data", ",", "names", ")", ":", "# type: (List[Dict[Text, Text]], Names) -> List[Field]", "field_objects", "=", "[", "]", "field_names", "=", "[", "]", "# type: List[Text]", "for", "field", "in", "field_data", ":", "if", "hasatt...	46.225806	15.612903
def build_columns(self, X, verbose=False): """construct the model matrix columns for the term Parameters ---------- X : array-like Input dataset with n rows verbose : bool whether to show warnings Returns ------- scipy sparse arr...	[ "def", "build_columns", "(", "self", ",", "X", ",", "verbose", "=", "False", ")", ":", "return", "sp", ".", "sparse", ".", "csc_matrix", "(", "np", ".", "ones", "(", "(", "len", "(", "X", ")", ",", "1", ")", ")", ")" ]	24.3125	17.375
async def get_prefix(self, message): """\|coro\| Retrieves the prefix the bot is listening to with the message as a context. Parameters ----------- message: :class:`discord.Message` The message context to get the prefix of. Returns -------- ...	[ "async", "def", "get_prefix", "(", "self", ",", "message", ")", ":", "prefix", "=", "ret", "=", "self", ".", "command_prefix", "if", "callable", "(", "prefix", ")", ":", "ret", "=", "await", "discord", ".", "utils", ".", "maybe_coroutine", "(", "prefix",...	34.459459	23.216216
def create(vm_): ''' Create a single VM from a data dict ''' try: # Check for required profile parameters before sending any API calls. if vm_['profile'] and config.is_profile_configured(__opts__, __active_provider_name__ or 'par...	[ "def", "create", "(", "vm_", ")", ":", "try", ":", "# Check for required profile parameters before sending any API calls.", "if", "vm_", "[", "'profile'", "]", "and", "config", ".", "is_profile_configured", "(", "__opts__", ",", "__active_provider_name__", "or", "'paral...	33.763441	21.870968
def _compute_value(self, pkt): # type: (packet.Packet) -> int """ Computes the value of this field based on the provided packet and the length_of field and the adjust callback @param packet.Packet pkt: the packet from which is computed this field value. # noqa: E501 @return int...	[ "def", "_compute_value", "(", "self", ",", "pkt", ")", ":", "# type: (packet.Packet) -> int", "fld", ",", "fval", "=", "pkt", ".", "getfield_and_val", "(", "self", ".", "_length_of", ")", "val", "=", "fld", ".", "i2len", "(", "pkt", ",", "fval", ")", "re...	42.882353	16.764706
def distance_to(self, other): """Return Euclidian distance between self and other Firefly""" return np.linalg.norm(self.position-other.position)	[ "def", "distance_to", "(", "self", ",", "other", ")", ":", "return", "np", ".", "linalg", ".", "norm", "(", "self", ".", "position", "-", "other", ".", "position", ")" ]	52.666667	10
def multi_get(self, urls, query_params=None, to_json=True): """Issue multiple GET requests. Args: urls - A string URL or list of string URLs query_params - None, a dict, or a list of dicts representing the query params to_json - A boolean, should the responses be ret...	[ "def", "multi_get", "(", "self", ",", "urls", ",", "query_params", "=", "None", ",", "to_json", "=", "True", ")", ":", "return", "self", ".", "_multi_request", "(", "MultiRequest", ".", "_VERB_GET", ",", "urls", ",", "query_params", ",", "data", "=", "No...	41.625	22.625
def Sample(self, task, status): """Takes a sample of the status of a task for profiling. Args: task (Task): a task. status (str): status. """ sample_time = time.time() sample = '{0:f}\t{1:s}\t{2:s}\n'.format( sample_time, task.identifier, status) self._WritesString(sample)	[ "def", "Sample", "(", "self", ",", "task", ",", "status", ")", ":", "sample_time", "=", "time", ".", "time", "(", ")", "sample", "=", "'{0:f}\\t{1:s}\\t{2:s}\\n'", ".", "format", "(", "sample_time", ",", "task", ".", "identifier", ",", "status", ")", "se...	28	12.454545
def request_encode_body(self, method, url, fields=None, headers=None, encode_multipart=True, multipart_boundary=None, **urlopen_kw): """ Make a request using :meth:`urlopen` with the ``fields`` encoded in the body. This is useful for reques...	[ "def", "request_encode_body", "(", "self", ",", "method", ",", "url", ",", "fields", "=", "None", ",", "headers", "=", "None", ",", "encode_multipart", "=", "True", ",", "multipart_boundary", "=", "None", ",", "", "", "urlopen_kw", ")", ":", "if", "hea...	43.916667	26.216667
def non_decreasing(values): """True if values are not decreasing.""" return all(x <= y for x, y in zip(values, values[1:]))	[ "def", "non_decreasing", "(", "values", ")", ":", "return", "all", "(", "x", "<=", "y", "for", "x", ",", "y", "in", "zip", "(", "values", ",", "values", "[", "1", ":", "]", ")", ")" ]	43	10.333333
def get_cli_multi_parser(funcs, skip_first=0): """makes a parser for parsing cli arguments for `func`. :param list funcs: the function the parser will parse :param int skip_first: skip this many first arguments of the func """ parser = ArgumentParser(description='which subcommand do you want?') ...	[ "def", "get_cli_multi_parser", "(", "funcs", ",", "skip_first", "=", "0", ")", ":", "parser", "=", "ArgumentParser", "(", "description", "=", "'which subcommand do you want?'", ")", "subparsers", "=", "parser", ".", "add_subparsers", "(", "title", "=", "'subcomman...	42.4	18.933333
def delete(table, chain=None, position=None, rule=None, family='ipv4'): ''' Delete a rule from the specified table/chain, specifying either the rule in its entirety, or the rule's position in the chain. This function accepts a rule in a standard iptables command format, starting with the ch...	[ "def", "delete", "(", "table", ",", "chain", "=", "None", ",", "position", "=", "None", ",", "rule", "=", "None", ",", "family", "=", "'ipv4'", ")", ":", "if", "position", "and", "rule", ":", "return", "'Error: Only specify a position or a rule, not both'", ...	34.888889	25.833333
def __replace_names(sentence, counts): """Lets find and replace all instances of #NAME :param _sentence: :param counts: """ if sentence is not None: while sentence.find('#NAME') != -1: sentence = sentence.replace('#NAME', str(__get_name(counts)), 1) if sentence.fin...	[ "def", "__replace_names", "(", "sentence", ",", "counts", ")", ":", "if", "sentence", "is", "not", "None", ":", "while", "sentence", ".", "find", "(", "'#NAME'", ")", "!=", "-", "1", ":", "sentence", "=", "sentence", ".", "replace", "(", "'#NAME'", ","...	25.75	18.25
def encode_varint(v, f): """Encode integer `v` to file `f`. Parameters ---------- v: int Integer v >= 0. f: file Object containing a write method. Returns ------- int Number of bytes written. """ assert v >= 0 num_bytes = 0 while True: b...	[ "def", "encode_varint", "(", "v", ",", "f", ")", ":", "assert", "v", ">=", "0", "num_bytes", "=", "0", "while", "True", ":", "b", "=", "v", "%", "0x80", "v", "=", "v", "//", "0x80", "if", "v", ">", "0", ":", "b", "=", "b", "\|", "0x80", "f",...	15.125	23.84375
def _notification_stmt(self, stmt: Statement, sctx: SchemaContext) -> None: """Handle notification statement.""" self._handle_child(NotificationNode(), stmt, sctx)	[ "def", "_notification_stmt", "(", "self", ",", "stmt", ":", "Statement", ",", "sctx", ":", "SchemaContext", ")", "->", "None", ":", "self", ".", "_handle_child", "(", "NotificationNode", "(", ")", ",", "stmt", ",", "sctx", ")" ]	59	17.666667
def _lmder1_kowalik_osborne(): """Kowalik & Osborne function (lmder1 test #9)""" v = np.asfarray([4, 2, 1, 0.5, 0.25, 0.167, 0.125, 0.1, 0.0833, 0.0714, 0.0625]) y2 = np.asfarray([0.1957, 0.1947, 0.1735, 0.16, 0.0844, 0.0627, 0.0456, 0.0342, 0.0323, 0.0235, 0.0246]) def func(param...	[ "def", "_lmder1_kowalik_osborne", "(", ")", ":", "v", "=", "np", ".", "asfarray", "(", "[", "4", ",", "2", ",", "1", ",", "0.5", ",", "0.25", ",", "0.167", ",", "0.125", ",", "0.1", ",", "0.0833", ",", "0.0714", ",", "0.0625", "]", ")", "y2", "...	42	18.448276
def getByteStatistic(self, wanInterfaceId=1, timeout=1): """Execute GetTotalBytesSent&GetTotalBytesReceived actions to get WAN statistics. :param int wanInterfaceId: the id of the WAN device :param float timeout: the timeout to wait for the action to be executed :return: a tuple of two ...	[ "def", "getByteStatistic", "(", "self", ",", "wanInterfaceId", "=", "1", ",", "timeout", "=", "1", ")", ":", "namespace", "=", "Wan", ".", "getServiceType", "(", "\"getByteStatistic\"", ")", "+", "str", "(", "wanInterfaceId", ")", "uri", "=", "self", ".", ...	50.0625	25.6875
def add_papyrus_handler(self, route_name_prefix, base_url, handler): """ Add a Papyrus handler, i.e. a handler defining the MapFish HTTP interface. Example:: import papyrus config.include(papyrus) config.add_papyrus_handler( 'spots', '/spots', 'mypackage.handlers.SpotHa...	[ "def", "add_papyrus_handler", "(", "self", ",", "route_name_prefix", ",", "base_url", ",", "handler", ")", ":", "route_name", "=", "route_name_prefix", "+", "'_read_many'", "self", ".", "add_handler", "(", "route_name", ",", "base_url", ",", "handler", ",", "act...	40.425	19.1
def join_parsed_parts(self, drv, root, parts, drv2, root2, parts2): """ Join the two paths represented by the respective (drive, root, parts) tuples. Return a new (drive, root, parts) tuple. """ if root2: if not drv2 and drv: return drv, root2, [drv +...	[ "def", "join_parsed_parts", "(", "self", ",", "drv", ",", "root", ",", "parts", ",", "drv2", ",", "root2", ",", "parts2", ")", ":", "if", "root2", ":", "if", "not", "drv2", "and", "drv", ":", "return", "drv", ",", "root2", ",", "[", "drv", "+", "...	43.0625	17.4375
def get_sensor_data(self): """Get sensor reading objects Iterates sensor reading objects pertaining to the currently managed BMC. :returns: Iterator of sdr.SensorReading objects """ self.init_sdr() for sensor in self._sdr.get_sensor_numbers(): rsp = ...	[ "def", "get_sensor_data", "(", "self", ")", ":", "self", ".", "init_sdr", "(", ")", "for", "sensor", "in", "self", ".", "_sdr", ".", "get_sensor_numbers", "(", ")", ":", "rsp", "=", "self", ".", "raw_command", "(", "command", "=", "0x2d", ",", "netfn",...	39.368421	20.526316
def quantile_normalize(matrix, inplace=False, target=None): """Quantile normalization, allowing for missing values (NaN). In case of nan values, this implementation will calculate evenly distributed quantiles and fill in the missing data with those values. Quantile normalization is then performed on th...	[ "def", "quantile_normalize", "(", "matrix", ",", "inplace", "=", "False", ",", "target", "=", "None", ")", ":", "assert", "isinstance", "(", "matrix", ",", "ExpMatrix", ")", "assert", "isinstance", "(", "inplace", ",", "bool", ")", "if", "target", "is", ...	32.105263	20.210526
def delete(self, user: str) -> None: """Remove user.""" data = { 'action': 'remove', 'user': user } self._request('post', URL, data=data)	[ "def", "delete", "(", "self", ",", "user", ":", "str", ")", "->", "None", ":", "data", "=", "{", "'action'", ":", "'remove'", ",", "'user'", ":", "user", "}", "self", ".", "_request", "(", "'post'", ",", "URL", ",", "data", "=", "data", ")" ]	23.375	16.125
def sample(net: BayesNet, sample_from: Iterable[Vertex], sampling_algorithm: PosteriorSamplingAlgorithm = None, draws: int = 500, drop: int = 0, down_sample_interval: int = 1, plot: bool = False, ax: Any = None) -> sample_types: """ :p...	[ "def", "sample", "(", "net", ":", "BayesNet", ",", "sample_from", ":", "Iterable", "[", "Vertex", "]", ",", "sampling_algorithm", ":", "PosteriorSamplingAlgorithm", "=", "None", ",", "draws", ":", "int", "=", "500", ",", "drop", ":", "int", "=", "0", ","...	51.410714	32.803571
def command_factory(command): """A factory which returns functions for direct daemon communication. This factory will create a function which sends a payload to the daemon and returns the unpickled object which is returned by the daemon. Args: command (string): The type of payload this should ...	[ "def", "command_factory", "(", "command", ")", ":", "def", "communicate", "(", "body", "=", "{", "}", ",", "root_dir", "=", "None", ")", ":", "\"\"\"Communicate with the daemon.\n\n This function sends a payload to the daemon and returns the unpickled\n object sen...	37.769231	21.512821
def fetch(self): """ Fetch a CallSummaryInstance :returns: Fetched CallSummaryInstance :rtype: twilio.rest.insights.v1.summary.CallSummaryInstance """ params = values.of({}) payload = self._version.fetch( 'GET', self._uri, par...	[ "def", "fetch", "(", "self", ")", ":", "params", "=", "values", ".", "of", "(", "{", "}", ")", "payload", "=", "self", ".", "_version", ".", "fetch", "(", "'GET'", ",", "self", ".", "_uri", ",", "params", "=", "params", ",", ")", "return", "CallS...	26.5625	20.9375
def convert_tkinter_size_to_Wx(size): """ Converts size in characters to size in pixels :param size: size in characters, rows :return: size in pixels, pixels """ qtsize = size if size[1] is not None and size[1] < DEFAULT_PIXEL_TO_CHARS_CUTOFF: # change from character based size to pi...	[ "def", "convert_tkinter_size_to_Wx", "(", "size", ")", ":", "qtsize", "=", "size", "if", "size", "[", "1", "]", "is", "not", "None", "and", "size", "[", "1", "]", "<", "DEFAULT_PIXEL_TO_CHARS_CUTOFF", ":", "# change from character based size to pixels (roughly)", ...	44.7	22.1
def run_spec(spec, benchmark_hosts, result_hosts=None, output_fmt=None, logfile_info=None, logfile_result=None, action=None, fail_if=None, sample_mode='reservoir'): """Run a spec file, executing the statements on...	[ "def", "run_spec", "(", "spec", ",", "benchmark_hosts", ",", "result_hosts", "=", "None", ",", "output_fmt", "=", "None", ",", "logfile_info", "=", "None", ",", "logfile_result", "=", "None", ",", "action", "=", "None", ",", "fail_if", "=", "None", ",", ...	32.107692	17.138462
def generate_content_encoding(self): """ Means decoding value when it's encoded by base64. .. code-block:: python { 'contentEncoding': 'base64', } """ if self._definition['contentEncoding'] == 'base64': with self.l('if isinsta...	[ "def", "generate_content_encoding", "(", "self", ")", ":", "if", "self", ".", "_definition", "[", "'contentEncoding'", "]", "==", "'base64'", ":", "with", "self", ".", "l", "(", "'if isinstance({variable}, str):'", ")", ":", "with", "self", ".", "l", "(", "'...	40.210526	19.263158
def last_month(self): """ Access the last_month :returns: twilio.rest.api.v2010.account.usage.record.last_month.LastMonthList :rtype: twilio.rest.api.v2010.account.usage.record.last_month.LastMonthList """ if self._last_month is None: self._last_month = LastM...	[ "def", "last_month", "(", "self", ")", ":", "if", "self", ".", "_last_month", "is", "None", ":", "self", ".", "_last_month", "=", "LastMonthList", "(", "self", ".", "_version", ",", "account_sid", "=", "self", ".", "_solution", "[", "'account_sid'", "]", ...	41.1	23.5
def close(self): """ Close the connection by handshaking with the server. This method is a :ref:`coroutine <coroutine>`. """ if not self.is_closed(): self._closing = True # Let the ConnectionActor do the actual close operations. # It will do t...	[ "def", "close", "(", "self", ")", ":", "if", "not", "self", ".", "is_closed", "(", ")", ":", "self", ".", "_closing", "=", "True", "# Let the ConnectionActor do the actual close operations.", "# It will do the work on CloseOK", "self", ".", "sender", ".", "send_Clos...	38.695652	17.391304
def decode(code, encoding_type='default'): """Converts a string of morse code into English message The encoded message can also be decoded using the same morse chart backwards. >>> code = '... --- ...' >>> decode(code) 'SOS' """ reversed_morsetab = {symbol: character for character,...	[ "def", "decode", "(", "code", ",", "encoding_type", "=", "'default'", ")", ":", "reversed_morsetab", "=", "{", "symbol", ":", "character", "for", "character", ",", "symbol", "in", "list", "(", "getattr", "(", "encoding", ",", "'morsetab'", ")", ".", "items...	33.020408	19.755102
def create(dataset, annotations=None, feature=None, model='darknet-yolo', classes=None, batch_size=0, max_iterations=0, verbose=True, **kwargs): """ Create a :class:`ObjectDetector` model. Parameters ---------- dataset : SFrame Input data. The columns named by the ``fe...	[ "def", "create", "(", "dataset", ",", "annotations", "=", "None", ",", "feature", "=", "None", ",", "model", "=", "'darknet-yolo'", ",", "classes", "=", "None", ",", "batch_size", "=", "0", ",", "max_iterations", "=", "0", ",", "verbose", "=", "True", ...	41.057143	22.028571
def read_filtering_config (self): """ Read configuration options in section "filtering". """ section = "filtering" if self.has_option(section, "ignorewarnings"): self.config['ignorewarnings'] = [f.strip().lower() for f in \ self.get(section, 'ignorewa...	[ "def", "read_filtering_config", "(", "self", ")", ":", "section", "=", "\"filtering\"", "if", "self", ".", "has_option", "(", "section", ",", "\"ignorewarnings\"", ")", ":", "self", ".", "config", "[", "'ignorewarnings'", "]", "=", "[", "f", ".", "strip", ...	49.7	14.4

def get_trainer(self, model, method='sgd', config=None, annealer=None, validator=None): """ Get a trainer to optimize given model. :rtype: deepy.trainers.GeneralNeuralTrainer """ from deepy.trainers import GeneralNeuralTrainer return GeneralNeuralTrainer(model, method=me...

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53.428571

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def rollback(cls, bigchain, new_height, txn_ids): """Looks for election and vote transactions inside the block and cleans up the database artifacts possibly created in `process_blocks`. Part of the `end_block`/`commit` crash recovery. """ # delete election records for ele...

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41

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def cleanup_service(self, factory, svc_registration): # type: (Any, ServiceRegistration) -> bool """ If this bundle used that factory, releases the reference; else does nothing :param factory: The service factory :param svc_registration: The ServiceRegistration object ...

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def to_data(value): """Standardize data types. Converts PyTorch tensors to Numpy arrays, and Numpy scalars to Python scalars.""" # TODO: Use get_framework() for better detection. if value.__class__.__module__.startswith("torch"): import torch if isinstance(value, torch.nn.parameter.Param...

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41.736842

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def new_bg(self,bg): """ m.new_bg(,bg) -- Change the ACGT background frequencies to those in the supplied dictionary. Recompute log-likelihood, etc. with new background. """ counts = [] for pos in self.logP: D = {} for L,lp in po...

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def get_all_saved_searches(self, **kwargs): # noqa: E501 """Get all saved searches for a user # noqa: E501 # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.get_all_saved_se...

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40.909091

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async def _catch_response(self, h11_connection): ''' Instantiates the parser which manages incoming data, first getting the headers, storing cookies, and then parsing the response's body, if any. This function also instances the Response class in which the response statu...

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async def packet_receiver(queue): """ Asynchronous function that processes queue until None is posted in queue """ LOG.info("Entering packet_receiver") while True: packet = await queue.get() if packet is None: break LOG.info("Framenumber %s", packet.framenumber) LOG....

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34.2

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def normalize_namespace(namespace): """ Given a namespace (e.g. '.' or 'mynamespace'), returns it in normalized form. That is: - always prefixed with a dot - no trailing dots - any double dots are converted to single dot (..my..namespace => .my.namespace) - one or more dots (e.g....

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47.5

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def set_if_empty(self, param, default): """ Set the parameter to the default if it doesn't exist """ if not self.has(param): self.set(param, default)

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43.5

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def FixedOffset(offset, _tzinfos = {}): """return a fixed-offset timezone based off a number of minutes. >>> one = FixedOffset(-330) >>> one pytz.FixedOffset(-330) >>> one.utcoffset(datetime.datetime.now()) datetime.timedelta(-1, 66600) >>> one.dst(datetime.datetime....

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27.523077

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def _insert_f_additive(s): """i.B:.-+u.M:.-O:.-' => i.f.B:.-+u.f.M:.-O:.-'""" subst, attr, mode = s assert isinstance(mode, NullScript) if isinstance(subst, AdditiveScript): subst = AdditiveScript([_insert_attr_f(_s) for _s in subst]) else: subst = _insert_attr_f(subst) return ...

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def async_chain(chain, group=None, cached=Conf.CACHED, sync=Conf.SYNC, broker=None): """ enqueues a chain of tasks the chain must be in the format [(func,(args),{kwargs}),(func,(args),{kwargs})] """ if not group: group = uuid()[1] args = () kwargs = {} task = chain.pop(0) if ...

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def encode_field(self, field, value): """Encode a python field value to a JSON value. Args: field: A ProtoRPC field instance. value: A python value supported by field. Returns: A JSON serializable value appropriate for field. """ if isinstance(fiel...

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35.954545

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def _set_interface_ospfv3_conf(self, v, load=False): """ Setter method for interface_ospfv3_conf, mapped from YANG variable /rbridge_id/interface/ve/ipv6/interface_ospfv3_conf (container) If this variable is read-only (config: false) in the source YANG file, then _set_interface_ospfv3_conf is considered...

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93.458333

45.958333

def make_python_identifier(string, namespace=None, reserved_words=None, convert='drop', handle='force'): """ Takes an arbitrary string and creates a valid Python identifier. If the input string is in the namespace, return its value. If the python identifier created is alread...

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37.818182

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def get_actual_start_time(self): """Gets the time this assessment was started. return: (osid.calendaring.DateTime) - the start time raise: IllegalState - ``has_started()`` is ``false`` *compliance: mandatory -- This method must be implemented.* """ if not self.has_star...

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46.333333

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def _val(var, is_percent=False): """ Tries to determine the appropriate value of a particular variable that is passed in. If the value is supposed to be a percentage, a whole integer will be sought after and then turned into a floating point number between 0 and 1. If the value is supposed to be a...

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34.882353

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def cf_number_to_number(value): """ Converts a CFNumber object to a python float or integer :param value: The CFNumber object :return: A python number (float or integer) """ type_ = CoreFoundation.CFNumberGetType(_cast_pointer_p(value)) ...

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41.909091

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def text_color(background, dark_color=rgb_min, light_color=rgb_max): """ Given a background color in the form of an RGB 3-tuple, returns the color the text should be (defaulting to white and black) for best readability. The light (white) and dark (black) defaults can be overridden to return preferred va...

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def report(config, output, use, output_dir, accounts, field, no_default_fields, tags, region, debug, verbose, policy, policy_tags, format, resource, cache_path): """report on a cross account policy execution.""" accounts_config, custodian_config, executor = init( config, use, debug...

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35.830769

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def get_rpms(self): """ Build a list of installed RPMs in the format required for the metadata. """ tags = [ 'NAME', 'VERSION', 'RELEASE', 'ARCH', 'EPOCH', 'SIGMD5', 'SIGPGP:pgpsig', ...

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29.538462

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def set_write_bit(fn): # type: (str) -> None """ Set read-write permissions for the current user on the target path. Fail silently if the path doesn't exist. :param str fn: The target filename or path :return: None """ fn = fs_encode(fn) if not os.path.exists(fn): return ...

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32.052632

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def create_deep_linking_urls(self, url_params): """ Bulk Creates Deep Linking URLs See the URL https://dev.branch.io/references/http_api/#bulk-creating-deep-linking-urls :param url_params: Array of values returned from "create_deep_link_url(..., skip_api_call=True)" :return: Th...

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34.352941

26.823529

def check_bounding_rect(rect_pos): """Ensure the rect spec is valid.""" if not isinstance(rect_pos, Iterable): raise ValueError('rectangle spect must be a tuple of floats ' 'specifying (left, right, width, height)') left, bottom, width, height = rect_pos for val, name ...

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39.227273

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def skip(self, count): ''' :param count: number of cases to skip :return: number of cases skipped ''' self._get_ready() skipped = 0 for i in range(count): if self.mutate(): skipped += 1 else: break re...

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24.615385

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def NewPathSpec(cls, type_indicator, **kwargs): """Creates a new path specification for the specific type indicator. Args: type_indicator (str): type indicator. kwargs (dict): keyword arguments depending on the path specification. Returns: PathSpec: path specification. Raises: ...

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33.25

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def get_definition(self): """Checks variable and executable code elements based on the current context for a code element whose name matches context.exact_match perfectly. """ #Check the variables first, then the functions. match = self._bracket_exact_var(self.context.exa...

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39.727273

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def conv_precip_frac(precip_largescale, precip_convective): """Fraction of total precip that is from convection parameterization. Parameters ---------- precip_largescale, precip_convective : xarray.DataArrays Precipitation from grid-scale condensation and from convective parameterizatio...

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34.75

21.125

def fetchall_triples_xrefs(prefix): """ fetch all xrefs for a prefix, e.g. CHEBI """ logging.info("fetching xrefs for: "+prefix) query = """ SELECT * WHERE {{ ?c <{p}> ?x }} """.format(p=prefixmap[prefix]) bindings = run_sparql(query) rows = [(r['c']['value'], r['x']['value']...

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26.461538

11.692308

def file_variations(filename, extensions): """Create a variation of file names. Generate a list of variations on a filename by replacing the extension with a the provided list. :param filename: The original file name to use as a base. :param extensions: A list of file extensions to generate new f...

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35.25

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def visit_and_update(self, visitor_fn): """Create an updated version (if needed) of BinaryComposition via the visitor pattern.""" new_left = self.left.visit_and_update(visitor_fn) new_right = self.right.visit_and_update(visitor_fn) if new_left is not self.left or new_right is not self.r...

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50.222222

20.111111

def makevFunc(self,solution): ''' Make the beginning-of-period value function (unconditional on the shock). Parameters ---------- solution : ConsumerSolution The solution to this single period problem, which must include the consumption function. ...

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47.075

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def get_config(self): """Return configurations of LinearAnnealedPolicy # Returns Dict of config """ config = super(LinearAnnealedPolicy, self).get_config() config['attr'] = self.attr config['value_max'] = self.value_max config['value_min'] = self.valu...

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35.285714

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def system_info(conf, args): """Retieve SDC system information.""" src = conf.config['instances'][args.src] src_url = api.build_system_url(build_instance_url(src)) src_auth = tuple([conf.creds['instances'][args.src]['user'], conf.creds['instances'][args.src]['pass']]) verify_ss...

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48.111111

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def _start_date_of_year(year: int) -> datetime.date: """ Return start date of the year using MMWR week rules """ jan_one = datetime.date(year, 1, 1) diff = 7 * (jan_one.isoweekday() > 3) - jan_one.isoweekday() return jan_one + datetime.timedelta(days=diff)

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30.444444

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def start(self, key): """ Start a concurrent operation. This gets the concurrency limiter for the given key (creating it if necessary) and starts a concurrent operation on it. """ start_d = self._get_limiter(key).start() self._cleanup_limiter(key) return ...

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31.8

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def poke(library, session, address, width, data): """Writes an 8, 16 or 32-bit value from the specified address. Corresponds to viPoke* functions of the VISA library. :param library: the visa library wrapped by ctypes. :param session: Unique logical identifier to a session. :param address: Source ...

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38

18.318182

def analyze(problem, Y, M=4, print_to_console=False, seed=None): """Performs the Fourier Amplitude Sensitivity Test (FAST) on model outputs. Returns a dictionary with keys 'S1' and 'ST', where each entry is a list of size D (the number of parameters) containing the indices in the same order as the...

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34.75

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def chown(self, uid, gid): """ Change the owner (C{uid}) and group (C{gid}) of this file. As with python's C{os.chown} function, you must pass both arguments, so if you only want to change one, use L{stat} first to retrieve the current owner and group. @param uid: new o...

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39.25

18.875

def hello_user(api_client): """Use an authorized client to fetch and print profile information. Parameters api_client (UberRidesClient) An UberRidesClient with OAuth 2.0 credentials. """ try: response = api_client.get_user_profile() except (ClientError, ServerError) as...

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29.176471

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def get(self, service_id, insert_defaults=None): """ Get a service. Args: service_id (str): The ID of the service. insert_defaults (boolean): If true, default values will be merged into the output. Returns: :py:class:`Service`: The se...

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33.125

18.125

def _reduced_call(self, **params_to_override): """ Simplified version of PatternGenerator's __call__ method. """ p=param.ParamOverrides(self,params_to_override) fn_result = self.function(p) self._apply_mask(p,fn_result) result = p.scale*fn_result+p.offset ...

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32.5

11.5

def frommembers(cls, members): """Series from iterable of member iterables.""" return cls.frombitsets(map(cls.BitSet.frommembers, members))

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51

12.666667

def _extract_cell(args, cell_body): """Implements the BigQuery extract magic used to extract query or table data to GCS. The supported syntax is: %bq extract <args> Args: args: the arguments following '%bigquery extract'. """ env = google.datalab.utils.commands.notebook_environment() config = g...

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46.630435

27.478261

def pin_chat_message(self, chat_id, message_id, disable_notification=False): """ Use this method to pin a message in a supergroup. The bot must be an administrator in the chat for this to work and must have the appropriate admin rights. Returns True on success. :param chat_id: In...

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60.384615

29.769231

def is_namedtuple(val): """ Use Duck Typing to check if val is a named tuple. Checks that val is of type tuple and contains the attribute _fields which is defined for named tuples. :param val: value to check type of :return: True if val is a namedtuple """ val_type = type(val) bases = va...

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37.615385

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def get_stack_info(): '''Capture locals, module name, filename, and line number from the stacktrace to provide the source of the assertion error and formatted note. ''' stack = traceback.walk_stack(sys._getframe().f_back) # We want locals from the test definition (which always begins # with...

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42.894737

20.789474

def set_chime(self, sound, cycles=None): """ :param sound: a str, one of ["doorbell", "fur_elise", "doorbell_extended", "alert", "william_tell", "rondo_alla_turca", "police_siren", ""evacuation", "beep_beep", "beep", "inactive...

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54.071429

21.5

def _create_mappings(self): 'Create the field type mapping.' self.conn.indices.put_mapping( index=self.index, doc_type=self.type, timeout=60, request_timeout=60, body={ self.type: { 'dynamic_templates': [{ 'd...

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42.033333

16.833333

def invalidate_token(self, body, params=None): """ `<https://www.elastic.co/guide/en/elasticsearch/reference/current/security-api-invalidate-token.html>`_ :arg body: The token to invalidate """ if body in SKIP_IN_PATH: raise ValueError("Empty value passed for a requi...

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42.090909

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def read_line(self): """ Interrupted respecting reader for stdin. Raises EOFError if the end of stream has been reached """ try: line = self.inp.readline().strip() except KeyboardInterrupt: raise EOFError() # i3status sends EOF, or an em...

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23.9375

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def from_text(cls, text: str): """ Construct an AnalysisGraph object from text, using Eidos to perform machine reading. """ eidosProcessor = process_text(text) return cls.from_statements(eidosProcessor.statements)

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40.166667

12.333333

def write(self, presets_path): """Write this preset to disk in JSON notation. :param presets_path: the directory where the preset will be written. """ if self.builtin: raise TypeError("Cannot write built-in preset") # Make dictio...

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36.055556

19

def get(self, id): """Get a single group by ID. :param str id: a group ID :return: a group :rtype: :class:`~groupy.api.groups.Group` """ url = utils.urljoin(self.url, id) response = self.session.get(url) return Group(self, **response.data)

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29.5

9.8

async def _load_message_field(self, reader, msg, field): """ Loads message field from the reader. Field is defined by the message field specification. Returns loaded value, supports field reference. :param reader: :param msg: :param field: :return: """ ...

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36.5

21.666667

def add(self, properties): """ Add a faked Port resource. Parameters: properties (dict): Resource properties. Special handling and requirements for certain properties: * 'element-id' will be auto-generated with a unique value across ...

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38.71875

23.15625

def hacking_python3x_metaclass(logical_line, noqa): r"""Check for metaclass to be Python 3.x compatible. Okay: @six.add_metaclass(Meta)\nclass Foo(object):\n pass Okay: @six.with_metaclass(Meta)\nclass Foo(object):\n pass Okay: class Foo(object):\n '''docstring\n\n __metaclass__ = Meta\n'''...

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47.8

19.45

def _expand_list(names): """ Do a wildchar name expansion of object names in a list and return expanded list. The items are expected to exist as this is used for copy sources or delete targets. Currently we support wildchars in the key name only. """ if names is None: names = [] elif isinstance(na...

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36.754717

19.90566

def _module_imports(ctx: GeneratorContext) -> Iterable[ast.Import]: """Generate the Python Import AST node for importing all required language support modules.""" # Yield `import basilisp` so code attempting to call fully qualified # `basilisp.lang...` modules don't result in compiler errors yield a...

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54.2

17.3

def do_dice_roll(): """ Roll n-sided dice and return each result and the total """ options = get_options() dice = Dice(options.sides) rolls = [dice.roll() for n in range(options.number)] for roll in rolls: print('rolled', roll) if options.number > 1: print('total', sum(rolls))

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25.363636

13.181818

def sanitized_name(self): """Sanitized name of the agent, used for file and directory creation. """ a = re.split("[:/]", self.name) return "_".join([i for i in a if len(i) > 0])

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41

5.8

def graph_dot(self): """ Export a graph of the data in dot format. """ default_graphviz_template = """ digraph role_dependencies { size="%size" dpi=%dpi ratio="fill" landscape=false rankdir="BT"; node [shape = "box", style = ...

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34.625

21.15

def action(self, action_id, **kwargs): """Query an action, specify the parameters for the action as keyword parameters. An optional keyword parameter method='GET' (default) or method='POST' can be set. The character set encoding of the response can be configured using the encoding keyword parameter (defaults to...

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47.4

15.933333

def send(self, packet, interfaces=None): """write packet to given interfaces, default is broadcast to all interfaces""" interfaces = interfaces or self.interfaces # default to all interfaces interfaces = interfaces if hasattr(interfaces, '__iter__') else [interfaces] for interface in i...

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59.666667

27.5

def _check_dataframe(dv=None, between=None, within=None, subject=None, effects=None, data=None): """Check dataframe""" # Check that data is a dataframe if not isinstance(data, pd.DataFrame): raise ValueError('Data must be a pandas dataframe.') # Check that both dv and data a...

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54.032258

15.677419

def disqus_dev(context): """ Return the HTML/js code to enable DISQUS comments on a local development server if settings.DEBUG is True. """ if settings.DEBUG: disqus_url = '//{}{}'.format( Site.objects.get_current().domain, context['request'].path ) ...

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23.6

17.333333

def make_field_objects(field_data, names): # type: (List[Dict[Text, Text]], Names) -> List[Field] """We're going to need to make message parameters too.""" field_objects = [] field_names = [] # type: List[Text] for field in field_data: if hasattr(field, 'get') and ca...

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46.225806

15.612903

def build_columns(self, X, verbose=False): """construct the model matrix columns for the term Parameters ---------- X : array-like Input dataset with n rows verbose : bool whether to show warnings Returns ------- scipy sparse arr...

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24.3125

17.375

async def get_prefix(self, message): """|coro| Retrieves the prefix the bot is listening to with the message as a context. Parameters ----------- message: :class:`discord.Message` The message context to get the prefix of. Returns -------- ...

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34.459459

23.216216

def create(vm_): ''' Create a single VM from a data dict ''' try: # Check for required profile parameters before sending any API calls. if vm_['profile'] and config.is_profile_configured(__opts__, __active_provider_name__ or 'par...

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33.763441

21.870968

def _compute_value(self, pkt): # type: (packet.Packet) -> int """ Computes the value of this field based on the provided packet and the length_of field and the adjust callback @param packet.Packet pkt: the packet from which is computed this field value. # noqa: E501 @return int...

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42.882353

16.764706

def distance_to(self, other): """Return Euclidian distance between self and other Firefly""" return np.linalg.norm(self.position-other.position)

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52.666667

10

def multi_get(self, urls, query_params=None, to_json=True): """Issue multiple GET requests. Args: urls - A string URL or list of string URLs query_params - None, a dict, or a list of dicts representing the query params to_json - A boolean, should the responses be ret...

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41.625

22.625

def Sample(self, task, status): """Takes a sample of the status of a task for profiling. Args: task (Task): a task. status (str): status. """ sample_time = time.time() sample = '{0:f}\t{1:s}\t{2:s}\n'.format( sample_time, task.identifier, status) self._WritesString(sample)

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def request_encode_body(self, method, url, fields=None, headers=None, encode_multipart=True, multipart_boundary=None, **urlopen_kw): """ Make a request using :meth:`urlopen` with the ``fields`` encoded in the body. This is useful for reques...

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43.916667

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def non_decreasing(values): """True if values are not decreasing.""" return all(x <= y for x, y in zip(values, values[1:]))

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43

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def get_cli_multi_parser(funcs, skip_first=0): """makes a parser for parsing cli arguments for `func`. :param list funcs: the function the parser will parse :param int skip_first: skip this many first arguments of the func """ parser = ArgumentParser(description='which subcommand do you want?') ...

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def delete(table, chain=None, position=None, rule=None, family='ipv4'): ''' Delete a rule from the specified table/chain, specifying either the rule in its entirety, or the rule's position in the chain. This function accepts a rule in a standard iptables command format, starting with the ch...

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34.888889

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def __replace_names(sentence, counts): """Lets find and replace all instances of #NAME :param _sentence: :param counts: """ if sentence is not None: while sentence.find('#NAME') != -1: sentence = sentence.replace('#NAME', str(__get_name(counts)), 1) if sentence.fin...

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25.75

18.25

def encode_varint(v, f): """Encode integer `v` to file `f`. Parameters ---------- v: int Integer v >= 0. f: file Object containing a write method. Returns ------- int Number of bytes written. """ assert v >= 0 num_bytes = 0 while True: b...

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15.125

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def _notification_stmt(self, stmt: Statement, sctx: SchemaContext) -> None: """Handle notification statement.""" self._handle_child(NotificationNode(), stmt, sctx)

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59

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def _lmder1_kowalik_osborne(): """Kowalik & Osborne function (lmder1 test #9)""" v = np.asfarray([4, 2, 1, 0.5, 0.25, 0.167, 0.125, 0.1, 0.0833, 0.0714, 0.0625]) y2 = np.asfarray([0.1957, 0.1947, 0.1735, 0.16, 0.0844, 0.0627, 0.0456, 0.0342, 0.0323, 0.0235, 0.0246]) def func(param...

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42

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def getByteStatistic(self, wanInterfaceId=1, timeout=1): """Execute GetTotalBytesSent&GetTotalBytesReceived actions to get WAN statistics. :param int wanInterfaceId: the id of the WAN device :param float timeout: the timeout to wait for the action to be executed :return: a tuple of two ...

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50.0625

25.6875

def add_papyrus_handler(self, route_name_prefix, base_url, handler): """ Add a Papyrus handler, i.e. a handler defining the MapFish HTTP interface. Example:: import papyrus config.include(papyrus) config.add_papyrus_handler( 'spots', '/spots', 'mypackage.handlers.SpotHa...

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40.425

19.1

def join_parsed_parts(self, drv, root, parts, drv2, root2, parts2): """ Join the two paths represented by the respective (drive, root, parts) tuples. Return a new (drive, root, parts) tuple. """ if root2: if not drv2 and drv: return drv, root2, [drv +...

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43.0625

17.4375

def get_sensor_data(self): """Get sensor reading objects Iterates sensor reading objects pertaining to the currently managed BMC. :returns: Iterator of sdr.SensorReading objects """ self.init_sdr() for sensor in self._sdr.get_sensor_numbers(): rsp = ...

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39.368421

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def quantile_normalize(matrix, inplace=False, target=None): """Quantile normalization, allowing for missing values (NaN). In case of nan values, this implementation will calculate evenly distributed quantiles and fill in the missing data with those values. Quantile normalization is then performed on th...

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32.105263

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def delete(self, user: str) -> None: """Remove user.""" data = { 'action': 'remove', 'user': user } self._request('post', URL, data=data)

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23.375

16.125

def sample(net: BayesNet, sample_from: Iterable[Vertex], sampling_algorithm: PosteriorSamplingAlgorithm = None, draws: int = 500, drop: int = 0, down_sample_interval: int = 1, plot: bool = False, ax: Any = None) -> sample_types: """ :p...

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51.410714

32.803571

def command_factory(command): """A factory which returns functions for direct daemon communication. This factory will create a function which sends a payload to the daemon and returns the unpickled object which is returned by the daemon. Args: command (string): The type of payload this should ...

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37.769231

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def fetch(self): """ Fetch a CallSummaryInstance :returns: Fetched CallSummaryInstance :rtype: twilio.rest.insights.v1.summary.CallSummaryInstance """ params = values.of({}) payload = self._version.fetch( 'GET', self._uri, par...

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26.5625

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def convert_tkinter_size_to_Wx(size): """ Converts size in characters to size in pixels :param size: size in characters, rows :return: size in pixels, pixels """ qtsize = size if size[1] is not None and size[1] < DEFAULT_PIXEL_TO_CHARS_CUTOFF: # change from character based size to pi...

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44.7

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def run_spec(spec, benchmark_hosts, result_hosts=None, output_fmt=None, logfile_info=None, logfile_result=None, action=None, fail_if=None, sample_mode='reservoir'): """Run a spec file, executing the statements on...

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32.107692

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def generate_content_encoding(self): """ Means decoding value when it's encoded by base64. .. code-block:: python { 'contentEncoding': 'base64', } """ if self._definition['contentEncoding'] == 'base64': with self.l('if isinsta...

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40.210526

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def last_month(self): """ Access the last_month :returns: twilio.rest.api.v2010.account.usage.record.last_month.LastMonthList :rtype: twilio.rest.api.v2010.account.usage.record.last_month.LastMonthList """ if self._last_month is None: self._last_month = LastM...

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41.1

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def close(self): """ Close the connection by handshaking with the server. This method is a :ref:`coroutine <coroutine>`. """ if not self.is_closed(): self._closing = True # Let the ConnectionActor do the actual close operations. # It will do t...

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38.695652

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def decode(code, encoding_type='default'): """Converts a string of morse code into English message The encoded message can also be decoded using the same morse chart backwards. >>> code = '... --- ...' >>> decode(code) 'SOS' """ reversed_morsetab = {symbol: character for character,...

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33.020408

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def create(dataset, annotations=None, feature=None, model='darknet-yolo', classes=None, batch_size=0, max_iterations=0, verbose=True, **kwargs): """ Create a :class:`ObjectDetector` model. Parameters ---------- dataset : SFrame Input data. The columns named by the ``fe...

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41.057143

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def read_filtering_config (self): """ Read configuration options in section "filtering". """ section = "filtering" if self.has_option(section, "ignorewarnings"): self.config['ignorewarnings'] = [f.strip().lower() for f in \ self.get(section, 'ignorewa...

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49.7

14.4