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import logging import os def _CalculatePerDirectoryCoverageSummary(per_file_coverage_summary): """Calculates per directory coverage summary. Args: per_file_coverage_summary: A dictionary from file path to coverage summary. Returns: A dictionary from directory path to coverage summary. """ logging....
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def is_aix(): """ Simple function to return if host is AIX or not """ return salt.utils.platform.is_aix()
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def draw_support_spring( fig, support, orientation="up", color='orange', show_values=True, row=None, col=None, units="N/m"): """Draw an anchored spring shape on a plotly figure. Parameters ---------- fig : plotly figure plotly figu...
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def _collins_crt(r, R, P, p, K): """Wrapper of CRT for Collins's resultant algorithm. """ return gf_int(gf_crt([r, R], [P, p], K), P*p)
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def quantity_remover(my_thing): """ removes pint quantities to make json output happy Parameters ---------- my_thing Returns ------- """ if hasattr(my_thing, 'magnitude'): return 'QUANTITY', my_thing.magnitude, my_thing.units.format_babel() elif isinstance(my_thing, ...
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def sliced_wasserstein(PD1, PD2, M=50): """ Implementation of Sliced Wasserstein distance as described in Sliced Wasserstein Kernel for Persistence Diagrams by Mathieu Carriere, Marco Cuturi, Steve Oudot (https://arxiv.org/abs/1706.03358) Parameters ----------- PD1: np.ar...
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def update_handler(request): """Responds to any HTTP request. Args: request (flask.Request): HTTP request object. Returns: The response text or any set of values that can be turned into a Response object using `make_response <https://flask.palletsprojects.com/en/1.1.x/api/#fl...
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def usercourse(request, course_code): """ The function is use for course content """ user = request.user extrainfo = ExtraInfo.objects.select_related().get(user=user) # get the type of user courseid = Courses.objects.select_related().get(code=course_code) classes = OnlineClasses.objects.sel...
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def add_device(config_id, name, device_type_id, device_subtype_id, ip4address, ip6address, properties): """Add device to BAM.""" response = get_api()._api_client.service.addDevice(config_id, name, device_type_id, device_subtype_id, ip4address, ip6address, p...
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def cdf_approx(X): #, smoothness_factor=1): """ Generates a ppoly spline to approximate the cdf of a random variable, from a 1-D array of i.i.d. samples thereof. Args: X: a collection of i.i.d. samples from a random variable. args, kwargs: any options to forward to the cvxopt qp solver ...
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def cleanse_param_name(name): """Converts Chainer parameter names to ONNX names. Note ONNX identifiers must be a valid C identifier. Args: name (str): A Chainer parameter name (e.g., /l/W). Returns A valid ONNX name (e.g., param_l_W). """ return 'param' + name.replace('/', '_')
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def calc_checksum_for_ip_change(old_ip_packet, new_ip_packet, old_checksum, is_ipv6=False): """ ip地址改变之后重新获取校检码 :param old_ip_packet: :param new_ip_packet: :param old_checksum: :param is_ipv6:是否是ipv6 :return: """ final_checksum = old_checksum a = 0 b = 1 # tmpcsum = old_check...
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def get_sender_password(): """Get sender password """ try: return Setting.objects.get(slug=KEY_SENDER_PASSWORD) except Setting.DoesNotExist: return None
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def standardize_data(df): """Standardizes the data by cleaning string values and standardizing column names. df: Pandas dataframe to standardize. """ # Clean string values in the dataframe. df = df.applymap( lambda x: x.replace('"', '').strip() if isinstance(x, str) else x) # Stand...
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def MatrixExp6(se3mat): """Computes the matrix exponential of an se3 representation of exponential coordinates :param se3mat: A matrix in se3 :return: The matrix exponential of se3mat Example Input: se3mat = np.array([[0, 0, 0, 0], [0, ...
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import re def parse_log(content, arg_parser=json_arg_parser): """ Parse important information from log files. These log files are small so we are making the logic a little simpler by loading all the content into memory at once rather than using an iostream. Args: content (string): the string ...
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def _ohlc_dict(df_or_figure, open='', high='', low='', close='', volume='', validate='', **kwargs): """ Returns a dictionary with the actual column names that correspond to each of the OHLCV values. df_or_figure : DataFrame or Figure open : string Column name to be used for ...
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def _s_to_b(value): """[string to binary single value]""" try: return bytes(value, 'utf-8') except: return value
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def get_or_create( *, db_session, email: str, incident: Incident = None, **kwargs ) -> IndividualContact: """Gets or creates an individual.""" # we fetch the individual contact from the database individual_contact = get_by_email_and_project( db_session=db_session, email=email, project_id=inciden...
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def stats(request): """Return stats as JSON according to different GET query parameters.""" offset = request.GET.get('offset', '0') limit = request.GET.get('limit', '10') order_by = request.GET.get('order_by', 'public_backlinks') return build_stats(offset, limit, order_by)
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def news(): """ Return the latest version of the news json """ # TODO: add options to request like request.args.get('from', default='') latest_news = get_latest_news(local=CONFIG['PARAMS']['local'] == 'True') response = app.response_class(response=latest_news, status=200) return response
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def zero_crossing(arr, rank=1): """Calculates the zero crossing rate""" if rank == 1: nzc = tf.cast(tf.count_nonzero(tf_diff_axis(tf.sign(arr))), tf.float32) else: nzc = tf.cast(tf.count_nonzero(tf_diff_axis(tf.sign(arr)), axis=rank - 1), tf.float32) arrlen = tf.cast(arr.shape[rank - 1]...
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def normalize_command(command): """Convert `command` to the string representation. """ if isinstance(command, list): if len(command) == 1: # This is either a quoted compound shell command or a simple # one-item command. Pass it as is. command = command[0] ...
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def make_struct(*args, **kwargs): """Create a Struct class according to the given format""" exec _structdef(*args, **kwargs) return Struct
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def link_iterable_by_fields(unlinked, other=None, fields=None, kind=None, internal=False, relink=False): """Generic function to link objects in ``unlinked`` to objects in ``other`` using fields ``fields``. The database to be linked must have uniqueness for each object for the given ...
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def is_conn() -> bool: """是否连接核心网""" return param.parent.ia != utz.IA_INVALID and param.parent.is_conn
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def GetConstants(): """Returns a list of all available constant values used by some Nexpose Criteria""" return _get_filtered_classes(NexposeCriteriaConstant)
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import json def getEmpiresForUser(user_email): """Fetches empires for the given user. Even though the empires should be in the data store already, we force fetch them from the server. This is because it could be a new user and it hasn't synced yet, but also this provides a way for the user to force their emp...
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def netflix(es, ps, e0, l=0.0001): """Combine predictions with the optimal weights to minimize RMSE. Ref: Töscher, A., Jahrer, M., & Bell, R. M. (2009). The bigchaos solution to the netflix grand prize. Args: es (list of float): RMSEs of predictions ps (list of np.array): predictions ...
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def create_list(list_data, user_id, status=200): """Create a new todo list throught the API""" res = app.post_json('/v1/users/{user_id}/lists'.format(user_id=user_id), list_data, status=status, expect_errors=status != 200) return res
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import fastapi async def create_movie( *, session: aio_session.AsyncSession = fastapi.Depends( dependencies.get_session), movie_in: movie_model.MovieCreate, current_patron: patron_model.Patron = fastapi.Depends( # pylint: disable=unused-argument dependencies.get_current_active_patron)...
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import time import math def project_gdf(gdf, to_crs=None, to_latlong=False, verbose=False): """ https://github.com/gboeing/osmnx/blob/v0.9/osmnx/projection.py#L58 Project a GeoDataFrame to the UTM zone appropriate for its geometries' centroid. The simple calculation in this function works well fo...
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from .. import __version__ from ..importer import IMPORTED from .driver import schema_all_drivers from .executor import schema_all_executors from .flow import schema_flow from .meta import schema_metas from .request import schema_requests from .pod import schema_pod def get_full_schema() -> dict: """ Return t...
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def power_method(A, x0, n_iter=1): """Compute the first singular components by power method.""" for i in range(n_iter): x0 = A.T @ A @ x0 v = x0 / norm(x0) s = norm(A @ v) u = A @ v / s return u, s, v
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def convert_coevalcube_to_sphere_surface_inpdict(inpdict): """ ----------------------------------------------------------------------------- Covert a cosmological coeval cube at a given resolution (in physical comoving distance) to HEALPIX coordinates of a specified nside covering the whole sky or...
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def postmsg(message): """!Sends the message to the jlogfile logging stream at level INFO. This is identical to: @code jlogger.info(message). @endcode @param message the message to log.""" return jlogger.info(message)
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def dec_lap_pyr(x, levs): """ constructs batch of 'levs' level laplacian pyramids from x Inputs: x -- BxCxHxW pytorch tensor levs -- integer number of pyramid levels to construct Outputs: pyr -- a list of pytorch tensors, each representing a pyramid level, ...
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import os import logging def subinit2_readPPdb_checkkeys(PATHS, config, metadata): """ Reads the power plant database and determines the required input files (fundamentals and parameters): 1) Read the power plant database from disk 2) Read the database and check the required input files for: - fuels - ef...
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def mif2amps(sh_mif_file, working_dir, dsi_studio_odf="odf8"): """Convert a MRTrix SH mif file to a NiBabel amplitudes image. Parameters: =========== sh_mif_file : str path to the mif file with SH coefficients """ verts, _ = get_dsi_studio_ODF_geometry(dsi_studio_odf) num_dirs, _...
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import struct import array def write_nifti_header(hdrname, hdr, newfile=True): #************************************************* """ filename is the name of the nifti header file. hdr is a header dictionary. Contents of the native header will be used if it is a nifti header. Returns: 0 if no er...
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import struct def get_array_of_float(num, data): """Read array of floats Parameters ---------- num : int Number of values to be read (length of array) data : str 4C binary data file Returns ------- str Truncated 4C binary data file list List of flo...
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def AUcat(disk=None, first=1, last=1000, Aname=None, Aclass=None, Aseq=0, giveList=False): """ Catalog listing of AIPS UV data files on disk disk Strings use AIPS wild cards: * blank => any '?' => one of any character "*" => arbitrary string If giveList then r...
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def process_threat_results(matching_threats, context): """ prepare response from threat results """ threats = [ThreatSerializer(threat).data for threat in matching_threats] response_data = { "id": context.id, "hits": threats, } status_code = status.HTTP_200_OK if context.pending...
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def entropy_logits(logits): """ Computes the entropy of an unnormalized probability distribution. """ probs = F.softmax(logits, dim=-1) return entropy(probs)
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def convert_int_to_str(number: int, char: str = "'"): """Converts an ugly int into a beautiful and sweet str Parameters: nb: The number which is gonna be converted. char: The characters which are gonna be inserted between every 3 digits. Example: 2364735247 --> 2'364'735'247""" number ...
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def exists(index, doc_type, id, **kwargs): """ Returns a boolean indicating whether or not given document exists in Elasticsearch. http://www.elastic.co/guide/en/elasticsearch/reference/current/docs-get.html """ res = request("exists", None, index, doc_type, id, **kwargs) jsonprint(res) retu...
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def deserialize_cookie(string): """Deserialize cookie""" parts = string.split("#") length = len(parts) if length == 0 or length < 3: return None if not is_int(parts[2]): return None return create_internal_cookie( unquote(parts[0]), unquote(parts[1]), pa...
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def choose(n, k): """This is a binomial coeficient nCk used in binomial probablilty this funtion uses factorial() Usage: choose(n, k) args: n = total number k = total number of sub-groups """ try: return factorial(n)/(factorial(k) * factorial(n - k)) except(ValueError, ZeroD...
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def BiRNN(x, seq_lens): """TODO: full docstring; seq_lens is np_array of actual input seq lens. Actually seq_lens is a tf.placeholder""" # data input shape: (batch_size, seq_lens, n_input) # Define lstm cells with tensorflow # Forward direction cell lstm_fw_cell = rnn.BasicLSTMCell(n_hidden, fo...
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import grp from typing import cast def get_os_group(name: _STR_OR_INT_OR_NONE = None) -> grp.struct_group: """Get an operating system group object. Args: name (:obj:`str` or :obj:`int`, optional): The "group name" or ``gid``. Defaults to the current users's group. Raises: OSE...
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def _process_output(response, context): """Post-process TensorFlow Serving output before it is returned to the client. Args: response (obj): the TensorFlow serving response context (Context): an object containing request and configuration details Returns: (bytes, string): data to r...
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import sys import plistlib def execute_dscl(option="-plist", datasource=".", command="-read", parameters=""): """Execute dscl and return the values Args: option (str, optional): The option to use. Defaults to "-plist". datasource (str, optional): The node to query. Defaults to ".". co...
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from bs4 import BeautifulSoup import requests def make_soup(text: str, mode: str="url", parser: str=PARSER) -> BeautifulSoup: """ Returns a soup. """ if mode == "url" or isinstance(mode, dict): params = mode if isinstance(mode, dict) else {} text = requests.get(text, params=params).text el...
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import ast def _merge_inner_function( class_def, infer_type, intermediate_repr, merge_inner_function ): """ Merge the inner function if found within the class, with the class IR :param class_def: Class AST :type class_def: ```ClassDef``` :param infer_type: Whether to try inferring the typ (f...
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def pb_set_defaults(): """Set board defaults. Must be called before using any other board functions.""" return spinapi.pb_set_defaults()
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def count_routes_graph(graph, source_node, dest_node): """ classic tree-like graph traversal """ if dest_node == source_node or dest_node - source_node == 1: return 1 else: routes = 0 for child in graph[source_node]: routes += count_routes_graph(graph, child, dest...
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from typing import Dict def pluck_state(obj: Dict) -> str: """A wrapper to illustrate composing the above two functions. Args: obj: The dictionary created from the json string. """ plucker = pipe(get_metadata, get_state_from_meta) return plucker(obj)
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from typing import Callable from typing import Mapping from typing import Any from typing import Optional def value( parser: Callable[[str, Mapping[str, str]], Any] = nop, tag_: Optional[str] = None, var: Optional[str] = None, ) -> Parser: """Return a parser to parse a simple value assignment XML tag....
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def compute_Rnorm(image, mask_field, cen, R=12, wid=1, mask_cross=True, display=False): """ Compute (3 sigma-clipped) normalization using an annulus. Note the output values of normalization contain background. Paramters ---------- image : input image for measurement mask_field : mask map wi...
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import six def inject_timeout(func): """Decorator which injects ``timeout`` parameter into request. On client initiation, default timeout is set. This timeout will be injected into any request if no explicit parameter is set. :return: Value of decorated function. """ @six.wraps(func) de...
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def test_match_partial(values): """@match_partial allows not covering all the cases.""" v, v2 = values @match_partial(MyType) class get_partial_value(object): def MyConstructor(x): return x assert get_partial_value(v) == 3
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def assert_sim_of_model_with_itself_is_approx_one(mdl: nn.Module, X: Tensor, layer_name: str, metric_comparison_type: str = 'pwcca', metric_as_sim_or_dist: str = 'dist') ...
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def cver(verstr): """Converts a version string into a number""" if verstr.startswith("b"): return float(verstr[1:])-100000 return float(verstr)
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import urllib def _GetGaeCookie(host, service, auth_token, secure): """This function creates a login cookie using the authentication token obtained after logging in successfully in the Google account. Args: host: Host where the user wants to login. service: Service code where the user wants to login. ...
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async def ping_handler() -> data.PingResponse: """ Check server status. """ return data.PingResponse(status="ok")
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import subprocess def main(): """Start a child process, output status, and monitor exit.""" args = docopt.docopt(__doc__, options_first=True, version=__version__) command = " ".join(args["<command>"]) timeout = parse_time(args["--timeout"]) # Calculate the time at which we will kill the child pro...
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import os import csv def get_columns_sql(table): """Construct SQL component specifying table columns""" # Read rows and append column name and data type to main container template_path = os.path.join(os.environ['MYSQL_TABLE_TEMPLATES_DIR'], f'{table}.csv') with open(template_path, newline='') as f: ...
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def create_session_cookie(): """ Creates a cookie containing a session for a user Stolen from https://stackoverflow.com/questions/22494583/login-with-code-when-using-liveservertestcase-with-django :param username: :param password: :return: """ # First, create a new test user user =...
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from pathlib import Path from typing import Optional from typing import List import os import fnmatch def is_excluded(src_path: Path, globs: Optional[List[str]] = None) -> bool: """ Determine if a src_path should be excluded. Supports globs (e.g. folder/* or *.md). Credits: code inspired by / adapted...
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from pyquickhelper.loghelper import BufferedPrint import os def get_seattle_streets(filename=None, folder="."): """ Retrieves processed data from `Seattle Streets <https://data.seattle.gov/dataset/Street-Network-Database/ afip-2mzr/data)>`_. @param filename local filename @param ...
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def _replace_oov(original_vocab, line): """Replace out-of-vocab words with "UNK". This maintains compatibility with published results. Args: original_vocab: a set of strings (The standard vocabulary for the dataset) line: a unicode string - a space-delimited sequence of words. Returns: a unicode ...
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def linear_CMD_fit(x,y,xerr,yerr): """ Does a linear fit to CMD data where x is color and y is amplitude, returning some fit statistics Parameters ---------- x : array-like color y : array-like magnitude xerr : array-like color errors yerr : array-like ...
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def _verify_path_value(value, is_str, is_kind=False): """Verify a key path value: one of a kind, string ID or integer ID. Args: value (Union[str, int]): The value to verify is_str (bool): Flag indicating if the ``value`` is a string. If :data:`False`, then the ``value`` is assumed t...
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def _is_tipologia_header(row): """Controlla se la riga corrente e' una voce o l'header di una nuova tipologia di voci ("Personale", "Noli", etc). """ if type(row.iloc[1]) is not str: return False if type(row.iloc[2]) is str: if row.iloc[2] != HEADERS["units"]: return Fal...
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def validateFloat( value, blank=False, strip=None, allowRegexes=None, blockRegexes=None, min=None, max=None, lessThan=None, greaterThan=None, excMsg=None, ): # type: (str, bool, Union[None, str, bool], Union[None, Sequence[Union[Pattern, str]]], Union[None, Sequence[Union[Pat...
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from typing import Dict from typing import Any def send_sms(mobile: str, sms_code: str) -> Dict[str, Any]: """发送短信""" sdk: SmsSDK = SmsSDK( celery.app.config.get("SMS_ACCOUNT_ID"), celery.app.config.get("SMS_ACCOUNT_TOKEN"), celery.app.config.get("SMS_APP_ID") ) try: re...
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def from_dataframe(df, name='df', client=None): """ convenience function to construct an ibis table from a DataFrame EXPERIMENTAL API Parameters ---------- df : DataFrame name : str, default 'df' client : Client, default new PandasClient client dictionary will be mutated wi...
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import argparse def make_parser() -> argparse.ArgumentParser: """Make parser for CLI arguments.""" parser = argparse.ArgumentParser() parser.add_argument( "site_name", help="name of the site you want to get data for", ) parser.add_argument( "--no-expand-meta", action="store...
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import os def get_files_to_parse(relative_path): """Walks through given directory and returns all files with ending with an accepted file extension Arguments: relative_path {string} -- path to pull files from recursively Returns: List<String> -- list of filenames with fullpath ...
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import os async def stat_data(full_path: str, isFolder=False) -> dict: """ only call this on a validated full path """ file_stats = os.stat(full_path) filename = os.path.basename(full_path) return { 'name': filename, 'path': full_path, 'mtime': int(file_stats.st_mtime*1...
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import os def start_browser(cfg): """ Start browser with disabled "Save PDF" dialog Download files to data folder """ my_options = Options() if cfg.headless: my_options.headless = True my_options.add_argument('--window-size=1920,1200') my_profile = webdriver.FirefoxProfile(...
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def filter_list(prev_list, current_list, zeta): """ apply filter to the all elements of the list one by one """ filtered_list = [] for i, current_val in enumerate(current_list): prev_val = prev_list[i] filtered_list.append( moving_average_filter(current_val, prev_val...
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def has_prefix(sub_s): """ :param sub_s: (str) A substring that is constructed by neighboring letters on a 4x4 square grid :return: (bool) If there is any words with prefix stored in sub_s """ for word in dict_list: if word.startswith(sub_s): return True return False
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from sys import path def get_dir_size_recursive(directoryPath): """ Returns the size of a directory's contents (recursive) in bytes. :param directoryPath: string, path of directory to be analyzed :return: int, size of sum of files in directory in bytes """ # Collect directory size recursively ...
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import yaml def main(): """ """ try: # read parameters configuration file yaml with open(setupcfg.extraParam, "r") as stream: try: param = yaml.safe_load(stream) except yaml.YAMLError as exc: print(exc) # check parameters file ...
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def primary_key(field_type): """ * Returns the field to be treated as the "primary key" for this type * Primary key is determined as the first of: * - non-null ID field * - ID field * - first String field * - first field * * @param {object_type_definition} type *...
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def get_discussion_data_list_with_percentage(session: Session, doi, limit: int = 20, min_percentage: float = 1, dd_type="lang"): """ get discussion types with count an percentage from postgresql """ query = """ WITH result AS ( ...
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import collections import torch import time def validate(config, model, val_iterator, criterion, scheduler=None): """Runs one standard validation pass over the val_iterator. This function automatically measures timing for various operations such as host to device transfer and processing time for the batc...
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import os def fix_path(file_path): """fixes a path so project files can be located via a relative path""" script_path = os.path.dirname(__file__) return os.path.normpath(os.path.join(script_path, file_path))
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import json import subprocess import sys def cmd(cmd_name, source, args: list = [], version={}, params={}): """Wrap command interaction for easier use with python objects.""" in_json = json.dumps({ "source": source, "version": version, "params": params, }) command = ['/opt/res...
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def geq_indicate(var, indicator, var_max, thr): """Generates constraints that make indicator 1 iff var >= thr, else 0. Parameters ---------- var : str Variable on which thresholding is performed. indicator : str Identifier of the indicator variable. var_max : int An uppe...
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import re def parse_manpage_number(path): """ Parse number of man page group. """ # Create regular expression number_regex = re.compile(r".*/man(\d).*") # Get number of manpage group number = number_regex.search(path) only_number = "" if number is not None: number = nu...
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def sample_coordinates_from_coupling(c, row_points, column_points, num_samples=None, return_all = False, thr = 10**(-6)): """ Generates [x, y] samples from the coupling c. If return_all is True, returns [x,y] coordinates of every pair with coupling value >thr """ index_samples = sample_indices_fro...
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import ast def is_suppress_importerror(node: ast.With): """ Returns whether the given ``with`` block contains a :func:`contextlib.suppress(ImportError) <contextlib.suppress>` contextmanager. .. versionadded:: 0.5.0 (private) :param node: """ # noqa: D400 item: ast.withitem for item in node.items: if not...
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def random_flip_left_right(data): """ Randomly flip an image or batch of image left/right uniformly Args: data: tensor of shape (H, W, C) or (N, H, W, C) Returns: Randomly flipped data """ data_con, C, N = _concat_batch(data) data_con = tf.image.random_flip_left_right(data_con)...
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from sys import path import multiprocessing import shutil def run_cnfs(fets, args, sims): """ Trains a model for each provided configuration. """ # Assemble configurations. cnfs = [ {**vars(args), "features": fets_, "sims": sims, "sync": True, "out_dir": path.join(args.out_dir, subdir), ...
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import argparse def ParseArgs(argv): """Parses command line arguments.""" parser = argparse.ArgumentParser( description=__doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter) parser.add_argument( '-b', '--bundle-identifier', required=True, help='bundle identifier for the appli...
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import os def GetCurrentBaselinePath(): """Returns path of folder containing baseline file corresponding to the current test.""" currentTestPath = os.path.dirname(os.getenv('PYTEST_CURRENT_TEST').split(":")[0]) currentBaselinePath = baselinePath + "/" + currentTestPath + "/" return currentBaselinePath
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def get_all_lobbyists(official_id, cycle=None, api_key=None): """ https://www.opensecrets.org/api/?method=candContrib&cid=N00007360&cycle=2020&apikey=__apikey__ """ if cycle is None: cycle = 2020 # I don't actually know how the cycles work; I assume you can't just take the current year? #...
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def get_sale(this_line): """Convert the input into a dictionary, with keys matching the CSV column headers in the scrape_util module. """ sale = {} sale['consignor_name'] = this_line.pop(0) sale['consignor_city'] = this_line.pop(0).title() try: maybe_head = this_line[0].split() ...
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