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def _scalarize(value): """Scalarize a value. If VALUE is a list that consists of a single element, return that element. Otherwise return VALUE.""" if type(value) == list and len(value) == 1: return value[0] return value
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def MeansOpenInProject(status, config): """Return true if this status means that the issue is still open. Args: status: issue status string. E.g., 'New'. config: the config of the current project. Returns: Boolean True if the status means that the issue is open. """ status_lower = status.lower()...
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def choose_peers(relay, relay_count, worker_count, min_w2r, min_r2w): """ Given `relay`, the position of relay within the affinity set for a given service, the number of relays in that set (`relay_count`), the number of workers for the service (`worker_count`), the minimum number of connections requ...
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def str_as_bool(val): """ Interpret the string input as a boolean """ if val.lower() in ("false", "none", "no", "0"): return False return True
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def MakeCopyList(alist): """Make a copy of a list""" #newlist = the copied list newlist = [] for x in range(len(alist)): newlist.append(alist[x]) return newlist
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def merge_dicts(*dicts): """ Merge two dictionaries example: merge({1:'a', 2:'b'}, {1:'c'}) -> {1:['a','c'], 2:['c']} Parameters ---------- dicts Dictionaries to be merged """ temp = {} for dict_ in dicts: for key, value in dict_.items(): if key in temp.key...
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def mk_error(buf, errbnch, deltalines): """Make a formatted error message. """ lines = buf.split('\n') res = [errbnch.errstr] if errbnch.lineno != 0: # Define the range of lines to be shown startline = max(1, errbnch.lineno - deltalines) endline = min(errbnch.lineno + deltal...
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def get_attrs(): """Get default attrs for tan.""" default_attr_map = { "enable_auto_inline": False, } return default_attr_map
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import re def scraping_txt_file(filetxt): """This scrape the data inside text files using regular expression. """ datum = [] with open(filetxt, "r", encoding="latin1") as foo: for line in foo: # I think a genertator is imaginable here! pattern = re.compile( r"(?P<Date_...
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def _fit_unconstrained(inv, XTY): """Fit unconstrained""" return inv @ XTY
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def val_interpolate(x1, y1, x2, y2, x): """Perform linear interpolation for x between (x1,y1) and (x2,y2) """ d = [[x1, y1],[x2, y2]] output = d[0][1] + (x - d[0][0]) * ((d[1][1] - d[0][1])/(d[1][0] - d[0][0])) return(output)
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import subprocess def get_site_packages_path() -> list[str]: """Get site packages path by using user's python binary, this will allow virgil to check dependencies of user's environment when it's installed globally """ return [ subprocess.check_output(["python3", "-c", "import site;print(si...
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import glob import subprocess def check_for_migration(): """If migration files are found, delete them and return true""" half_bundle_pattern = '/tmp/nagiosbundle-*.tar' half_bundles = glob.glob(half_bundle_pattern) if half_bundles: for cur_file in half_bundles: subprocess.run(['rm'...
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def subtract(x, y): """ Returns the first vector minus the second. """ n = len(x) assert len(y) == n return map(lambda i: x[i]-y[i], range(0, n))
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def list_of_dicts_is_homogenous(dicts_list): """ Returns True if dictionary values are all the same Returns False if more than one value is different """ previous_item = dicts_list[0] for item in dicts_list: if previous_item != item: return False return True
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import json def json_g_check(folder_loc): """ Checking if a thread is group chat""" with open(folder_loc + "/message_1.json", "r", encoding='utf-8') as file: raw_data = json.load(file) if raw_data["thread_type"] == "Regular": return False elif raw_data["thread_type"] == "R...
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import re def remove_non_ascii(text): """ Remove non ascii characters in the text Parameters ---------- text : str Returns ------- text: str """ return re.sub(r'[^\x00-\x7F]', ' ', text)
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def check_build_vocab(func): """A decorator to make sure the indexing is built before used. """ def _wrapper(self, *args, **kwargs): if self.word2idx is None or self.rebuild is True: self.build_vocab() return func(self, *args, **kwargs) return _wrapper
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def lens(lists): """Returns the sizes of lists in a list.""" return list(map(len, lists))
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import pickle def load_transform(file): """ Load a transform object """ with open(file, 'rb') as input_file: transform = pickle.load(input_file) return transform
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import os import argparse def file_exists(file_name): """return the real path to the file if it exists, otherwise raise an argparse ArgumentTypeError """ if os.path.isfile(file_name): return os.path.realpath(file_name) else: raise argparse.ArgumentTypeError( "{file_name...
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def report_file_path(report_path, report_label, report_extension): """ Function to create a path for report files. Parameters: report_path (path): Report file path report_label (str): Report file label report_extension (str): Report file extension. e.g. txt, csv Return: r...
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from datetime import datetime def get_test_case_name(): """Generate unique name for unit test case.""" # If not unique enough, replace with an uuid test_case_name = 'test ' + datetime.now().strftime("%Y-%m-%d %H:%M:%S.%f") return test_case_name
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def random_walk_step(r, p0, W, pt): """ r = probability of restart p0 = initial probability vector W = column-normalized adjacency matrix pt = probability vector at time step t pt = probability vector at time step t + 1 """ #print 'r', r #print 'W', W #print 'pt', pt #print '...
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import math def distance_nautical_miles(ll1,ll2): """ Given two (lat,lon) points ll1 and ll2, returns the distance between them in nautical miles. """ lat1,lon1=ll1 lat2,lon2=ll2 rad = math.pi / 180.0 yDistance = (lat2 - lat1) #* nauticalMilePerLat xDistance = (math.cos(lat1 * rad) + math.cos(l...
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def slow_swap(A, B): """ This is a N(O^2) solution """ n = len(A) sumA = sum(A) sumB = sum(B) for i in range(n): for j in range(n): change = B[j] - A[i] sumA += change sumB -= change if sumA == sumB: return True, A[i],...
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from typing import Any def attribute_condition(filter: Any) -> str: """ Convert filters into a SQL syntax. :filter (str) Array of filters Return a SQL string """ if filter['value'] == '': return f"(attributes -> {filter['key']} IS NULL OR attributes ->>\ {filter['key']} =...
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import torch def _optimal_step_size(last_step, error_ratio, safety, ifactor, dfactor, order): """Calculate the optimal size for the next step.""" if error_ratio == 0: return last_step * ifactor if error_ratio < 1: dfactor = torch.ones((), dtype=last_step.dtype, device=last_step.device) ...
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import math def distXY(f_dx, f_dy): """ DOCUMENT ME! """ # return return math.sqrt(pow(f_dx, 2) + pow(f_dy, 2))
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def pairwise_diff(X, Y): """Compute pairwise difference of rows of X and Y. Returns tensor of shape len(X) x len(Y) x dim.""" return X.unsqueeze(1) - Y
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import sympy def grad(DN,x): """ This method defines a gradient Keyword arguments: DN -- The shape function derivatives x -- The variable to compute the gradient """ return sympy.simplify(DN.transpose()*x)
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import sys import argparse def parse_args(args=sys.argv[1:]): """ Parse command line arguments for Grole server running as static file server """ parser = argparse.ArgumentParser() parser.add_argument('-a', '--address', help='address to listen on, default localhost', ...
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import re def _tracwiki_list_separate_from_paragraph(text: str): """ During conversion from TracWiki to RST, ensure an empty line between each non-list-item and the list item following it, if any. """ lines = text.split('\n') newlines = [] was_list_item_or_blank = True for l in lines...
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from pathlib import Path import os def get_pw_filename(fname="logins"): """ Attempt to find the logins.csv file in this python file's directory, downloads, or desktop. Fetch the newest file created with 'logins' in the name. """ # directories to search this_dir = Path(__file__).parent downloads = Path...
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from textwrap import dedent def one_paragraph_ragged_left(): """A one paragraph text with a ragged left margin""" return dedent( """ Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer condimentum, orci at auctor venenatis, dolor orci congue felis, sit a...
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def kwargs_to_flags(valid_flags, arguments): """ Takes an iterable containing a list of valid flags and a flattened kwargs dict containing the flag values received by the function. The key for each dict entry should be the name of a valid flag for the command being run, with any hypn...
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import typing def check_status_of_pipelinerun( jeez: typing.Dict[str, typing.Dict]) -> typing.List[str]: """Check status of a pipelinerun using kubectl, we avoid the the Running ones since we run in finally, it will have a running ones""" task_runs = jeez['status']['taskRuns'] failed = [] ...
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import sys import os def _get_interop_filename(): """interopXX.cs is auto-generated as part of the build. For common windows platforms pre-generated files are included as most windows users won't have Clang installed, which is required to generate the file. """ interop_file = "interop%d%s%s.cs...
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def _is_sub_partition(sets, other_sets): """ Checks if all the sets in one list are subsets of one set in another list. Used by get_ranked_trajectory_partitions Parameters ---------- sets : list of python sets partition to check other_sets : list of python sets partition to ...
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def InvertDict( aDict ): """Return an inverse mapping for the given dictionary""" assert len( set( aDict.values() ) ) == len( aDict ) return dict( ( v, k ) for k, v in aDict.items() )
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def scoreClickAUC(num_clicks, num_impressions, predicted_ctr): """ Calculates the area under the ROC curve (AUC) for click rates Parameters ---------- num_clicks : a list containing the number of clicks num_impressions : a list containing the number of impressions predicted_ctr : a li...
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def next_move(file_names, decision): """ Takes in a filepath containing constestant names and decisions, and a final decision to make. Returns a message for the contestants whose decisions match the final decisions. Parameters: file_names: Path to file containing names and decisions. ...
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import re def multi_replace(target: str, replacements: dict[str, str]) -> str: """Given a string and a replacement map, it returns the replaced string. See https://gist.github.com/bgusach/a967e0587d6e01e889fd1d776c5f3729. Args: target: String to execute replacements on. replacements: Rep...
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from typing import Union from typing import List def _df_convert_list(data: Union[List[str], str, None]) -> Union[List[str], None]: """Converts str to List[str] and raises error""" if type(data) == list: return data elif data is None: return None elif type(data) == str: return ...
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def _resolve_name(name, package, level): """Resolve a relative module name to an absolute one.""" bits = package.rsplit('.', level - 1) if len(bits) < level: raise ValueError('attempted relative import beyond top-level package') base = bits[0] return '{}.{}'.format(base, name) if name else b...
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def _error(y_true, y_pred): """ Simple error """ return y_true - y_pred
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def lower(value): """ returns the lowercase copy of input string. :param str value: string to make lowercase. :rtype: str """ return value.lower()
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def frange(limit1, limit2 = None, increment = 1.): """ Range function that accepts floats (and integers). Usage: frange(-2, 2, 0.1) frange(10) frange(10, increment = 0.5) The returned value is a list. """ if limit2 is None: limit2, limit1 = limit1, 0. else: limit1 = float(limit1) result =...
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import string def letter_part(n): # takes quotient and index """ Function to calculate the lettered part for a given number of parts n Eg. letter_part(1) = 'a', letter_part(26) = 'z', letter_part(27) = 'az', letter_part(702) = zz this is the max Values for n > 702 return None :param n:number of ...
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def dataframe_first_value(df): """ dataframe第一个值 """ return df.iloc[[0], [0]].values[0][0]
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def insertion_sort(lst): """ A stable, in-place sorting algorithm that sorts the list in increasing order, one element at a time. :param lst: An unsorted list of sortable items (i.e. the items can be compared using the 'greater-than' operator [>]). :type lst: list :return: The list sorted ...
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from typing import List from typing import Dict def get_distribution(labels: List[str]) -> Dict[str, int]: """ Get the distribution of the labels. Prameters --------- labels : List[str] This list is non-unique. Returns ------- distribution : Dict[str, int] Maps (label...
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def apply_fixed_k3739(a39, pr, fixed_k3739): """ x=ca37/k39 y=ca37/ca39 T=s39dec_cor T=ca39+k39 T=ca37/y+ca37/x ca37=(T*x*y)/(x+y) """ x = fixed_k3739 y = 1 / pr.get('ca3937', 1) ca37 = (a39 * x * y) / (x + y) ca39 = pr.get('ca3937', 0) * ca37 ...
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def fc_forward(mat_x, mat_w, vec_b): """Forward pass of Fully-Connected layer. A good reference for this is: http://cs231n.github.io/linear-classify/#score Args: mat_x: NxD ndarray, N is number of features, D is length of feature vector mat_w: DxC ndarray, C is number of classes. vec_b: length C nda...
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def one_semitone_up(freq, amount=1): """ Returns the key, one semitone up :param freq: the frequency in hz :param amount: the amount of semitones up :return: the frequency one tone up in hz """ return freq * 2 ** (amount / 12)
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def lonlat_to_latlon(coords): """Tranforms a list of coordinates in lon, lat to a list of coordinates in lat, lon. Context: Leaflet had the brilliant idea of using the let/lon format instead of geojson standard lon/lat, hence why we need to often convert shapes from one system to another. """ if is...
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def version_add(version1, version2): """Add two tuples elementwise.""" version = [int(first) + int(second) for first, second in zip(version1.split("."), version2.split("."))] return "{}.{}.{}".format(*version)
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def play(game): """ play a game Parameters --- Agents: A list of agents to play the game. mode: Whether the deck is "infinite deck" or "finite deck", default "infinite deck". """ while True: # print("agent %s's turn:" % game.current_player) while True: # print(' try') action ...
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def srange(characters): """Construct a list with all characters in the string""" return [c for c in characters]
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import json def deserialize(recipe): """Deserialise JSON strings.""" recipe["tags"] = json.loads(recipe.get("tags", [])) recipe["newTags"] = json.loads(recipe.get("newTags", {})) return recipe
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import numpy def to_usec(timestamps): """Convert seconds to microseconds.""" return (1e6 * timestamps).astype(numpy.int64)
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def num_there(s): """helper function for main()""" return any(i.isdigit() for i in s)
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import toml def configfile(tmp_path, configuration): """Return path to a toml formated config file. This file contains values from the configuration fixture. """ base_path = tmp_path / "cfg" base_path.mkdir() cfg_file = base_path / "config.toml" cfg_file.write_text(toml.dumps(configuratio...
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from pathlib import Path import sys def get_system_license_path() -> Path: """Returns the default path to the Binary Ninja license.dat on the current platform :return: Path object to the license.dat file. :rtype: Path """ if sys.platform == "darwin": return Path.home() / 'Library' / 'Application Support' / 'B...
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import random def choose_random_data(map_data, all_locations, n_locations): """ Returns n randomly chosen unique locations.( n: n_locations) :param map_data: list of tuples as (film, location, coordinates) :param all_locations: integer, number of all films available for given year :param n_locati...
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def no_operator(func): """ Декоратор вызова оператора по ключу. Возвращает None, если искомый оператор не найден. :param func: Функция извлечения WTAS или WTADB. :return: """ def wrapper(*args, **kwargs): try: return func(*args, **kwargs) except KeyError: ...
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def equalise_end_dates(*args): """ function to cut end date of set of datetime dfs to be the earliest last date within the set of dataframes passed :param args: must all be dataframes with datetime indices with latest date at bottom :return: dataframes with equalised end-dates, wrapped in a list """...
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import struct def isNii(fname): """Determine if the file is a valid NIFTI file""" # Idea from https://brainder.org/2015/04/03/the-nifti-2-file-format # under section titled "NIFTI-1 or NIFTI-2?" niftiType = 0 # Encode "failure" as 0, and Nifti 1/2 as 1/2 with open(fname,'rb') as infile: ...
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def extract_used_columns_from_nba_response(nba_response, desired_column_headers): """ Keeps all columns specified in desired_column_headers and returns the processed list of rows. """ try: desired_column_indicies = [nba_response.headers.index( header) for header in desired_column...
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import json def fix_game_str(game_json): """Get the json string for a game""" return json.dumps(game_json)
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import pickle def load_pickle(filename): """ Load saved data from pickle file :param filename: pickle file name :return: data from pickle file """ with open(filename, "rb") as f: data = pickle.load(f) return data
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async def add_result(user: dict, form: dict) -> str: """Extract form data and update one result and corresponding start event.""" rank_identifier = f"form_rank_{form['rank']}" new_result = { "event_id": form["event_id"], "race": form["race"], "race_id": form["race_id"], rank_...
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def recvline(sock): """Sends an email behind a proxy. Receives a line.""" stop = 0 line = '' while True: i = sock.recv(1) if i.decode('UTF-8') == '\n': stop = 1 line += i.decode('UTF-8') if stop == 1: print('Stop reached.') break print('Receive...
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def tapcodeConvert(sentence: str, tap: str = " ", sep: str = ".", outputSep: str = " ") -> str: """ Convert TapCode to decimal values Args: Sentence (String): Tapcode to convert Tap (String): Tap string ("." by default) Sep (String): Separator ("...
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import string def output_ext_ascii(key: int, ext=None): """ given a key, returns a made up lange name from the ascii char list. [a,b,c,d,e,f, ...,z,A,B,..] if key ==1, ext = aa; if key ==3, ext = cc """ fnames_alpha = string.ascii_letters # fnames_alpha[0] = a fname = fnames_alpha[key ...
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import re def only_numbers(string): """Return a string w only the numbers from the given string""" return re.sub("\D", "", string)
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def omp_get_initial_device(): """ The omp_get_initial_device routine returns a device number that represents the host device. """ return 0
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from typing import Union def _get_address_from_instance_response(instance_response: dict) -> Union[str, None]: """ Extracts the instance's IP address (public if possible, private if not) from the boto3 response dict :param instance_response: Boto3 response dict :return: IP address of the instance (pub...
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def decode(b): """Decodes as UTF-8""" return b.decode('UTF-8')
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def return_all(columns): """ Check if all columns should be returned """ return columns is None
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import os def _full_live_path(cli_config, lineagename): """Returns the full default live path for a lineagename""" return os.path.join(cli_config.live_dir, lineagename)
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import ast def get_functions(_ast): """ Gets all function definitions immediately below an ast node @param _ast the ast node to search for functions in @return a tuple of function definition ast nodes """ return (node for node in _ast.body if isinstance(node, ast.FunctionDef))
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from typing import List def fibonacci_sequence(n) -> List[int]: """Generate n+1 terms of the fibonacci sequence""" fibo_sequence = [0, 1] a, b = fibo_sequence for i in range(2, n+1): a, b = b, a + b fibo_sequence += [b] return fibo_sequence
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import os def get_mode(): """ get the runtime mode """ # set the mode based on where this is running from if os.path.dirname(__file__).startswith("/usr"): return 'prod' else: return 'dev'
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import json def get_message_info(parsedData): """ :param parsedData: data after being parsed by the en parser :return: message info in json """ message_info = {} token_info = {} for i, token in enumerate(parsedData): token_info['original'] = str(token.orth) + " " + str(token.orth_)...
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def get_incoming_voice_sub_id(ad): """ Get incoming voice subscription id """ if hasattr(ad, "incoming_voice_sub_id"): return ad.incoming_voice_sub_id else: return ad.droid.subscriptionGetDefaultVoiceSubId()
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def help_builtin(): """help: View the doc of an object.""" # ex: help(help) return help.__class__.__name__
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import os import pathlib def get_build_dir(): """Return absolute path to the directory where pack files will be written""" return os.path.join(pathlib.Path(__file__).parent.absolute(), "build")
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from typing import Sequence from typing import Optional def _pick_remote_uri(uris: Sequence[str]) -> Optional[int]: """ Return the offset of the first uri with a remote path, if any. """ for i, uri in enumerate(uris): scheme, *_ = uri.split(":") if scheme in ("https", "http", "ftp", "s...
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def paged_search_computers(api, configuration, api_version, api_exception): """ Uses a search filter to create a paged list of computers :param api: The Deep Security API modules. :param configuration: Configuration object to pass to the api client. :param api_version: The version of the API to use. ...
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def bool_converter(value): """Simple string to bool converter (0 = False, 1 = True).""" return value == "1"
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def CheckChangeHasNoCR(input_api, output_api, source_file_filter=None): """Checks no '\r' (CR) character is in any source files.""" cr_files = [] for f in input_api.AffectedSourceFiles(source_file_filter): if '\r' in input_api.ReadFile(f, 'rb'): cr_files.append(f.LocalPath()) if cr_files: return [...
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import os import random def data_split(path, n=None, frac=0.80, n_rot=10, shuffle=True, seed=28): """ Train-test split the matrices data""" training_ids = [] validation_ids = [] data_ids = sorted( [x for x in os.listdir(path + "/density_matrices") if x.endswith(".npy")] ) data_ids_pla...
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import json def get_parent_table(version='alchemy2'): """Returns a parent table where each parent has its own dict entry consisting of al resulting children. Args: version (str, optional): 'joined', 'alchemy1', 'alchemy2', 'tinyalchemy' or 'tinypixels'. States what element and com...
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def rescale(feature, feature_space): """Rescales a feature back to their original range.""" rescaled_feature = (feature + 1.) / 2. rescaled_feature *= (feature_space.high - feature_space.low) rescaled_feature += feature_space.low return rescaled_feature
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from typing import List import re def get_list_schedule_raw_from_html(html: str) -> List: """Trích xuất và lấy ra list schedule thô từ html.""" schedules_raw = [] join_schedules = [] raw_sub_time = html.replace('\n','') strings = re.findall(r'>(.*?)<', raw_sub_time) for string in strings: ...
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from typing import List def simple_clean_cells(cells: List) -> List: """ Removes cells that lack a bounding box or have a volume equal to 0 Args: cells: List of spatial features Returns: List of spatial features """ return [cell for cell in cells if len(cell.get_...
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def get_noaa_url(start, end, station): """ Formats url with params for tides request from NOAA. Args: start (int or str): YYYYMMDD start date. end (int or str): YYYYMMDD end date (max 30 days from start). station (int or str): NOAA station ID. Returns: URL for NOAA tides ca...
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def var_name(var): """ Return the name of a variable """ for name,value in globals().items() : if value is var : return name return None
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import torch def is_loss(module): """Return whether `module` is a `torch` loss function. Args: module (torch.nn.Module): A PyTorch module. Returns: bool: Whether `module` is a loss function. """ return isinstance(module, torch.nn.modules.loss._Loss)
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