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def is_holiday(_date): """Является ли заданная дата выходным днём""" return _date.weekday() == 5 or _date.weekday() == 6
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def my_route_tester(ctx): """ return (true|fals) + arbitray nuber of paramteres that will be passed to handler""" if 'function/' in ctx.request.path: return True, 'value 1', 'val two' return False
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def divide(dataset, target_column): """ Divides the dataset in X and y. This function is called inside prepare_data function (see below) in order to prepare data. :param dataset: :param target_column: :return: X and y """ X = dataset.drop(columns=[target_column]) y = dataset[target_...
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def extract_post_story(div_id_story): """ Extracts the post text contents, strips line breaks and whitespaces. """ before_keyword = "SHARE /" post_story = div_id_story.get_text().strip().replace('\n', ' ').replace('\r', '') return post_story[:post_story.find(before_keyword)]
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def mean(x): """Return the mean of an array across the first dimension.""" return x.mean(axis=0)
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def check_i(i): """ simply skips the urls without a comic or that the comic isn't an image """ if i == 404: """ this one took me a while to figure out turns out he skipped 404 for 'obvious reasons' """ return False if i == 1350 or i == 1608 or i == 2198: print...
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def get_n4j_param_str(self, parameters): """Returns a string properly formatted for neo4j parameter-based searching Parameters ---------- parameters (dict of str -> int|str): parameter mappings to convert to string suitable for Cypher querying Returns ------- <unnamed> (str): forma...
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def cli(ctx, family_name="", nuke=False): """Adds an entry in the featureprop table in a chado database for each family a gene belongs to (for use in https://github.com/legumeinfo/lis_context_viewer/). Output: None """ return ctx.gi.phylogeny.gene_families(family_name=family_name, nuke=nuke)
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from typing import List from typing import Set def _extract_target_labels(targets_in_order: List[dict], target_name: str) -> Set[str]: """Collect a set of all the board names from the inherits field in each target in the hierarchy. Args: targets_in_order: list of targets in order of inheritance, star...
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def svm_predict(classifier, test_data): """ Predict the labels of the given test data with the given classifier pipeline. :param sklearn.pipeline.Pipeline classifier: The classifier pipeline with which the labels of the given test data should be predicted :param pandas.core.series.Series test_data:...
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def get_py3_string_type(h_node): """ Helper function to return the python string type for items in a list. Notes: Py3 string handling is a bit funky and doesn't play too nicely with HDF5. We needed to add metadata to say if the strings in a list started off as bytes, string, etc. This h...
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def PLR_analysis(PLR): """ Analysis PLR(Positive likelihood ratio) with interpretation table. :param PLR: positive likelihood ratio :type PLR : float :return: interpretation result as str """ try: if PLR == "None": return "None" if PLR < 1: return "N...
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def contfractbeta( a: float, b: float, x: float, ITMAX: int = 5000, EPS: float = 1.0e-7 ) -> float: """Continued fraction form of the incomplete Beta function. Code translated from: Numerical Recipes in C. Example kindly taken from blog: https://malishoaib.wordpress.com/2014/04/15/the-beautiful-be...
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def readMetadata(lines): """ Read metadata tags and values from a TNTP file, returning a dictionary whose keys are the tags (strings between the <> characters) and corresponding values. The last metadata line (reading <END OF METADATA>) is stored with a value giving the line number this tag was found in....
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def xyxy2xywh(bbox_xyxy): """Transform the bbox format from x1y1x2y2 to xywh. Args: bbox_xyxy (np.ndarray): Bounding boxes (with scores), shaped (n, 4) or (n, 5). (left, top, right, bottom, [score]) Returns: np.ndarray: Bounding boxes (with scores), shaped (n, 4) or (...
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def extracthypos(synset, limit=999): """Given a synset object, return a set with all synsets underneath it in the PWN structure (including the original).""" l = limit-1 result = [] result.append(synset) if synset.hyponyms() and l > 0: for each in synset.hyponyms(): x = extra...
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def decimal_to_percent(value, decimal_place=2): """ Format a decimal to percentage with two decimal :param value: the value to be formatted :param decimal_place default decimal place, default to 2 :return: a string in percentage format, 20.50% etc """ format_str = '{:.' + str(2) + '%}' r...
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def sec2hms(seconds): """ Convert seconds into a string with hours, minutes and seconds. Parameters: * seconds : float Time in seconds Returns: * time : str String in the format ``'%dh %dm %2.5fs'`` Example:: >>> print sec2hms(62.2) 0h 1m 2.20000s ...
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import random import string def create_secret_key(): """ Creates a random string of letters and numbers """ return ''.join(random.choice(string.ascii_letters + string.digits) for i in range(30))
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def get_HTML(file): """ Retrieves the source code from a specified saved html file args: file: The Specified html to retrieve the source code from """ f = open(file, 'r') lines = f.readlines() f.close() return "".join(lines)
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import fsspec def map_tgt(tgt, connection_string): """Uses fsspec to creating mapped object from target connection string""" tgt_map = fsspec.get_mapper(tgt, connection_string=connection_string) return tgt_map
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import torch def compute_brier_score(y_pred, y_true): """Brier score implementation follows https://papers.nips.cc/paper/7219-simple-and-scalable-predictive-uncertainty-estimation-using-deep-ensembles.pdf. The lower the Brier score is for a set of predictions, the better the predictions are calibrated.""...
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def ring_idxs(gra_rings): """ Get idxs for rings """ _ring_idxs = tuple() for ring in gra_rings: idxs = tuple(ring[0].keys()) if idxs: _ring_idxs += (idxs,) return _ring_idxs
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def total_passed(parsed_list, passing_grade): """ This function finds the total number of individuals that scored over or equal to the passing grade. :param parsed_list: the parsed list of the grades :return: the total number of people graded """ passing_grades_list = ( [item for it...
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def unpad(s: str) -> str: """Unpad string. :param s: string to be unpadded :type s: str :return: unpadded string :rtype: str """ return s[0: -ord(s[-1])]
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from typing import Sequence def waste(groups) -> Sequence[int]: """Calculate amount of unused registers in this grouping.""" return [sum(b - a for a, b in zip(g[:-1], g[1:])) for g in groups]
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def color_blend(a, b): """ Performs a Screen blend on RGB color tuples, a and b """ return (255 - (((255 - a[0]) * (255 - b[0])) >> 8), 255 - (((255 - a[1]) * (255 - b[1])) >> 8), 255 - (((255 - a[2]) * (255 - b[2])) >> 8))
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import socket def is_valid_ip(address): """ Summary: This function validates if provided string is a valid IP address. """ try: socket.inet_aton(address) return True except Exception: return False
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def get_creds_file_contents(): """ Reads the lines of the credential file. """ with open(f"./swito-google-creds.json", "r") as file: lines = file.readlines() return lines
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import colorsys def ncolors(levels): """Generate len(levels) colors with darker-to-lighter variants for each color Args: levels(list): List with one element per required color. Element indicates number of variants for that color Returns: List of lists with variants for ea...
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def nul() -> None: """ RIEN DU TOUT. :return: RIEN. :rtype: None """ return None
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import os import logging def makeRecord(self, name, level, filename, lineno, msg, args, excInfo, func=None, extra=None, sinfo=None): """ A factory method which can be overridden in subclasses to create specialized LogRecords. """ if extra is not None: filename, lineno = extra name ...
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def clean_xl_data(data): """ appscript returns empty cells as ''. So we replace those with None to be in line with pywin32 """ return [[None if c == '' else c for c in row] for row in data]
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def compileStatus(lOutput, iWarning, iCritical, sFilesystem): """ compiles OK/WARNING/CRITICAL/UNKNOWN status gets: lOutput : list of dicts for each Disk iWarning : warning threshold iCritical : critical threshold sFilesystem: filesystem which to compare iWarning and iCritical agains...
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import uuid def post_async_device_request(cloud, path, device_id, headers): """ Sends POST async request to device https://www.pelion.com/docs/device-management/current/service-api-references/device-management-connect.html#createAsyncRequest :param cloud: Cloud object :param path: Device resource ...
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import argparse def create_parser(description, prog=None, prefix=""): """ Configures a command-line parser with parameters for redis. :param description: the description that the parser outputs on the help screen :type description: str :param prog: the program name, when using entry_points, None ...
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def has_reverse_domain_perm(user_level, obj, ctnr, action): """ Permissions for reverse domains Ctnrs have reverse domains """ if not obj in ctnr.reverse_domains.all(): return False return { 'cyder_admin': True, 'ctnr_admin': True, 'user': True, 'guest': ...
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def map_nested(function, data_struct, dict_only=False): """Apply a function recursivelly to each element of a nested data struct.""" # Could add support for more exotic data_struct, like OrderedDict if isinstance(data_struct, dict): return { k: map_nested(function, v, dict_only) for k, v in data_stru...
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def get_entities_filter(search_entities): """Forms filter dictionary for search_entities Args: search_entities (string): entities in search text Returns: dict: ES filter query """ return { "nested": { "path": "data.entities", "filter":{ "bool":{ "should": [ { "terms":...
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import torch def try_gpu(): """If GPU is available, return torch.device as cuda:0; else return torch.device as cpu.""" if torch.cuda.is_available(): device = torch.device('cuda:0') else: device = torch.device('cpu') return device
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from typing import Dict def prepare_headers(token: str) -> Dict: """Prepare headers for client.""" if token: return {"Authorization": f"token {token}"} return {}
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def monkeypatch(name, new_value): """Replace name with new_value. :return: A callable which will restore the original value. """ location, attribute = name.rsplit('.', 1) # Import, swallowing all errors as any element of location may be # a class or some such thing. try: __import__(...
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import math def rect(r, theta): """ theta in degrees returns tuple; (float, float); (x,y) """ x = r * math.cos(math.radians(theta)) y = r * math.sin(math.radians(theta)) return x, y
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import os import glob def get_tensorrt_op_path(): """Get TensorRT plugins library path.""" wildcard = os.path.join( os.path.abspath(os.path.dirname(os.path.dirname(__file__))), '_ext_trt.*.so') paths = glob.glob(wildcard) lib_path = paths[0] if len(paths) > 0 else '' return lib_pa...
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def task_update() -> dict: """Update existing message catalogs from a *.pot file.""" return { "actions": [ "pybabel update -D shooter -i shooter/po/shooter.pot -d shooter/locale -l en", "pybabel update -D shooter -i shooter/po/shooter.pot -d shooter/locale -l ru", ], ...
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import sys def get_argv_opt(shortname=None, longname=None, is_bool=False): """ Simple and naive helper to get option from command line. Returns None on any error. """ assert shortname or longname if shortname: assert shortname.startswith('-') try: x = sys.argv.index...
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def _bootstrap_class(obj, severe, warn): """ gets a bootstrap class for an object comparing to thresholds. assumes bigger is worse and default is good. """ if obj > severe: return "label label-important" elif obj > warn: return "label label-warning" else: return "labe...
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import pytz def datetime_to_string_stix(dttm): """Given a datetime instance, produce the string representation with millisecond precision""" # 1. Convert to timezone-aware # 2. Convert to UTC # 3. Format in ISO format with millisecond precision, # except for objects defined with higher p...
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from typing import Sequence from typing import Mapping def deepmap(f, m): """Apply functions to the leaves of a dictionary or list, depending type of the leaf value. Example: deepmap({torch.Tensor: lambda t: t.detach()}, x).""" for cls in f: if isinstance(m, cls): return f[cls](m) ...
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def _json_force_object(v): """Force a non-dictionary object to be a JSON dict object""" if not isinstance(v, dict): v = {'payload': v} return v
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def get_threecommas_blacklist(logger, api): """Get the pair blacklist from 3Commas.""" newblacklist = list() error, data = api.request( entity="bots", action="pairs_black_list", ) if data: logger.info( "Fetched 3Commas pairs blacklist OK (%s pairs)" % len(data["p...
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import os def get_path_for(view): """ Returns the path of the current file in view. Returns / if no path is found """ if view.file_name(): return os.path.dirname(view.file_name()) if view.window().project_file_name(): return os.path.dirname(view.window().project_file_name()) ...
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def out_degree_centrality(G): """Compute the out-degree centrality for nodes. The out-degree centrality for a node v is the fraction of nodes its outgoing edges are connected to. Parameters ---------- G : graph A NetworkX graph Returns ------- nodes : dictionary Di...
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import torch def get_proj_layer(fairseq_pretrained_model_path): """ Get projection layer's weights and biases of wav2vec 2.0 pre-trained model """ w2v = torch.load(fairseq_pretrained_model_path) return w2v["model"]["w2v_encoder.proj.weight"], w2v["model"]["w2v_encoder.proj.bias"]
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def erbs2hz(erbs): """ Convert values in Equivalent rectangle bandwidth (ERBs) to values in Hertz (Hz) Parameters from [1] Args: erbs (float): real number in ERBs Returns: hz (float): real number in Hertz References: [1] Camacho, A., & Harris, J. G. (2008). A sawt...
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import os def is_exists_and_locked(filepath): """Checks if a file is locked by opening it in append mode. If no exception thrown, then the file is not locked. """ if not os.path.exists(filepath): return False file_object = None try: file_object = open(filepath, 'a') if...
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import unittest def get_test_suite(): """ Prepare a test-suite callable with: python setup.py test """ test_loader = unittest.TestLoader() test_suite = test_loader.discover('tests', pattern='test_*.py') return test_suite
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def split_df_by_regions(df): """ Split the dataframe based on TotalUS, regions and sub-regions """ df_US = df[df.region == 'TotalUS'] regions = ['West', 'Midsouth', 'Northeast', 'SouthCentral', 'Southeast'] df_regions = df[df.region.apply(lambda x: x in regions and x != 'TotalUS')] df_subreg...
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def ends_with_hashtag(text): """ Determines whether the text ends with a hashtag :param text: The text to analyze :return: 0 - 1 if there is not or is a hastag as the last word """ return int(text.split(' ')[-1][0] == '#')
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def x(P): """ Return :class:`P.x` or :class:`P[0]`. Args: P (:class:`list`): ``secp256k1`` point Returns: :class:`int`: x """ return P[0]
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def is_week_day(the_date): """ Decides if the given date is a weekday. Args: the_date: Date object. The date to decide. Returns: Boolean. Whether the given date is a weekday. """ return the_date.isoweekday() in [1, 2, 3, 4, 5]
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def path_in_book(path): """ A filter function that checks if a given path is part of the book. """ if ".ipynb_checkpoints" in str(path): return False if "README.md" in str(path): return False return True
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def entra_com_valor(val=0, msg='Digite um valor: '): """val => Valor avaliar msg => mensagem exibir""" val = None while val == None: try: val = int(input(msg)) except: print(' - Não entendi') pass else: return val
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def remove_dash(text): """ Variable name can't have - in javascript """ text = str(text) return text.replace('-', '')
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def soil_heat_flux_by_nightday_period(rn, isday=True): """ :param rn: Net radiation at crop surface :param isday: variable to say if is day period or night period :return: Shorten period heat flux [MJ m-2 15min] """ if isday: soil_heat_flux = 0.1 * rn else: soil_heat_flux = ...
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from typing import List import posixpath def format_path(base: str, components: List[str]) -> str: """ Formats a base and http components with the HTTP protocol and the expected port. """ url = "http://{}:8000/".format(base) for component in components: url = posixpath.join(url, component...
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def FV(pv:float, r:float, n:float, m = 1): """ FV(): A function to calculate Future Value. :param pv: Present Value :type pv: float :param r: Rate of Interest/Discount Rate (in decimals eg: 0.05 for 5%) :type r: float :param n: Number of Years :type n: float :param m: Frequency of Interest Calculatio...
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import os def path_modification_time(path: str, allow_nonexistent: bool = False) -> float: """Return the modification time of a path (file or directory). If allow_nonexistent is True and the path does not exist, we return 0.0 to guarantee that any file/dir later created at the path has a later modifi...
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def __equivalent_lists(list1, list2): """Return True if list1 and list2 contain the same items.""" if len(list1) != len(list2): return False for item in list1: if item not in list2: return False for item in list2: if item not in list1: return False ...
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from typing import List import math def check_root(string: str) -> str: """ A function which takes numbers separated by commas in string format and returns the number which is a perfect square and the square root of that number. If string contains other characters than number or it has more o...
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def get_dictvalue_from_xpath(full_dict, path_string): """ get a value in a dict given a path's string """ key_value = full_dict for i in path_string.split('/')[1:] : key_value = key_value[i] return key_value
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def is_camel_case(st: str) -> bool: """Takes a string and returns True if the string is camel case or similar""" return st != st.lower() and st != st.upper() and "_" not in st
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import re def extract_nterm_mods(seq): """ Extract nterminal mods, e.g. acA. Args: seq: str, peptide sequence Returns: ar-like, list of modifications """ # matches all nterminal mods, e.g. glD or acA nterm_pattern = re.compile(r'^([a-z]+)([A-Z])') mods = [] # test...
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def cubic_bezier(p0, p1, p2, p3, t): """ evaluate cubic bezier curve from p0 to p3 at fraction t for control points p1 and p2 """ return p0 * (1 - t)**3 + 3 * p1 * t*(1 - t)**2 + 3 * p2 * t**2*(1 - t) + p3 * t**3
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import requests import json def connect_to_api(_id: str): """ Connect to Call of Duty API. :param _id: A matchID str. :type _id: str :return: A Json of lobby data related to specified matchID. :rtype: Json :example: *None* :note: Connect to Cod API to receive lobby information. ...
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import os import json def get_worker(name, logger): """ Returns information dictionary about a worker given its name. """ path = os.path.join("workers", name, "worker.json") if os.path.exists(name): path = name dirpath = os.path.dirname(path) if not os.path.exists(path): ...
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def get_variable_shape(innersize, ngbs, nh): """ innersize sets the interior domain size innersize = [nz, ny, nx] ngbs is the neighbours dictionary return: size = the extended domain size (with halo) domainindices = (k0, k1, j0, j1, i0, i1), the list of start and last...
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def filter_results(results, filters, exact_match) -> list[dict]: """ Returns a list of results that match the given filter criteria. When exact_match = true, we only include results that exactly match the filters (ie. the filters are an exact subset of the result). When exact-match = false, we ...
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def display_reversed_string(): """ 087 Ask the user to type in a word and then display it backwards on separate lines. For instance, if they type in “Hello” it should display as shown below: """ word = input("Enter a word: ")[::-1] # Reverse the string for char in word: print(char) ...
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def pack(fmt, *args): # known case of _struct.pack """ Return string containing values v1, v2, ... packed according to fmt. """ return ""
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from typing import Optional import os def _default_token() -> Optional[str]: """Handle the token provided as env variable.""" return os.environ.get('HASS_TOKEN', os.environ.get('HASSIO_TOKEN', None))
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def dict_chainget(obj, *chain): """ Get the value from dictionary 'obj' one-by one in chain """ if not chain: return obj if not isinstance(obj, dict): return None if chain[0] not in obj: return None return dict_chainget(obj[chain[0]], *chain[1:])
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def fact(n): """Finding factorial iteratively""" if n == 1 or n == 0: return 1 result = 1 for i in range(n, 1, -1): result = result * i return result
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def SignDotNetManifest(env, target, unsigned_manifest): """Signs a .NET manifest. Args: env: The environment. target: Name of signed manifest. unsigned_manifest: Unsigned manifest. Returns: Output node list from env.Command(). """ sign_manifest_cmd = ('@mage -Sign $SOURCE -ToFile $TARGET -Ti...
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import argparse def argsparsefraction(txt): """ Validate the txt argument as value between 0.0 and 1.0. :param txt: argument is a float string between 0.0 and 1.0. :return: float """ msg = "Value shoud be a float between 0.0 and 1.0" try: value = float(txt) if value < 0 o...
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def calc_gene_lens(coords, prefix=False): """Calculate gene lengths by start and end coordinates. Parameters ---------- coords : dict Gene coordinates table. prefix : bool Prefix gene IDs with nucleotide IDs. Returns ------- dict of dict Mapping of genes to leng...
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def enc_gql(gql, *args): """from multiline to an interpolated line""" joint_line = " ".join(map(lambda el: el.strip(), gql.splitlines())) tupled_args = tuple(args) enc_line = joint_line if tupled_args: enc_line = joint_line % tupled_args return enc_line
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def klucb(x, d, kl, upperbound, lowerbound=float('-inf'), precision=1e-6, max_iterations=50): """ The generic KL-UCB index computation. - x: value of the cum reward, - d: upper bound on the divergence, - kl: the KL divergence to be used (:func:`klBern`, :func:`klGauss`, etc), - upperbound, lowerbou...
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import os def get_config_home(): """Returns the base directory for isrcsubmit's configuration files.""" if os.name == "nt": default_location = os.environ.get("APPDATA") else: default_location = os.path.expanduser("~/.config") xdg_config_home = os.environ.get("XDG_CONFIG_HOME", defaul...
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import torch def int_to_one_hot(class_labels, nb_classes, device, soft_target=1.): """ Convert tensor containing a batch of class indexes (int) to a tensor containing one hot vectors.""" one_hot_tensor = torch.zeros((class_labels.shape[0], nb_classes), device=device) f...
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import itertools def pairwise(iterable): """s -> (s0,s1), (s1,s2), (s2, s3), ...""" a, b = itertools.tee(iterable) next(b, None) return zip(a, b)
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def read_file(path: str) -> str: # pragma: nocover """ This function simply reads contents of the file. It's moved out to a function purely to simplify testing process. Args: path: File to read. Returns: content(str): Content of given file. """ return open(path).read()
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def my_repr(line): """ Given a latin1 line, output valid C++ string. if the character is < 0x20 or > 0x7e, output in hex format. if the character is ', " or ?, output \', \", or \?. """ r = "" for c in line: o = ord(c) if ((o< 0x20) or (o > 0x7e)): r += "\\x{0:02x}"...
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def text_to_list(element, delimiter='|'): """ Receives a text and a delimiter Return a list of elements by the delimiter """ return element.split(delimiter)
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def living_expenses(after_tax_income): """ Returns the yearly living expenses, which is 5% of the after tax income. :param after_tax_income: The yearly income after income tax. :return: The living expenses. """ return after_tax_income * 0.05
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def register_tokens(): """Should fixture generated tokens be registered with raiden (default: True) """ return True
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def comma_separated(xs): """Convert each value in the sequence xs to a string, and separate them with commas. >>> comma_separated(['spam', 5, False]) 'spam, 5, False' >>> comma_separated([5]) '5' >>> comma_separated([]) '' """ return ', '.join([str(x) for x in xs])
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def dummy_category(create_category): """Create a mocked dummy category.""" return create_category(title='dummy')
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def is_list_like(arg): """Returns True if object is list-like, False otherwise""" return (hasattr(arg, '__iter__') and not isinstance(arg, str))
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import time def calc_future(time_future, kwdargs): """ Work out the rollover time based on the specified time. """ # Get future time (yr, mo, day, hr, min, sec, wday, yday, isdst) = time.localtime( time_future) # override select values d = { 'yr': yr, 'mo': mo, 'day': day, 'hr': h...
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