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import itertools def drop(n, seq): """ The sequence following the first n elements >>> list(drop(2, [10, 20, 30, 40, 50])) [30, 40, 50] See Also: take tail """ return itertools.islice(seq, n, None)
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def zodiac_compatibility(user_sign, friend_sign): """ Using comparison operators and conditionals, returns a given compatibility message. Parameters ---------- user_sign : str The user's zodiac sign as determined by their birthday input. friend_sign : str ...
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from typing import List from typing import Callable def delete(route: str, additional_methods: List[str]=[]) -> Callable: """ States that a function will be executed when a DELETE request is sent to the server. """ return lambda func: (route, 'DELETE', func, additional_methods)
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def get_category_from_topchart_url(url: str) -> str: """Return the category from an url. Throws an error if the url isn't recognized. """ category = url.split("/")[3] # check category if category not in [ "films", "series", "jeuxvideo", "livres", "bd", ...
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def is_output_node(node): """ Determine whether a RedBaron node may be expected to generate output. Parameters ---------- node : <Node> a RedBaron Node. Returns ------- bool True if node may be expected to generate output, otherwise False. """ if node.type == 'p...
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def rk4_backward(f, x, h, **kwargs): """Implements a backwards classic Runge-Kutta integration RK4. Parameters ---------- f : callable function to reverse integrate, must take x as the first argument and arbitrary kwargs after x : numpy array, or float state needed by functi...
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def car_blueprint_filter(blueprint_library): """ Exclude the uncommon vehicles from the default CARLA blueprint library (i.e., isetta, carlacola, cybertruck, t2). Parameters ---------- blueprint_library : carla.blueprint_library The blueprint library that contains all models. Retur...
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def multiply_vector(vector: list, number: float) -> list: """Multiply a vector.""" multiplied_vector = [value * number for value in vector] return multiplied_vector
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def _format_deps(deps_list): """Maps a list of dependencies into a single string.""" stripped_deps = [l.strip() for l in sorted(deps_list)] indented_quoted_deps = [' "{}",'.format(l) for l in stripped_deps] return '\n'.join(indented_quoted_deps)
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def identity(x): """A function that does nothing (the default parse action)""" return x
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def is_letter_guessed_correctly(player_input, secret_word): """ check whether the (guessed_letter/ player_input) is in the secret_word Arguments: player_input (string): the player_input secret_word (string): the secret, random word that the player should guess Returns: boolean: True if the player_in...
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def RCI_calc(mutual_information, reference_entropy): """ Calculate RCI (Relative classifier information). :param mutual_information: mutual information :type mutual_information : float :param reference_entropy: reference entropy :type reference_entropy : float :return: RCI as float """...
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def solve_optimisation_investment(model): """ Parameters ---------- model : oemof.solph.Model The oemof model, which is optimized. Returns ------- dict : Results of optimisation. Contains: - 'oemof' : Complete "oemof" results of the energy system optimisation (.results['mai...
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def d_file_query(query_utils): """ Retrieve D1 or D2 data. Args: query_utils: object containing: file_utils: fileD1 or fileD2 utils sess: database session agency_code: FREC or CGAC code for generation start: beginning of period for...
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def rgb2hex(rgb) -> str: """Convert an RGB sequence to a hexadecimal color. The values of the sequence need to be in ``range(256)``. >>> rgb2hex([0, 255, 255]) '#00ffff' """ return '#%02x%02x%02x' % tuple(rgb)
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def time_diff(end, start): """Take two times formatted HHMM and return end-start, in hours.""" end = 60 * int(end[:2]) + int(end[2:]) start = 60 * int(start[:2]) + int(start[2:]) return float(end-start) / 60
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def filter_bad_ra_dec(table_data): """Remove targets with bad RA and/or Dec values from the input table. Use the column masks to find which entries have bad RA or Dec values. These will be excluded from the Mirage catalog. Parameters ---------- table_data : astropy.table.Table Input tab...
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def get_parent_key(key): """ Gets the key of the parent object. Assumes keys are formatted like param1__param2__param__3__... Parameters ---------- key: str The key whose parent we want. Output ------ parent_key: str The parent key """ return '__'.join(key....
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def is_remote(url): """Checks whether the specified value is a remote url. """ prefixes = ["http", "file", "git"] for prefix in prefixes: if url.startswith(prefix): return True return False
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from bs4 import BeautifulSoup def title_card_factory(title: str, sub_title: str, image_link: str = ""): """ For creating title card HTML. Args: title (str): Title on the title card. sub_title (str): The subtitle below the title card. image_link (str, optional): The image on the ti...
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import math def G(x, sigma): """ Calculates a gaussian kernel""" return ((1 / (2 * math.pi * pow(sigma, 2))) * math.exp(-(pow(x, 2) / (2 * pow(sigma, 2)))))
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from typing import AbstractSet import pathlib def get_available_gpus() -> AbstractSet[int]: """Return available gpu index numbers. Returns: AbstractSet[int]: index numbers of available GPUs """ try: p = pathlib.Path("/proc/driver/nvidia/gpus") gpu_count = len(list(p.iterdir()...
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def flip_bbox(bbox, size, y_flip=False, x_flip=False): """Flip bounding boxes accordingly. The bounding boxes are expected to be packed into a two dimensional tensor of shape :math:`(R, 4)`, where :math:`R` is the number of bounding boxes in the image. The second axis represents attributes of the bo...
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def pointToGridIndex(x, y, z, sx=1.0, sy=1.0, sz=1.0, ox=0.0, oy=0.0, oz=0.0): """ Convert real point coordinates to index grid: :param x, y, z: (float) coordinates of a point :param nx, ny, nz: (int) number of grid cells in each direction :param sx, sy, sz: (float) cell size in each directio...
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def round_robin( num_tasks, num_resources, verbose=False): """Round-Robin scheduling algorithm. Parameters ---------- num_tasks : int Number of tasks num_resources : int Number of resources verbose : bool [default=False] True if messages should be...
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def normalize_prisma_url(url: str) -> str | None: """ Correct common Prisma Cloud API URL misconfigurations """ if not url: return None return url.lower().replace('//app', '//api').replace('http:', 'https:').rstrip('/')
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import six def find_dict(iterable, **rules): """Search for dict in iterable of dicts using specified key-value rules.""" for item in iterable: # assert all key-value pairs from rules dict ok = True for k, v in six.iteritems(rules): ok = ok and k in item and item[k] == v ...
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def _get_field_by_name(model, field): """ Retrieve a field instance from a model by its name. """ field_dict = {x.name: x for x in model._meta.get_fields()} # noqa return field_dict[field]
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import math def get_distance(i, j): """ Calculates the number of rounds before two songs would meet in a match. If the songs would meet in the first round, returns 0. To determine a more human-readable (1-indexed) round number for when two songs would meet (or, the maximum number of rounds), call...
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def count_trees_in_path(matrix, start, slope): """Given a slice of a larger repeating matrix, and a slope for a path through the matrix, count the number of trees in the path. :param matrix: 2D array representing slice of larger matrix :param start: tuple of starting position :param slope: tuple of run/rise (rig...
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def scatter2D(ax,x,y,colorList,ec='black'): """ This function is to be called by makeScatter2D, creates a 2D scatter plot on a given axis with colors determined by the given colorHandler or an optional override :Arguments: :type ax: matplotlib Axis2D :param ax: Axis on which scatter...
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def _get_urls(driver): """Returns the list of URLs in tabs.""" urls = [] for w in driver.window_handles: driver.switch_to.window(w) urls.append(driver.current_url) list.sort(urls) return urls
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def get_micro_secs(real_str: str) -> int: """ If there is a decimal point returns fractional part as an integer in units based on 10 to minus 6 ie if dealing with time; real_str is in seconds and any factional part is returned as an integer representing microseconds. Zero returned if no factional part ...
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def idx_to_string(val): """Convert index to base pair """ idx_to_string = {0: "A", 1: "C", 2: "G", 3: "T"} return idx_to_string[val]
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import re def is_username_valid(username): """ Check if a username is valid. :param username: The username to validate. :return: True if the username is valid; False otherwise. """ valid_username_regex = re.compile('^[a-zA-Z0-9\-_]+$') return bool(re.match(valid_username_regex, username))
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def batch_all(dataset, batch_size): """Batches all splits in a dataset into batches of size `batch_size`.""" return { key: dataset[key].batch(batch_size) for key in dataset.keys() }
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def translate(rna_sequence): """ Compute the protein that will be produced by the given RNA sequence. Parameters ---------- rna_sequence : string The RNA strand we are evaluating. Returns ------- protein : string The resulting protein from evaluating the codons in the R...
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from typing import Callable def build_schedule(lr: float, final_lr: float, n_epochs: int) -> Callable: """ Builds the schedule of which the learning rate decreases. The schedule makes the learning rate decrease linearly. :param lr: initial learning rate. :param final_lr: final learning rate. ...
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import json def LoadNotebook(filename): """Read a IPython notebook (.ipynb). Reads the file and parses it as JSON. Args: filename: The path to the .ipynb file. Returns: A parsed JSON object (dictionary). """ with open(filename) as f: return json.load(f)
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def df_drop_duplicated_index(df): """Drop all duplicated indices in a dataframe or series""" df2 = df.copy() return df2[~df2.index.duplicated(keep='first')]
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def meanSubNormalize(cyDf, cyVars=None, compCommVars=None, meanVar=None): """Normalize cytokine columns by the log-mean for each patient, within each compartment. The point is that if cytokine concentrations are generally high for one sample or another, this might dominate the covariation of cytokines acros...
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def select(iterable, conditional): """ Looks through each value in the list, returning an array of all the values that pass a truth test (conditional). params: conditional, iterable iterable -> list, sequenece, set, dictionary, generator etc conditional -> a lambda or function that takes ...
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def pad(names): """ Make all strings in list *names* the same size for f2py's benefit. """ return [ "%-16s"%v for v in names ]
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from typing import Tuple def hflip_bboxes_helper(bbox: Tuple, **kwargs) -> Tuple: """ When the src image is horizontally flipped, the bounding box also gets horizontally flipped """ left_factor, upper_factor, right_factor, lower_factor = bbox return (1 - right_factor, upper_factor, 1 - left_fa...
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def is_supported_english_translation(translation): """ A helper function to determine if the provided string is a supported English translation. :param translation: Translation code :type translation: str :return: True = the translation is not supported, False = the translation is supported :rt...
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def load_haiku(filename): """Open and return training corpus of haiku as a set.""" with open(filename) as in_file: haiku = set(in_file.read().replace('-', ' ').split()) return haiku
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def isType(val, types): """ Check if val is of a type in types. """ for a_type in types: if isinstance(val, a_type): return True return False
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def int_to_rgb(rgb_int): """ Given an integer, converts to to RGB value. Any integer outside the range of (0, 16777215) will raise an invalid >>> int_to_rgb(-1) Traceback (most recent call last): ... ValueError: Integer must be in range [0, 16777215], got -1. >>> int_to_rgb(0) (0, 0,...
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import configparser from typing import Dict from typing import Any def ConfigParser_to_Dict(config: configparser.ConfigParser) -> Dict: """ Convert ConfigParser object to dictionary. The resulting dictionary has sections as keys which point to a dict of the section options as key => value pairs. I...
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def timestamp(date_object): """Generate a trakt formatted timestamp from the given date object""" fmt = '%Y-%m-%d:T%H:%M:%S.000Z' return date_object.strftime(fmt)
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import re def is_sale(this_line): """Determine whether a given line describes a sale of cattle.""" has_price = re.search(r'[0-9]+', this_line) is_not_succinct = len(re.split(r'\s{3,}',this_line)) > 3 return bool(has_price and is_not_succinct)
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from typing import List from typing import Dict from typing import Any def total_zones(endpoints: List[Dict[str, Dict[str, Any]]]) -> int: """ Returns the true unique number of zones, taking into account that multiple endpoints can have the same zone name. - us-west-1 - us-west-1 == 2 zones ...
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def get(isamAppliance, kdb_id, cert_id, check_mode=False, force=False): """ Retrieving a personal certificate from a certificate database """ return isamAppliance.invoke_get("Retrieving a personal certificate from a certificate database", "/isam/ssl_certificates/{0}/p...
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from typing import Union from typing import Any def cast2lowercase(input: Union[list, tuple, str]) -> Any: """Cast input into lowercase. Example: >>> cast2lowercase('Hello World') 'hello world' >>> cast2lowercase(['Hello', 'World']) ['hello', 'world'] """ inputs = [] ...
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import random import string def get_random_string(n): """ Create random string with len `n` """ return ''.join(random.choices(string.ascii_letters + string.digits, k=n))
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def c_string_to_str(array) -> str: """ Cast C-string byte array to ``str``. """ return bytes(array).partition(b'\0')[0].decode('utf-8')
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import hashlib def etag_checksum(filename: str, chunk_size: int = 8 * 1024 ** 2) -> str: """\ Compute the `ETag` digest (which is not the `MD5` digest) of an object. :param filename: Path to file target file :param chunk_size: Chunk size to hash :return: `ETag` `hexdigest...
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def get_itim(tree, hart): """Get the ITIM associated with the hart""" itim_ref = hart.get_field("sifive,itim") if itim_ref: itim = tree.get_by_reference(itim_ref) return itim return None
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def get_sma(data, length): """ Returns the simple moving average over a period of LENGTH """ if len(data) < length: return "Not enough Data" subset = data[-length:] return sum(subset) / len(subset)
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def filter_timeseries_by_columns(data, columns): """ Filters features in multi-variate time series data input (data): 3D numpy array with time series format input (cols): array with columns (integer encoded) to be chosen return (data): 3D numpy array with no. of featues = len(columns) """ ...
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def get_n_bits(report): """Gets the number of bits that have each line from the input report. Args: report (list): Input report that contains a binary number for each line. Returns: int: How many bits have each binary number. """ return len(report[0])-1
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def is_int(string): """ Check if `string` can be converted into an int. Parameters ---------- string : str String to check. Returns ------- check : bool True if `string` can be converted. """ try: int(string) return True except ValueError: return False
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import re def eval_expr(expr: str) -> str: """ Compute and return the result of *expr*. >>> eval_expr("2 ^ 30") '1073741824' *expr* is sanitized and only a small range of characters are allowed: >>> eval_expr("cat /etc/passwd") # doctest: +ELLIPSIS Traceback (most recen...
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def get_var_val(key, ii, varDict): """Gets an input in the likes of ${var} and returns the corresponding var value from the dict Parameters ---------- key: string unparsed key of var ii: int current iteration idx varDict: dict variable dictionary Returns -------...
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import typing from typing import Any def repr_for_fp(fp: typing.IO[Any]) -> str: """ Helper to make a useful repr() for a file-like object. """ name = getattr(fp, "name", None) if name is not None: return repr(name) else: return repr(fp)
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import re def ignore_timestamp(text): """ Remove a time stamp from a string to ease comparison. This function removes timestamps generated using the following method:: time.strftime('%B %e, %Y at %H:%M') This makes it easy to compare two strings for equality without even though the embe...
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import math def _ceil_with_max(num, max_value): """ Ceil function that also takes a max value, to deal with possible rounding errors. Rounding errors in floats can cause out of index errors when we index into an array. """ return min(math.ceil(num), max_value)
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def _string_parser(strip_whitespace): """Returns a parser function for parsing string values""" def _parse_string_value(element_text, _state): if element_text is None: value = '' elif strip_whitespace: value = element_text.strip() else: value = element...
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from typing import Tuple import re def do_substitution(content: str, pattern_sub: list[Tuple[re.Pattern, str]]) -> str: """Do the substitution using pattern and sub.""" for pattern, sub in pattern_sub: content = pattern.sub(sub, content) return content
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def estimate_lm_score(sequence, ngrams): """ Compute the log score of a sequence according to given language model. :param sequence: list of token ids :param ngrams: list of dicts, as returned by `read_ngrams` :return: log probability of `sequence` P(w_3 | w_1, w_2) = log_prob(w_1 w_2 w_...
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def remap_range( val: float, old_min: float, old_max: float, new_min: float, new_max: float, ) -> float: """ Remaps a value from one range to another range. Args: val: A number form the old range to be rescaled. old_min: The inclusive 'lower' bound of the old range. ...
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def _read_statements(filename): """ reads sql statements from file, where statements are separated using a single newline :param filename: path to ascii file contaning sql statements :return: list of sql statements """ with open(filename, 'r') as f: lines = f.readlines() # on uni...
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def hashToBinary(hashValue): """Convert hashed value of type bytes32 into an array of binary digits in a string""" tmp = bin(int(hashValue, 16))[2:]; prefix = '0' * (256 - len(tmp)) return prefix + tmp;
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def trim(string): """Trim a multi-line string (the idea is taken from PEP 257).""" lines = string.splitlines() indent = 0 while lines[1][indent] == ' ': indent += 1 return lines[0] + '\n' + '\n'.join(line[indent:] for line in lines[1:])
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def insert_sil(phones): """ Insert silences. Parameters ---------- phones : list A list of phone sequence Returns ------- out : list A list of new labels. """ out = [] for i,(s,e,p) in enumerate(phones): if out: if out[-1][...
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def get_file_source(filename): # type: (str) -> str """Read the source of a file. This convenience function is present to match the interface of get_module_source. Args: filename (str): the path of the file to read Returns: str: the contents of the file """ with open(filen...
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def compute_log_zT(log_rho, log_seebeck, log_kappa, log_temperature): """Returns the log of the thermoelectric figure of merit.""" return 2 * log_seebeck + log_temperature - log_rho - log_kappa
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def ret_normalized_vec(vec, length): """Normalize a vector in L2 (Euclidean unit norm). Parameters ---------- vec : list of (int, number) Input vector in BoW format. length : float Length of vector Returns ------- list of (int, number) L2-normalized vector in Bo...
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def calculate_discrete_classifier_point(instances, threshold): """ From a list of instances, calculate the coordinates for a discrete classifier that uses the given threshold. """ TP = 0 # True positives FP = 0 # False positives P = 0 # Total positives N = 0 # Total negatives fo...
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def remote_prd_mock(url, request): """ Mock for remote PRD info. """ thebody = b'{"PRD-63999-999":{"curef":"PRD-63999-999","variant":"Snek","last_ota":"AAZ888","last_full":"AAZ999"}}' return {'status_code': 200, 'content': thebody}
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def add_columns_with_default(event, field_and_default_dict): """ Adds a column with the default value to every event where it's not already present :param event: A dictionary :param field_and_default_dict: A dictionary with keys and default values {field_1: default_for_field_1, field_2: default_for_field_2...
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import re def modify_flexlogger_paths(s: str) -> str: """Modify flexlogger.* paths in the given string to hide implementation modules. Examples: >>> # Basic usage >>> modify_flexlogger_paths("flexlogger.foo._abc.Abc") 'flexlogger.foo.Abc' >>> # Modify all paths in the string ...
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import json def get_feed_by_path(path): """ This fetches the feed from a given path :param path: Full path to file :return: DiscoFeed as python object """ try: with open(path, 'r') as fin: return json.load(fin) except: raise Exception("Could not read file or rec...
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import re def _default_parse(raw_inp, choices, *args): """ Helper to parse default input to a node decorated with the node_list decorator on the form l1, l 2, look 1, etc. Spaces are ignored, as is case. Args: raw_inp (str): Input from the user. choices (list): List of available optio...
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def import_profile(database, species, loci_list): """Import all possible allele profiles with corresponding st's for the species into a dict. The profiles are stored in a dict of dicts, to easily look up what st types are accosiated with a specific allele number of each loci. """ # Open allele p...
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def sortedSeasons(m): """Return a sorted list of seasons of the given series.""" seasons = m.get('episodes', {}).keys() seasons.sort() return seasons
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from typing import ByteString from typing import Optional def hexdump_line(_bytes: ByteString, length: Optional[int] = None) -> str: """Create a hexdump formatted line for supplied bytes. If length is greater than len(_bytes), the line will be padded with ASCII space characters to indicate no byte data i...
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def is_aware(dtime): """test if a datetime instance is timezone aware""" if dtime.tzinfo is not None and dtime.tzinfo.utcoffset(dtime) is not None: return True else: return False
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def bad_words_getter(occurences, occurences_min=2): """From a dictionnary, returns in a list all keys with lower value than the minimum given in input """ """In the context: returns all words that appears less than the minimum given""" bad_words = [] for key,value in occurences.items(): if value...
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import hashlib def dt_encode_topic(topic: str) -> str: """ Encode any string to be accepted by Digital Twin setSource. Use byte encoding and sha256-hashing. :param topic: Topic name to be encoded. :return: Hashed-encoded topic name """ return f"0x{hashlib.sha256(topic.encode('utf-8')).hexd...
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def merge_list(wordlists): """ this function merges all the wordlist(dictionary) into one, and return it :param wordlists: an array contain all the wordlist(dictionary type) :return: the merged word list (dictionary type) """ mergelist = {} for wordlist in wordlists: for key in word...
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def validate_float_value(float_value_input, greater_than=None, less_than=None): """ The purpose of this function is to validate that a float value is valid. The value, its range (either greater than or less than a number) may also be tested. This function will bark if the valu...
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def repattr(obj, name, value): """Sets an attribute of a class/object. Returns the old value. """ old = getattr(obj, name) setattr(obj, name, value) return old
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def median(iterable, sort=True): """ Returns the value that separates the lower half from the higher half of values in the list. """ s = sorted(iterable) if sort is True else list(iterable) n = len(s) if n == 0: raise ValueError("median() arg is an empty sequence") if n % 2 == 0: ...
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def possible_moves(state: list) -> list: """ Returns list of all possible moves For the given board position 'state' returns list of all possible moves for the next turn Parameters ---------- state : list The board position to be evaluated """ moves = [] for x, row in ...
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import secrets def passphrase(w, n): """ Generate passphrase :param w: word list :type w: list :param n: number of words :type n: int :return: passphrase :rtype: str """ # Store the random string rd = "" # Get n random words for _ in range(n): rd += secrets...
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from functools import reduce def predict_number_of_row_from_conf(conf): """ Precict the number of row of the fake data set generated by `fake_data_generator(conf)` This is the product of number of values for each label """ num_uniques_by_label = [len(c.get('values', [])) for c in conf if c['type']...
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def inductive_split(g): """Split the graph into training graph, validation graph, and test graph by training and validation masks. Suitable for inductive models.""" train_g = g.subgraph(g.ndata['train_mask']) val_g = g.subgraph(g.ndata['train_mask'] | g.ndata['val_mask']) test_g = g return trai...
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def swap(array, idx_x, idx_y): """ Swap two values within an array. Mutates array! :param array: array :type array: list[any] :param idx_x: index of a value :type idx_x: int :param idx_y: index of another value :type idx_y: int :return: array with swapped elements """ temp =...
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import time def _get_expiration_time(expiry_seconds): """Return a timestamp |expiry_seconds| from now.""" return int(time.time() + expiry_seconds)
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