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def extract_pos(positions, cash): """Extract position values from backtest object as returned by get_backtest() on the Quantopian research platform. Parameters ---------- positions : pd.DataFrame timeseries containing one row per symbol (and potentially duplicate datetime indices) a...
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def left_of_line(point, p1, p2): """ True if the point self is left of the line p1 -> p2 """ # check if a and b are on the same vertical line if p1[0] == p2[0]: # compute # on which site of the line self should be should_be_left = p1[1] < p2[1] if should_be_left: retu...
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def resolve(impmod, nameparts): """ Resolve the given (potentially nested) object from within a module. """ if not nameparts: return None m = impmod for nname in nameparts: m = getattr(m, nname, None) if m == None: break return m
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from unittest.mock import Mock def make_coroutine_returning(return_value): """ A utility function used to create coroutines that return a specific value. :param return_value: The value that the coroutine should return when awaited. :return: A mock coroutine """ async def mock_coroutine(*args, ...
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def getattrrec(object, name, *default): """Extract the underlying data from an onion of wrapper objects. ``r = object.name``, and then get ``r.name`` recursively, as long as it exists. Return the final result. The ``default`` parameter acts as in ``getattr``. See also ``setattrrec``. """ ...
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def redirect(target): """ Returns a redirect map to the target provided """ return { 'status': '302', 'statusDescription': 'Found', 'headers': { 'location': [{ 'key': 'Location', 'value': target }] } }
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def maxed_rect(max_width,max_height,aspect_ratio): """ Calculates maximized width and height for a rectangular area not exceding a maximum width and height. :param max_width: Maximum width for the rectangle :type max_width: float :param max_height: Maximum height for the rectangle :type max...
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def extract_subgraph(adj_matrix, groundtruth, nodes): """ Return the subgraph and the ground-truth communities induced by a list of nodes. The ids of the nodes of the subgraph are mapped to 0,...,N' - 1 where N' is the length of the list of nodes. :param adj_matrix: compressed sparse row matrix or num...
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import hashlib def _hashdigest(message, salt): """ Compute the hexadecimal digest of a message using the SHA256 algorithm.""" processor = hashlib.sha256() processor.update(salt.encode("utf8")) processor.update(message.encode("utf8")) return processor.hexdigest()
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def validate(raw): """ Checks the content of the data provided by the user. Users provide tickers to the application by writing them into a file that is loaded through the console interface with the <load filename> command. We expect the file to be filled with coma separated tickers :class:`string...
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def _tasklines_from_tasks(tasks): """ Parse a set of tasks (e.g. taskdict.tasks.values()) into tasklines suitable to be written to a file. """ tasklines = [] for task in tasks: metapairs = [metapair for metapair in task.items() if metapair[0] != 'text'] meta_...
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def frame_rti(detectorrows, ampcolumns, colstart, colstop, rowstart, rowstop, sampleskip, refpixsampleskip, samplesum, resetwidth, resetoverhead, burst_mode): """ Helper function which calculates the number of clock cycles, or RTI, needed to read out the detector with a give...
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def normalize_on_minute(dtstamp, minute): """ Change a datetime stamp to be rounded down to the nearest interval of `minute`. This also truncates off the seconds and microseconds parameters by setting them to 0. >>> normalize_on_minute(datetime(2012, 3, 19, 15, 9, 12, 41), 15) datetime.datetime(2012, 3, 19, 15, 0...
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from typing import List from typing import Tuple def run(code: List[Tuple[str, int]]) -> Tuple[str, int]: """ Runs a program, returning status and accumulator. The status can be either "loop" or "halt". """ pc = 0 acc = 0 instructions_run = set() while True: if pc == len(code)...
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import re def _api_version(release: str, significant: int = 3) -> str: """Return API version removing any additional identifiers from the release version. This is a simple lexicographical parsing, no semantics are applied, e.g. semver checking. """ items = re.split(r"\.|-|\+", release) parts = it...
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import re def extract_id(url): """Extract the tournament id of the tournament from its name or URL.""" match = re.search(r'(\w+)?\.?challonge.com/([^/]+)', url) if match is None or match.group(2) is None: raise ValueError(f'Invalid Challonge URL: {url}') subdomain, tourney = match.groups() ...
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def _incs_list_to_string(incs): """Convert incs list to string. Example: ['thirdparty', 'include'] -> "-I thirdparty -I include" """ return ' '.join(['-I ' + path for path in incs])
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def turn(fen): """ Return side to move of the given fen. """ side = fen.split()[1].strip() if side == 'w': return True return False
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def get_composer_names(artist_database, composer_id): """ Return the list of names corresponding to an composer """ if str(composer_id) not in artist_database: return [] alt_names = [artist_database[str(composer_id)]["name"]] if artist_database[str(composer_id)]["alt_names"]: ...
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def centres_from_shape_pixel_scales_and_origin(shape, pixel_scales, origin): """Determine the (y,x) arc-second central coordinates of an array from its shape, pixel-scales and origin. The coordinate system is defined such that the positive y axis is up and positive x axis is right. Parameters ------...
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def hlstr(string, color="white"): """ Return HTML highlighting text with given color. Args: string (string): The string to render color (string): HTML color for background of the string """ return f"<mark style=background-color:{color}>{string} </mark>"
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from bs4 import BeautifulSoup def get_job_title_indeed(card: BeautifulSoup) -> str: """ Extracts the jobs title from the portion of HTML containing an individual job card. Args: card (BeautifulSoup object): The individual job posting card being processed. Returns: str: The job title...
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def join(sep, s): """Return 's' joined with 'sep'. Coerces to str.""" return sep.join(str(x) for x in list(s))
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import string import random def get_random_str(size=13): """ generates the random string of given size Args: size (int): number of random characters to generate Returns: str : string of random characters of given size """ chars = string.ascii_lowercase + string.digits r...
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import fnmatch def is_ignored(path, ignore_patterns): """ Helper function to check if the given path should be ignored or not. """ for pattern in ignore_patterns: if fnmatch.fnmatchcase(path, pattern): return True return False
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def stats(index_and_true_and_retrieved): """ Returns comma-separated list of accuracy stats Included are (relevant instances, retrieved instances, overlap, precision, recall, f-score) index_and_true_and_retrieved is composed of: index: used to track which sa...
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def bytes_from_str(s: str): """ Convert string to bytes """ return s.encode()
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def convert_to_base_unit(value, unit): """ Convert value from current unit to base unit :param (int) value: Numerical value :param (str) unit: unit, where empty string denotes base unit :return: (int) the value in base unit """ POWERS_BY_UNIT = {'n': -3, 'u': -2, ...
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import torch def c2d(x): """ Transform Cartesian coordinates to polar degree (r=1). Parameters ---------- x, y : floats or arrays Cartesian coordinates Returns ------- theta : floats or arrays Polar degree """ x0, x1 = x.select(-1,0), x.select(-1,1) return t...
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import re def modify_vars(vars_orig, var_modifiers): """Return a copy of `vars_orig` modified according to `var_modifiers`. Parameters ---------- vars_orig : list of str A list of variable names. var_modifiers : list of str or None, optional A list of variable modifiers. Each vari...
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def land(*fns): """ Functionally logical ands the given functions. >>> lor(starts_with('123'), ends_with('asd'))('123asd') True >>> land(starts_with('123'), ends_with('asd'))('asd') False >>> land(starts_with('123'), ends_with('asd'))('123') False :param fns: Functions to and :...
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import re def camel_case_split(str): """ e.g. str = "mayaMatchmoveTools" >> ['maya', 'Matchmove', 'Tools'] e.g. str = "MayaMatchmoveTools" >> ['Maya', 'Matchmove', 'Tools'] """ return re.findall(r'[a-zA-Z](?:[a-z]+|[A-Z]*(?=[A-Z]|$))', str)
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import re def check_convert_input(user_inputs: list): """ Check input for erroneous formatting. If input is clean, convert it to more useful format. Args: guesses (dict): { 'word1':'XXXXX', 'word2':'XXXXX', etc. } Returns: guesses (dict...
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def build_dict(arg): """ Helper function to the Evaluator.to_property_di_graph() method that packages the dictionaries returned by the "associate" family of functions and then supplies the master dict (one_dict) to the Vertex obj as kwargs. """ # helper function to the Evaluator.to_property_...
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import base64 def toProtobufString(protoObject): """ Serialises a protobuf object as a base64-encoded protobuf string """ # the base64-encoding shouldn't be necessary, but otherwise # currently the "string" with high-bit-set bytes gets helpfully # re-coded into corresponding unicode string in ...
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import torch def prepare_sequence(seq, to_ix): """return indexes sequence of input word sequence Args: seq (list): word sequence to_ix (dict): word to index map Returns: Tensor: indexes in Tensor format """ idxs = [to_ix[w] for w in seq] return torch.tensor(idxs, dtyp...
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def html_obfuscate_string(string): """Obfuscates a string by converting it to HTML entities Useful for obfuscating an email address to prevent being crawled by spambots """ obfuscated = ''.join(['&#%s;' % str(ord(char)) for char in string]) return obfuscated
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def get_job_kwargs(job): """Returns keyword arguments of a job. :param Job job: An apscheduler.job.Job instance. :return: keyword arguments :rtype: dict """ return job.kwargs
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def get_unique_rows(df, columns, sort_by): """De-dupe a Pandas DataFrame and return unique rows. :param df: Pandas DataFrame. :param columns: List of columns to return. :param sort_by: Column to sort by. :return: Pandas DataFrame de-duped to remove duplicate rows. """ df = df[columns] ...
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def _text_indent(text, indent): # type: (str, str) -> str """ indent a block of text :param str text: text to indent :param str indent: string to indent with :return: the rendered result (with no trailing indent) """ lines = [line.strip() for line in text.strip().split('\n')] return ...
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def levenshtein_distance(w1, w2): """ Calculates the Levenshtein (minimum edit) distance between two words. This implementation is based on the one provided by Stavros Korokithakis ( https://www.stavros.io/posts/finding-the-levenshtein-distance-in-python/ ), licensed under BSD with Attribution. For questions concer...
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def _is_variable_argument(argument_name): """Return True if the argument is a runtime variable, and False otherwise.""" return argument_name.startswith('$')
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import requests def SendJSON(address, parameters): """ Send a JSON request given a URL address and JSON parameters """ r = requests.get(url = address, params = parameters) return r.json()
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def get_polygon_area(verts): """ Calculate the area of a closed polygon Parameters ---------- verts : numpy.ndarray polygon vertices Returns ------- area : float area of polygon centroid """ nverts = verts.shape[0] a = 0. for iv in range(nverts - 1): ...
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def default_if_none(value, arg): """If value is None, use given default.""" if value is None: return arg return value
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def compact(iterable, generator=False): """ Returns a list where all None values have been discarded. """ if generator: return (val for val in iterable if val is not None) else: return [val for val in iterable if val is not None]
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def depth_first_search(grid, start, target): """ Search a 2d grid for a given target starting at start. Args: grid: the input grid as a List[List] start: the start grid in format (x,y) zero index target: the target value to find in the grid Returns: Coordinate of the tar...
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def _ends_in_by(word): """ Returns True if word ends in .by, else False Args: word (str): Filename to check Returns: boolean: Whether 'word' ends with 'by' or not """ return word[-3:] == ".by"
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def split_role(r): """ Given a string R that may be suffixed with a number, returns a tuple (ROLE, NUM) where ROLE+NUM == R and NUM is the maximal suffix of R consisting only of digits. """ i = len(r) while i > 1 and r[i - 1].isdigit(): i -= 1 return r[:i], r[i:]
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def read_chunk(stream): """Read at most a chunk from a stream""" chunk_size = 16 * 1024 return stream.read(chunk_size)
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def __prompt_overwrite(filename: str) -> bool: """Prompt if the given file should be overwritten. :param str filename: the filename :return: `True` if answered `y`, `False` if answered `n` or nothing :rtype: bool """ prompt = input(f"Should '{filename}' be overwritten? [y/N] ") if prompt.lo...
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def flatten(seq): """Flatten a list of lists (NOT recursive, only works for 2d lists).""" return [x for subseq in seq for x in subseq]
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def get_std_opt_group(parser): """ Returns the 'Standard Options (optional)' argument group from the standard parser. """ for group in parser._action_groups: if group.title=="Standard Options (optional)": return(group) return(None)
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def dictionary_filter(dictionary, cols) -> dict: """Can be used to filter certain keys from a dict :param dictionary: The original dictionary :param cols: The searched columns :return: A filtered dictionary """ return {key:value for (key,value) in dictionary.items() if key in cols}
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def optional_arguments(d): """ Decorate the input decorator d to accept optional arguments. """ def wrapped_decorator(*args): if len(args) == 1 and callable(args[0]): return d(args[0]) else: def real_decorator(decoratee): return d(decoratee, *args)...
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from typing import Dict from typing import List def span_subwords( word: str, unk_token: str, vocab: Dict[str, int], max_input_chars_per_word: int, ) -> List[str]: """ Tokenize a word into several subwords. This code is copied from Bert tokenization.py. Requiremen...
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def has_train(args): """Returns if some kind of train data is given in args. """ return (args.training_set or args.source or args.dataset or args.datasets or args.source_file or args.dataset_file or args.train_stdin or args.source_file)
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def GetCbsdRegistrationRequest(cbsd): """Returns a CBSD registration request from the |Cbsd| object. """ return { 'cbsdCategory': cbsd.category, 'installationParam': { 'latitude': cbsd.latitude, 'longitude': cbsd.longitude, 'height': cbsd.height_agl, 'heightType...
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import re def match_email(text): """Given a string, tries to find a regex match for an email.""" email_regex = r'(.+\s+)*(<)*\s*(?P<email>\w+(?:.+\w+)*@\w+(?:.+\w+)' + \ r'(?:\.\w+)+)(>)*' match = re.match(email_regex, text) if match: return match.group('email')
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def strip_prefix(string, prefix): """Strip the given prefix from the string if it's present """ return string[len(prefix):] if string.startswith(prefix) else string
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def modulus(x, y): """ Modulus """ return x % y
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def remove_suffix(s: str, suffix: str) -> str: """Remove the suffix from the string. I.e., str.removesuffix in Python 3.9.""" # suffix="" should not call s[:-0] return s[: -len(suffix)] if suffix and s.endswith(suffix) else s
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from typing import Collection from typing import Callable from typing import Tuple def key_func_for_attribute_multi( attributes: Collection[str], ) -> Callable[ ..., Tuple[Tuple[str, str], ...], ]: """ Return a closure that given a slave, will return the value of a list of attributes, compiled int...
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def versiontuple(v: str) -> tuple: """ Function to converts a version string into a tuple that can be compared, copied from https://stackoverflow.com/questions/11887762/how-do-i-compare-version-numbers-in-python/21065570 """ return tuple(map(int, (v.split("."))))
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def _combine_prg_roles(user_prg_roles, startup_prg_roles): """ Collapse two dictionaries with list values into one by merging lists having the same key """ for key, value in startup_prg_roles.items(): if user_prg_roles.get(key): user_prg_roles[key] = user_prg_roles[key] + value ...
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import re def extract_code(text): """ Extracts the python code from the message Return value: (success, code) success: True if the code was found, False otherwise code: the code if success is True, None otherwise """ regex = r"(?s)```(python)?(\n)?(.*?)```" match = re.search(rege...
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def _get_percent(text): """If text is formatted like '33.2%', remove the percent and convert to a float. Otherwise, just convert to a float. """ if not text: return None if text.endswith('%'): text = text[:-1] return float(text.strip())
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def init_global_params(run_settings): """ initialize global parameters :run_settings: run settings dict, must contain - dims - max_iterations - num_centroids - threshold :returns: GlobalParams list """ global_params = [] global_params.append(run_settings['num_...
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import socket def get_ipv4(hostname): """Get list of ipv4 addresses for hostname """ addrinfo = socket.getaddrinfo(hostname, None, socket.AF_INET, socket.SOCK_STREAM) return [addrinfo[x][4][0] for x in range(len(addrinfo))]
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import struct def unpack(fmt, data): """ a more ergonnomic struct.unpack,If data is longer than the fmt spec it copes remaining data returned as last data element @param fmt: format string as per L{struct.unpack} @type fmt: L{str} @param data: data to be unpacked, optionally more @type da...
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def format_bytes(nbytes): """Format ``nbytes`` as a human-readable string with units""" if nbytes > 2 ** 50: return "%0.2f PiB" % (nbytes / 2 ** 50) if nbytes > 2 ** 40: return "%0.2f TiB" % (nbytes / 2 ** 40) if nbytes > 2 ** 30: return "%0.2f GiB" % (nbytes / 2 ** 30) if nb...
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def read_data_asc(f): """ Read the elevation data from the file 'f'. This data will be returned as a two-dimensional list to be interpreted as: [ Y1:[X1, X2, ...Xn], Y2:[X1, X2, ...Xn], ... Yn:[X1, X2, ...Xn] ] """ data = list() header = ...
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def default_if_none(value, default): """Return given default if value is None""" if value is None: return default return value
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def _GetObjcName(attr): """Returns the Objective-C name for the given attribute.""" if attr.name.startswith('init'): return 'getI' + attr.name[1:] return attr.name
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def recommender_function(model, X, treatment_column): """ Calculate the recommender function for a set of patients based on a previously fitted model. Implementation corresponds to the one proposed in [1] (Eq. 6). Parameters ---------- model: Model that will be used to comput...
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def resolve_underlying_function(thing): """Gets the underlying (real) function for functions, wrapped functions, methods, etc. Returns the same object for things that are not functions """ while True: wrapped = getattr(thing, "__func__", None) or getattr(thing, "__wrapped__", None) or getattr(th...
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def clo32(val): """ Count Leading Ones starting from bit 32. """ # pylint: disable=line-too-long first_bit = val[31] ^ 0x0 ctr = (1 & val[31]) + \ (1 & val[30]) + \ (1 & val[29] & val[30]) + \ (1 & val[28] & val[30] & val[29]) + \ (1 & val[27] & val[30] & val[29] ...
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def fileNumber(filePath): """ Get the number of the file. foo.0080 would return 0080 """ num = filePath.split('.')[-1] return int(num)
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def sequence_input_funcs(input_funcs): """ Returns a function that - is like (the first element of input_funcs) the first time that it's called - is like (the second element of input_funcs) the second time that it's called, etc. - just returns None (ignoring its arguments) when ther...
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def Format_Phone(Phone): """Function to Format a Phone Number into (999)-999 9999)""" Phone = str(Phone) return f"({Phone[0:3]}) {Phone[3:6]}-{Phone[6:10]}"
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def invert_image(image): """ Inverts a binary image Args: image: a binary image (black and white only) Returns: An inverted version of the image passed as argument """ return 255 - image
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import hashlib def digest(binary_data: bytes) -> str: """ Return a SHA256 message digest for the given bytes string :param binary_data: The binary data to digest :return: A length-64 hex digest of the binary data """ m = hashlib.sha256() m.update(binary_data) return m.hexdigest()
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def create_all_possible_moves(m, n): """Create all moves on a (m,n) board.""" moves = [] for i in range(m): for j in range(n): moves.append((i, j)) return list(set(moves))
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from typing import List from typing import Tuple def replace_one(title: str, abstract: str, concepts: List[Tuple[int, int, str]]) -> str: """ Replace concepts in one PubMed article's title and abstract. :param title: title string :param abstract: abstract string :param concept...
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from functools import reduce def extend(*dicts): """ Returns a dictionary that combines all dictionaries passed as arguments without mutating any of them. """ def fold(acc, curr): acc.update(curr) return acc return reduce(fold, dicts, {})
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def mblg_to_mw_johnston_96(mag): """ Convert magnitude value from Mblg to Mw using Johnston 1996 conversion equation. Implements equation as in line 1654 in hazgridXnga2.f """ return 1.14 + 0.24 * mag + 0.0933 * mag * mag
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import time def exec_remote_cmd(client, cmd, t_sleep=5, verbose=False): """A wrapper function around paramiko.client.exec_command that helps with error handling and returns only once the command has been completed. Parameters ---------- client : paramiko ssh client the client to use c...
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def find_in_map(map_name, key, value): """The intrinsic function Fn::FindInMap returns the value of a key from a \ mapping declared in the Mappings section. Args: map_name: The logical name of the mapping declared in the Mappings section that contains the key-value pair. key: Th...
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def get_displayname(id, context): """ This function gets the printable username of a user """ user = context.message.guild.get_member(id) if user is None: return f"User {id}" else: return user.display_name
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import struct def get_flag(alignment: bytes) -> int: """ Extract the alignment flag from a BAM alignment Parameters ---------- alignment : bytes A byte string of a bam alignment entry in raw binary format Returns ------- int The alignment flag Notes ----- ...
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def is_in_graph(G, v): """ Check whether a node is in the graph. """ assert isinstance(v, str) # v should be a label return v in G.nodes()
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from typing import Callable from typing import Iterable from typing import Any def ifilter( function: Callable, iterable: Iterable, false: bool = False ) -> Iterable[Any]: """ Filter out the elements from iterable in accordance to function. Notes ----- The Python builtin filter class implemen...
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def from_base_alphabet(value: str, alphabet: str) -> int: """Returns value in base 10 using base len(alphabet) [bijective base]""" ret = 0 for digit in value: ret = len(alphabet) * ret + alphabet.find(digit) return ret
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from pathlib import Path def file_exists(file_path): """ Check if file exists :param file_path: (str) path to file :return: (bool) True if file exists, False otherwise """ return Path(file_path).is_file()
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def get_es_worker(es_algorithm, logger, **kwargs): """Instantiate an evolution strategic algorithm worker. Return an ES algorithm worker from the algorithms package. Args: es_algorithm: algorithms.*. ES algorithm. logger: logging.Logger. Logger. Returns: algorithms.*Worker. ...
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def convertir_tiempo(segundos: int) -> str: """Convierte un tiempo en segundos a horas, minutos y segundos :param segundos: tiempo en segundos :type segundos: int :return: tiempo en formato hh:mm:ss :rtype: str """ horas = segundos // 3600 minutos = (segundos % 3600) // 60 segun...
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def get_best_k(trials, k=1, status_whitelist=None, optimization_goal='minimize'): """Returns the top k trials sorted by objective_value. Args: trials: The trials (Trail objects) to sort and return the top_k of. k: The top k trials to return. If k=1 we don't retu...
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def update_driver_standings(standings, race_result): """ This function updates the driver's standings to reflect the points earned from a race. Parameters: standings (list): A list of dictionaries that contains the current driver's championship standings. race_result (list): A list of dicti...
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def clean_reg_name(reg, list): """ Clean the name of the registers by removing any characters contained in the inputted list. """ for char in list: reg = reg.replace(char, '') return reg
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def isAlphanum(c): """return true if the character is a letter, digit, underscore, dollar sign, or non-ASCII character. """ return ((c >= 'a' and c <= 'z') or (c >= '0' and c <= '9') or (c >= 'A' and c <= 'Z') or c == '_' or c == '$' or c == '\\' or (c is not None and ord(c) > 126));
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