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import re def MatchNameComponent(key, name_list, case_sensitive=True): """Try to match a name against a list. This function will try to match a name like test1 against a list like C{['test1.example.com', 'test2.example.com', ...]}. Against this list, I{'test1'} as well as I{'test1.example'} will match, but ...
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def sign(num): """Returns the sign of num as an integer; if ```num < 0```, returns ```-1```, ```num = 0```, returns ```0```, ```num > 0```, returns ```1```.""" return int(num > 0) - int(num < 0)
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def kd(Cs, Cl): """ kd calculates a partition coefficient for a given set of measurements. For igneous petrology, this is commonly the concentration of a trace element in the mineral divided by the concentration of the same trace element in the melt (e.g. Rollinson 1993 Eq. 4.3) Inputs...
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def _is_tachychardic(age: int, heart_rate: int): """ Determines if user is tacahychardic based on age and heart rate. Based on: https://en.wikipedia.org/wiki/Tachycardia Args: age (int): Age of the user. heart_rate (int): Heartrate of the user. Returns: bool: Whether or not the ...
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import csv def load_review_data(path_data): """ Returns a list of dict with keys: * sentiment: +1 or -1 if the review was positive or negative, respectively * text: the text of the review """ basic_fields = {'sentiment', 'text'} data = [] with open(path_data) as f_data: for dat...
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def _compute_mod(score: int) -> int: """Compute a mod given an ability score Args: score (int): Ability score Returns: (int) Modifier for that score """ return score // 2 - 5
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def _DefaultAlternative(value, default): """Returns value or, if evaluating to False, a default value. Returns the given value, unless it evaluates to False. In the latter case the default value is returned. @param value: Value to return if it doesn't evaluate to False @param default: Default value @retur...
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import shutil def check_valid_shell_command(cmd): """ Determine if a shell command returns a 0 error code. Args: cmd (string or list): Shell command. String of one command or list with arguments. Returns: bool """ if isinstance(cmd, list): return shutil.which(cmd[0])...
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def dbamp(db): """Convert db to amplitude""" return 10 ** (db / 20.0)
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import tempfile def fill_directory_with_temp_files(directory, num_files, delete=False): """Fill up a directory with temporary files, that by default do not delete themselves when they go out of scope. Args: directory (str): Path to the directory to fill. num_files (int): Amount of files t...
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def echo(request, string): """Returns whatever you give it.""" return string
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from typing import Tuple import random def randRGB() -> Tuple[int, int, int]: """Returns a tuple containing an random RGB value""" r = random.randint(0, 255) g = random.randint(0, 255) b = random.randint(0, 255) return (r, g, b)
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def calculate_catalog_coverage(y_test, y_train, y_predicted): """ Calculates the percentage of user-item pairs that were predicted by the algorithm. The full data is passed in as y_test and y_train to determine the total number of potential user-item pairs Then the predicted data is passed in to determi...
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def _default_with_off_flag(current, default, off_flag): """Helper method for merging command line args and noxfile config. Returns False if off_flag is set, otherwise, returns the default value if set, otherwise, returns the current value. """ return (default or current) and not off_flag
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def standardise_efficiency(efficiency): """Standardise efficiency types; one of the five categories: poor, very poor, average, good, very good Parameters ---------- efficiency : str Raw efficiency type. Return ---------- standardised efficiency : str Standardised effici...
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import json def save_run_settings(run_settings): """ Takes a run_settings dictionary and saves it back where it was loaded from, using the path stored in its own dictionary. Return None. """ # don't act on original dictionary run_settings = run_settings.copy() # store the raw log loss resu...
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import re import string def clean_text_round1(text): """Make text lowercase, remove text in square brackets, remove punctuation and remove words containing numbers.""" text = text.lower() text = re.sub("\[.*?\]", "", text) text = re.sub("[%s]" % re.escape(string.punctuation), "", text) text = re.s...
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from typing import Callable import inspect def local_kwargs(kwargs: dict, f: Callable) -> dict: """Return the kwargs from dict that are inputs to function f.""" s = inspect.signature(f) p = s.parameters if next(reversed(p.values())).kind == inspect.Parameter.VAR_KEYWORD: return kwargs if l...
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def int_array_to_bit_string(int_array: list) -> int: """ Integer array such as [1, 0, 0, 0] to integer (8). Returns 0 if non-binary values found in the list. Parameters ---------- int_array : list of int Integer array. Returns ------- value : int """ try: r...
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def copyStream(src, dest, length = None, bufferSize = 16384): """Copy from one stream to another, up to a specified length""" amtread = 0 while amtread != length: if length is None: bsize = bufferSize else: bsize = min(bufferSize, length - amtread) buf = src.r...
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def graph_list_to_features(graphs): """Get a TFRecord feature dictionary from a list of graphs. The features from each graph is prepended with a prefix and all added to the final dictionary at the same level. Parameters ---------- graphs : [Graph] Returns ------- features : dict (...
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def get_function_name(fcn): """Returns the fully-qualified function name for the given function. Args: fcn: a function Returns: the fully-qualified function name string, such as "eta.core.utils.function_name" """ return fcn.__module__ + "." + fcn.__name__
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import json def remove_dojo_report(path): """ Remove the `DOJO_REPORT` section from the pseudopotential file. Write new file. Return dict with old_report, None if error. """ # Read lines from file and insert jstring between the tags. with open(path, "rt") as fh: lines = fh.readlines() ...
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def merge(b, a): """ Merges two dicts. Precedence is given to the second dict. The first dict will be overwritten. """ for key in a: if key in b and isinstance(a[key], dict) and isinstance(b[key], dict): b[key] = merge(b[key], a[key]) elif a[key] is not None: b[ke...
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def _defaultHandler(packetNum, packet, glob): """default packet handler Args: packetNum (int): packet number packet (obj): packet glob (dict): global dict Returns: dict: glob """ print(packetNum, packet) return glob
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import random def _generate_fwf_row(characterSet, offsets): """Generates a random fwf line Args: characterSet (str): valid to pick characters from offsets (list[int]): lengths of each field Returns: line(str): line formatted in fwf """ return [ "".join(random.choi...
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from typing import Callable from typing import List import inspect def _get_fn_argnames(fn: Callable) -> List[str]: """Get argument names of a function. :param fn: get argument names for this function. :returns: list of argument names. """ arg_spec_args = inspect.getfullargspec(fn).args if i...
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def composeVideoMaskName(maskprefix, starttime, suffix): """ :param maskprefix: :param starttime: :param suffix: :return: A mask file name using the provided components """ if maskprefix.endswith('_mask_' + str(starttime)): return maskprefix + '.' + suffix return maskprefix + '_m...
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def neighbor_idcs(x, y): """ Input x,y coordinates and return all the neighbor indices. """ xidcs = [x-1, x, x+1, x-1, x+1, x-1, x, x+1] yidcs = [y-1, y-1, y-1, y, y, y+1, y+1, y+1] return xidcs, yidcs
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def loadWords(filename): """ Returns a list of valid words. Words are strings of lowercase letters. Depending on the size of the word list, this function may take a while to finish. """ print("Loading word list from file...") inFile = open(filename, 'r') line = inFile.readline() wor...
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def proportional(raw_value, factor, unit=None): """Applies a proportional factor.""" return (float(raw_value) * factor, unit)
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def to_singular(name): """Convert the name to singular if it is plural This just trims a trailing 's', if found. """ return name[:-1] if name.endswith("s") else name
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def sampling(array, interval=1, offset=0): """ Down-sample the input signal with certain interval. input: array: numpy array. The input temporal signal. 1d or with multiple dimensions interval: int. The interval to sample EEG signal. Default is 1, which means NO down-sampling is applied ...
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import itertools def champernowne_digit(n): """Get Champernowne constant's n-th digit (starting from 0).""" # Implementation determines 3 pieces of info in that order: # - the length of the number the digit belongs to : len_num # - the index of the digit in the number : digit_index # - the numb...
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import configparser def submit_kaggle(notebook_name, submission_path, message): """ Generate submission string that can be used to submit an entry for scoring by kaggle on test data. Use python magic commands to run Args: notebook_name (str): Name of jupyter notebook for kaggle entry ...
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def extent_to_wkt(extent): """Create a Polygon WKT geometry from extent: (xmin, ymin, xmax, ymax)""" wkt = "POLYGON((" for dx, dy in ((0, 0), (0, 1), (1, 1), (1, 0)): wkt += "{0} {1},".format(str(extent[2 * dx]), str(extent[2 * dy + 1])) wkt += "{0} {1}))".format(str(extent[0]), str(extent[1])) ...
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from typing import Sequence def is_overlapping_lane_seq(lane_seq1: Sequence[int], lane_seq2: Sequence[int]) -> bool: """ Check if the 2 lane sequences are overlapping. Overlapping is defined as:: s1------s2-----------------e1--------e2 Here lane2 starts somewhere on lane 1 and ends after it,...
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def isacn(obj): """isacn(string or int) -> True|False Validate an ACN (Australian Company Number). http://www.asic.gov.au/asic/asic.nsf/byheadline/Australian+Company+Number+(ACN)+Check+Digit Accepts an int, or a string of digits including any leading zeroes. Digits may be optionally separated with...
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def create_curl_command(authorization, payload, command, url, curl_options, show_api_key, content_type='application/json'): """ cURL command generator :param authorization: Authorization part e.g Bearer API key :param payload: Payload data :param command: GET, PUT, etc :p...
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def area(circle): """Get area of a circle""" return circle.get('radius') ** 2 * 3.14159
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def get_intersection_area(box1, box2): """ compute intersection area of box1 and box2 (both are 4 dim box coordinates in [x1, y1, x2, y2] format) """ xmin1, ymin1, xmax1, ymax1 = box1 xmin2, ymin2, xmax2, ymax2 = box2 x_overlap = max(0, min(xmax1, xmax2) - max(xmin1, xmin2)) y_overlap =...
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import time def get_and_sleep(symbols, fetcher, sleep_time, log_data): """ :param symbols: [] of * List of data to fetch :param fetcher: func Perform operations with this function on each data :param sleep_time: int After operations, sleep this amount of seconds :param log_...
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import six def binary_encode(text, encoding='utf-8'): """Converts a string of into a binary type using given encoding. Does nothing if text not unicode string. """ if isinstance(text, six.binary_type): return text elif isinstance(text, six.text_type): return text.encode(encoding) ...
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def is_matrix(iterable): """ Check if a iterable is an matrix (iterable of iterables) >>> is_recursive_iter([[1, 2, 3], [5, 6], [9, 10]]) True >>> is_recursive_iter([1, 2, 3]) False """ if isinstance(iterable, (list, tuple)): return all( isinstance(i, (list, tuple))...
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def session(tmpdir_path): """A temp session file (pathlib.Path) """ return tmpdir_path / 'cr-session.sqlite'
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def is_prolog_functor(json_term): """ True if json_term is Prolog JSON representing a Prolog functor (i.e. a term with zero or more arguments). See `swiplserver.prologserver` for documentation on the Prolog JSON format. """ return ( isinstance(json_term, dict) and "functor" in json_term and "ar...
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def branch(cuds_object, *args, rel=None): """ Like Cuds.add(), but returns the element you add to. This makes it easier to create large CUDS structures. :param cuds_object: the object to add to :type cuds_object: Cuds :param args: object(s) to add :type args: Cuds :param rel: class of t...
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def get_links_to_articles_of_appropriate_type(soup, article_type): """Get links to articles with given article type and return them as a list Args: soup (BeautifulSoup): BeautifulSoup object of the site article_type (str): The type of article to look up for Returns: list: The list ...
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from typing import Optional from typing import Callable import functools import click def group_create_and_update_params( f: Optional[Callable] = None, *, create: bool = False ) -> Callable: """ Collection of options consumed by group create and update. Passing create as True makes any values required...
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def new_import_error(space, w_msg, w_name, w_path): """Create a new instance of ImportError. The result corresponds to ImportError(msg, name=name, path=path) """ return space.appexec( [w_msg, w_name, w_path], """(msg, name, path): return ImportError(msg, name=name, path=path)""")
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def xPrime(t,x,y): """ Returns xPrime at a specified time, for specified value of y """ return(y)
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async def startlist() -> dict: """Create a startlist object.""" return { "id": "startlist_1", "event_id": "event_1", "no_of_contestants": 0, "start_entries": [], }
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def _quote(s: str) -> str: """Surround keyword in quotes if it contains whitespace""" return f'"{s}"' if ' ' in s else s
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def ABCDFrequencyList_to_HFrequencyList(ABCD_frequency_list): """ Converts ABCD parameters into h-parameters. ABCD-parameters should be in the form [[f,A,B,C,D],...] Returns data in the form [[f,h11,h12,h21,h22],...] """ h_frequency_list=[] for row in ABCD_frequency_list[:]: [frequency,A...
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def flatten_data(radiance): """Extracts radiance arrays for a whole month from a dictionary into a list of arrays. Meant for use with a single month of data. Parameters ---------- radiance : dict Dictionary containing one whole month of radiance arrays, with days as keys and ...
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def get_color_index(color,palette): """Returns the index of color in palette. Parameters: color: List with 3 int values (RGB) palette: List with colors each represented by 3 int values (RGB) Returns: Index of color in palette. -1 if not found. """ for x in rang...
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def valid(snk, body, size, moves): """ Determines if a move is out of bound or in body """ # print("Snk is: ", snk) x = snk['x'] y = snk['y'] # print("Body is: ", body) b = [] for item in body: b.append([item['x'], item['y']]) for move in moves: if move == 'left': x -= 1 elif move == 'right': ...
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import asyncio def create_task(coro, loop): # pragma: no cover """Compatibility wrapper for the loop.create_task() call introduced in 3.4.2.""" if hasattr(loop, 'create_task'): return loop.create_task(coro) return asyncio.Task(coro, loop=loop)
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def wrapper(field, wrap_txt): """ Wrap a field in html. """ answer = "<%s>" % wrap_txt answer += field answer += "</%s>" % wrap_txt return answer
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def dEdL(E, L, P, Q, R): """ we know: E^2*P + E*Q + P = 0 therefore: dEdL = E' = -(E^2*P' + E*Q' + R')/(2*E*P + Q) input P, Q, R: three polynomials that depend on L E: the energy L: the independent (scaling) variable """ Pp = P.deriv(1)(L) Qp = Q.deriv(1)(L) Rp = R.deri...
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def color_plot(x, y, color_s, plot_fcn, **kwargs): """ Plot a line with an individual color for each point. :param x: Data for x-axis :param y: Data for y-axis :param color_s: array of colors with the same length as x and y respectively. If now enough colors are given, use just t...
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import json def _get_codes(error_response_json): """Get the list of error codes from an error response json""" if isinstance(error_response_json, str): error_response_json = json.loads(error_response_json) error_response_json = error_response_json.get("error") if error_response_json is None: ...
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from typing import Optional from typing import List def convert_to_base( number: int, base: int, min_length: Optional[int] = None ) -> List[int]: """ Convert number to its representation in a given system. :param number: positive integer number to be converted :param base: pos...
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def get_option(args, config, key, default=None): """Gets key option from args if it is provided, otherwise tries to get it from config""" if hasattr(args, key) and getattr(args, key) is not None: return getattr(args, key) return config.get(key, default)
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import yaml def load_config(yamlfile): """load yaml to a dict""" with open(yamlfile, 'r') as stream: _dict = yaml.safe_load(stream) return _dict
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def remove_character(s, position): """Removes the character at the given position ie. 'abc', 1 -> 'ac'""" s = s[0:position] + s[position+1:len(s)] return s
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def from_digits(digits): """ Make a number from its digit array (inverse of get_digits) """ n = 0 multiplier = 1 for d in reversed(digits): n += multiplier * d multiplier *= 10 return n
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def sumCounts(a, b): """ Add up the values for each word, resulting in a count of occurences """ return a + b
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from typing import List from typing import Dict from typing import Set def get_unique_affected_entity_ids(security_problems: List[Dict]) -> Set[str]: """Extract all unique affected entity IDs from a list of security problems. :param security_problems: the security problems, parsed from JSON to Dicts of Dicts ...
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def make_hit(card, cards, deck): """ Adds a card to player's hand """ if card in deck: cards.append(card) deck.remove(card) return cards
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def pl2_to_pl(src_dict, scale=1000.): """Convert integral flux of PL2 to prefactor of PL""" index = src_dict['spectral_pars']['Index']['value'] emin = src_dict['spectral_pars']['LowerLimit']['value'] emax = src_dict['spectral_pars']['UpperLimit']['value'] f = src_dict['spectral_pars']['Integral']['v...
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def pct_to_kelvin(pct, max_k=6500, min_k=2700): """Convert percent to kelvin.""" kelvin = ((max_k - min_k) * pct / 100) + min_k return kelvin
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def split_X_y(df, column_name='label'): """ Split the data into a feature values (X) and targets or labels (y). :param df: pandas dataframe to split :param target: Name of the column holding the labels :return: tuple containing X, y values """ if column_name not in df.columns: return...
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def degrees_of_freedom(s1, s2, n1, n2): """ Compute the number of degrees of freedom using the Satterhwaite Formula @param s1 The unbiased sample variance of the first sample @param s2 The unbiased sample variance of the second sample @param n1 Thu number of observations in the first sample @pa...
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def atc_station_tracer_query(station_code, samp_height, tracer, level=2): """ Return SPARQL query to get a data object for a specific ICOS Atmospheric station, sampling height and tracer CO2, CO or MTO, level 2 or level 1 (=NRT) :input: ATC station code, sampling height, tracer, IC...
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def is_root_soul(s): """ Returns a boolean indicating whether the key s is a root soul. Root soul is in the form 'schema://id' """ return "://" in s
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from typing import Tuple def __nb_xy2rowcol( xy: Tuple[float, float], inverse_transform: Tuple[float, ...] ) -> Tuple[float, float]: """numba version of xy2rowcol Parameters ---------- xy : Tuple[float, float] coordinate inverse_transform : Tuple[float, ...] affine parameter a...
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def add_dividers(row, divider, padding): """Add dividers and padding to a row of cells and return a string.""" div = ''.join([padding * ' ', divider, padding * ' ']) return div.join(row)
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def myComb(n, p): """ C(n, p), polyfill for python < 3.7. For higher python version, math.comb should be better. Parameters ---------- n, p : int Returns ------- int C(n, p) """ res = 1 for i in range(p): res *= (n - i) for i in range(p): res = ...
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def to_equation(coefficients): """ Takes the coefficients of a polynomial and creates a function of time from them. """ def f(t): total = 0.0 for i, c in enumerate(coefficients): total += c * t ** i return total return f
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def funcparser_callable_space(*args, **kwarg): """ Usage: $space(43) Insert a length of space. """ if not args: return '' try: width = int(args[0]) except TypeError: width = 1 return " " * width
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import fcntl import errno def obtain_lock(lock_filepath): """ Open and obtain a flock on the parameter. Returns a file if successful, None if not """ lock_file = open(lock_filepath, 'w') try: fcntl.flock(lock_file, fcntl.LOCK_EX | fcntl.LOCK_NB) return lock_file except IOError as e...
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def safeInt(v): """helper function for parsing strings to int""" try: ret = int(v) return ret except: return None
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def _worker_one_task(incoming,outgoing): """A thread. Takes stuff from the incoming queue and puts stuff on the outgoing queue. calls execute for each command it takes off the in queue. Return False when we receive a terminator command""" #msgb("WORKER WAITING") item = incoming.get() #msgb("WORKER GOT...
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def freeze(d): """Convert the value sets of a multi-valued mapping into frozensets. The use case is to make the value sets hashable once they no longer need to be edited. """ return {k: frozenset(v) for k, v in d.items()}
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def read_file(filename): """ read the text of a file :param filename: name of the file to read :return: text of the file """ with open(filename, encoding="utf-8") as file: return file.read()
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def istype(obj, allowed_types): """isinstance() without subclasses""" if isinstance(allowed_types, (tuple, list, set)): return type(obj) in allowed_types return type(obj) is allowed_types
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from typing import Any import inspect def _representable(value: Any) -> bool: """ Check whether we want to represent the value in the error message on contract breach. We do not want to represent classes, methods, modules and functions. :param value: value related to an AST node :return: True if...
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import functools def needs_semaphore(func): """Decorator for a "task" method that holds self.semaphore when running""" @functools.wraps(func) async def wrapper(self, *args, **kwargs): async with self.semaphore: result = await func(self, *args, **kwargs) return result return...
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def find_bucket_key(s3_path): """ This is a helper function that given an s3 path such that the path is of the form: bucket/key It will return the bucket and the key represented by the s3 path """ s3_components = s3_path.split("/") bucket = s3_components[0] s3_key = "" if len(s3_comp...
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def from_uniform(r, a, xmin): """ Inverse CDF of the power law distribution """ x = xmin*(1.-r)**(-1./(a-1.)) return x
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def indices(s): """Create a list of indices from a slice string, i.e. start:stop:step.""" start, stop, step = (int(x) for x in s.split(':')) return list(range(start, stop, step))
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def flatten(iter_of_iters): """ Flatten an iterator of iterators into a single, long iterator, exhausting each subiterator in turn. >>> flatten([[1, 2], [3, 4]]) [1, 2, 3, 4] """ retval = [] for val in iter_of_iters: retval.extend(val) return retval
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from typing import Tuple def diagonal_distance(pa : Tuple[int, int], pb : Tuple[int, int]) -> int: """ Gets manhattan distance with diagonals between points pa and pb. I don't know what this is called, but the fastest route is to take the diagonal and then do any excess. """ (ax, ay) = pa ...
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def is_iterable(var): """This function identifies if a given variable is an iterable. .. versionadded:: 3.5.0 :param var: The variable to check :returns: A boolean value indicating whether or not the variable is an iterable """ is_iter = any((isinstance(var, list), isinstance(var, tuple), isin...
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def get_full_asetup(cmd, atlas_setup): """ Extract the full asetup command from the payload execution command. (Easier that generating it again). We need to remove this command for stand-alone containers. Alternatively: do not include it in the first place (but this seems to trigger the need for further...
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def doAddition(a,b): """ The function doAddition accecpts two integer numbers and returns the sum of it. """ return a+b
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def get_note_key(timestamp): """Generates redis keyname for note""" return "note_%s" % timestamp
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def rle_encode(s: bytes) -> bytes: """Zero-value RLE encoder Parameters: s (``bytes``): Bytes to encode Returns: ``bytes``: The encoded bytes """ r = b"" n = 0 for b in s: if b == 0: n += 1 else: if n > 0: ...
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def Clamp(col): """ Makes sure col is between 0 and 255. """ col = 255 if col > 255 else col col = 0 if col < 0 else col return int(col)
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