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def boundaries_intersection(boundaries): """ compute the intersections inside a boundary :param boundaries: list of list of vertex indices corresponding to the path :return: list of common vertices between each tuple """ bound_conn = [] for bound_ind1 in range(len(boundaries) - 1): f...
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def atbash_slow(sequence: str) -> str: """ >>> atbash_slow("ABCDEFG") 'ZYXWVUT' >>> atbash_slow("aW;;123BX") 'zD;;123YC' """ output = "" for i in sequence: extract = ord(i) if 65 <= extract <= 90: output += chr(155 - extract) elif 97 <= extract <= 122...
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import click def prompt(string, default=None): """ Outputs a prompt-flavored string. """ return click.prompt(click.style(string, fg='magenta'), default=default)
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def CStringIo_to_String(string_io_object): """Converts a StringIO.StringIO object to a string. Inverse of String_to_CStringIo""" return string_io_object.getvalue()
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from typing import List from datetime import datetime def times_are_valid(times: List[str]) -> bool: """ Verify if times are valid (both of them). If at least one of them is invalid, will return False. A time is valid when respect the pattern HH:MM and is on 24hrs format. :param times: A list with...
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def process_nomis( df, indicator_name, value_column, source, indicator_column="MEASURES_NAME" ): """Fetch nomis data Args: df (df): nomis table indicator_name (str): name of indicator value_column (str): value column source (str): data source indicator_column (str): c...
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def RecursiveDictionaryExtraction(Dictionary): """ WARNING: This function is for internal use. This function goes into a tree structures as embedded dictionaries and returns the sum of all the leaves """ if isinstance(Dictionary, dict): Values = [RecursiveDictionaryExtraction( Di...
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def voter_notification_settings_update_doc_template_values(url_root): """ Show documentation about voterNotificationSettingsUpdate """ required_query_parameter_list = [ { 'name': 'api_key', 'value': 'string (from post, cookie, or get (in that order))', # b...
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def uniquifier(seq, key=None): """ Make a unique list from a sequence. Optional key argument is a callable that transforms an item to its key. Borrowed in part from http://www.peterbe.com/plog/uniqifiers-benchmark """ if key is None: key = lambda x: x def finder(seq): seen =...
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def is_authoring_source(view): """ Given a view object, tells you if that view represents a help source file. """ if view.match_selector(0, "text.hyperhelp.help"): return not view.is_read_only() return False
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def parse_csv(columns, line): """ Parse a CSV line that has ',' as a separator. Columns is a list of the column names, must match the number of comma-separated values in the input line. """ data = {} split = line.split(',') for idx, name in enumerate(columns): data[name] = split[...
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def _try_rsplit(text, delim): """Helper method for splitting Email Received headers. Attempts to rsplit ``text`` with ``delim`` with at most one split. returns a tuple of (remaining_text, last_component) if the split was successful; otherwise, returns (text, None) """ if delim in text: ...
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def binary_search(lst: list, x) -> int: """Return the index of the first element of the sorted list `lst` equal to `x`, or -1 if no elements of `lst` are equal to `x`. Design idea: Compare the given element with the midpoint element of the list. If the element is less than the midpoint, then recursivel...
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def has_fields(passport): """ Check whether all required fields are in the passport. """ for field in ["byr", "iyr", "eyr", "hgt", "hcl", "ecl", "pid"]: if not field in passport: return False return True
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def update_note(client, note_id, title, tags, content): """Update an existing note""" return client.post("/update", data=dict( note_id=note_id, title=title, tags=tags, content=content ), follow_redirects=True)
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def _isSet(theme, keys): """ Given a theme dict, recursively check that all the keys are populated and that the associated value is truthy """ obj = theme for key in keys: if not obj or key not in obj: return False obj = obj[key] return bool(obj)
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import math def floatRgb(mag, cmin, cmax): """ Return a tuple of floats between 0 and 1 for the red, green and blue amplitudes. """ try: # normalize to [0,1] x = float(mag-cmin)/float(cmax-cmin) except: # cmax = cmin x ...
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def fix_tid(src_tid): """ There are currently four ways to describe indices, which have to be unrolled into a tuple: 'x:y' -> [x, x + 1, .. y], e.g. '2:5' -> [2,3,4,5] 'x_y_z' -> [min, min + 1, .. , max], e.g. '6_7_9' -> [6,7,8,9] 'x,y,z' -> [x,y,z], e.g. '1,2,3' -> [1,2,3] 'x' -> [x], e.g. '42...
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def max_decimal_value_of_binary(num_of_bits): """ get max decimal value of a binary string with a fixed length :param num_of_bits: # of bits :type num_of_bits: int :return: max decimal value :rtype: int """ return int('1'*num_of_bits, base=2)
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import base64 def base64_encode(value): """Encode the value in base64""" return base64.b64encode(value)
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def compute_polynomial(coefficients, value): """ Horner's method of computation for polynomial functions. Returns the result of a polynomial function given as coefficients vector 'coefficients' for value 'value'. :param coefficients: vector of coefficients. ex: [3, 2, 1, 0] for polynomial function f...
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import collections def duplicate_cards(tuple_of_cards): """Return a list of the cards that are duplicated in the tuple. If a card is duplicated N times, the card should be in the result N times so that the caller knows how many times it's been duplicated. If is_standard_deck() returns false for a li...
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def active_users(account, days_back): """ Returns query for finding active users (since days_back value).""" query_string = f"""SELECT DISTINCT useridentity.arn FROM behold WHERE account = '{account}' AND useridentity.type = 'IAMUser' AND useridentity.arn IS NOT NULL AND ...
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from typing import Union def squared_number(n: Union[int, float]) -> int: """ Return square root of n if n is a perfect square using Babylonian algorithm. n must be a positive integer. Otherwise, if n is a positive float number, it must have zero decimal places. """ if n < 1: raise Val...
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def es_cif(doi): """ Validate a Spanish CIF. Each company in Spain prior to 2008 had a distinct CIF and has been discontinued. For more information see `wikipedia.org/cif`_. The new replacement is to use NIF for absolutely everything. The issue is that there are "types" of NIFs now: company, p...
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def _import_symbol(symbol_path): """Imports the symbol defined by 'symbol_path'. 'symbol_path' is a string in the form 'foo.bar.baz' which is turned into an import statement 'from foo.bar import baz' (ie. the last component of the name is the symbol name, the rest is the package/ module path to loa...
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def get_from_dom(dom, name): """ safely extract a field from a dom. return empty string on any failures. """ try: fc = dom.getElementsByTagName(name)[0].firstChild if fc is None: return '' else: return fc.nodeValue except Exception as e: re...
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def DictToGypDefines(def_dict): """Convert a dict to GYP_DEFINES format.""" def_list = [] for k, v in def_dict.iteritems(): def_list.append("%s='%s'" % (k, v)) return ' '.join(def_list)
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from pathlib import Path import json from typing import OrderedDict def read_json(fileName): """ Function to read a JSON file. Parameters ---------- fileName : str Name of the JSON file Returns ------- content : OrderedDict JSON file content...
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def hex_to_rgb(hexx): """ Utility function to convert hex to (r,g,b) triples. http://ageo.co/1CFxXpO Args: hexx (str): A hexadecimal colour, starting with '#'. Returns: tuple: The equivalent RGB triple, in the range 0 to 255. """ h = hexx.strip('#') l = len(h) retu...
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def va_from_string(value): """ Convert HEX string to int :param str value: int as string :return int: virtual address """ try: return int(value.rstrip("L"), 16) except ValueError: return 0
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def cmpTup2(tupA, tupB): """A comparator function that compares two tuples on the basis of the value of their second element.""" if (tupA[1] < tupB[1]): return -1 elif (tupA[1] == tupB[1]): return 0 else: return 1
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import math def format_float_with_standard_uncertainty(value, standard_uncertainty, minimum=1e-12): """ Formats a float, including the uncertainty in its value. Parameters ---------- value : float standard_uncertainty : float minimum : float Returns ------- str Examples ...
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import re def _filter_name(stack_name,regex_str): """ filter a list of string by regex :param stack_name: :param regex_str: :return: if stack name is in regex """ return bool(re.search(regex_str, stack_name))
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def getitem(base, index): """Get an item from the base value""" return base[index]
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def count_digits_recursion(number: int) -> int: """ >>> count_digits_recursion(-123) 3 >>> count_digits_recursion(-1) 1 >>> count_digits_recursion(0) 1 >>> count_digits_recursion(123) 3 >>> count_digits_recursion(123456) 6 """ number = abs(number) return 1 if numb...
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def job_tasks(conf): # type: (dict) -> list """Get all tasks for job :param dict config: configuration object :rtype: list :return: list of tasks """ return conf['tasks']
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def extract_categories_from_categories_column(categories_column): """ Extracts the set of all categories that appear in the specified categories column (pandas series).""" result = [] for (index, categories_column_text) in categories_column.iteritems(): for category in categories_column_text.split("...
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def get_headers(context_data) -> list: """ Arrange the headers by importance - 'name' and 'id' will appear first Args: context_data: list or dict containing the context data Returns: headers arrange by importance """ if isinstance(context_data, dict): context_data = [context_da...
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def increment(x): """increments input by one""" return x+1
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def _all_dependencies(node, dg): """Gets all the dependencies for the passed in node. :param str node: The node to lookup dependencies for. :param dict dg: The graph to lookup. :return: Tuple of a list of pairs from parent to child dependencies and the list of direct_dependencies. :rtype: ...
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def get_fromtos_line(linestring_coords): """ Converts a list of linestring coordinates to a list of 'from-to' dictionaries. """ line_coordinates_list_froms = linestring_coords[:-1] line_coordinates_list_tos = linestring_coords[1:] i = 0 fromtos = [] for i, val in enumerate(line_coo...
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def find_median(arr): """Hackerrank Problem: https://www.hackerrank.com/challenges/find-the-median/problem Return an integer that represents the median of the array. Args: arr: list of integers Returns: int: the value of the median in the array """ return sorted(arr)[(len(arr)...
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def normal_response(response): """ Construct non-error response for API from giving response dictionary. Return a dictionary. """ response = dict(response) response["error"] = None return response
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def ranks_dict(poset): """ Return a dictionary `r_dict` with rank keys (in descending order, from supremum, i.e. `h.vertices()[0]`, to infimum, `h.vertices()[-1]`) and lists of indices of the vertices at that level, to be displayed from left to right, suitable to be passed as the `heights` argument ...
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import json def _parse_tag_field(row): """Reading in a tag field and converting to a list of strings.""" if isinstance(row, (list, tuple)): return row if not isinstance(row, str): row = str(row) if row.startswith('[') and row.endswith(']'): return json.loads(row) if row ...
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import hashlib def get_md5_sums(file_bytes): """ Hashes bytes with the MD5 algorithm """ return hashlib.md5(file_bytes).hexdigest()
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def pack_str(string): """Pack a string into a byte sequence.""" return string.encode()
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def read_numbers(filename): """ Read each number as a line from the file and return the numbers as a list. """ with open(filename) as f: numbers = [int(l) for l in f.readlines()] return numbers
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def ext_gcd(a, b): """ Extended Euclidean Algorithm. Find the result for ax + by = gcd(a, b). Parameters ---------- a: int b: int """ if b == 0: return 1, 0 elif a % b == 0: return 0, 1 else: x, y = ext_gcd(b, a % b) return y, x - y * (a // b)
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import torch def MSELoss(outputs, targets): """Mean-squared error loss function Parameters ---------- outputs : tensor Outputs of the model. targets : tensor Expected value of outputs. Returns ------- loss : tensor The value of the loss function. """ ...
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def ode45_step(f, x, t, dt, *args): """ One step of 4th Order Runge-Kutta method """ k = dt k1 = k * f(t, x, *args) k2 = k * f(t + 0.5*k, x + 0.5*k1, *args) k3 = k * f(t + 0.5*k, x + 0.5*k2, *args) k4 = k * f(t + dt, x + k3, *args) return x + 1/6. * (k1 + k2 + k3 + k4)
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import yaml def read_config_file(config_file): """ Reads configuration information from a YAML file. """ # Read the configuration file in YAML format try: print(f"Using configuration file {config_file}") config = yaml.safe_load(open(config_file)) except Exception as err: ...
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def imag(x): """Returns the imaginary part of a complex tensor. :param x: The complex tensor :type x: torch.Tensor :returns: The imaginary part of `x`; will have one less dimension than `x`. :rtype: torch.Tensor """ return x[1, ...]
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import collections def fold_headers(headers): """Turn a list of headers into a folded dict.""" # If it behaves like a dict, return it. Webob uses objects which # are not dicts, but behave like them. try: return dict((k.lower(), v) for k, v in headers.items()) except AttributeError: ...
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def date_format(date): """Converts datetime to '%d.%m.%Y-%H:%M:%S' formatted string""" return date.strftime("%d.%m.%Y-%H:%M:%S")
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def sprt(likelihood_ratio, alpha, beta, x, random_order = True): """ Performs sequential probability ratio test with desired likelihood ratio. Parameters ---------- likelihood_ratio : function likelihood ratio function with one parameter, x, the sample values alpha : float Type I Error be...
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import hashlib def get_agent_id(name, email): """Return a suitable '@id' for committers/authors In most cases we will not have a URL for people/software agents. Let's create a string ID that is based on the combination of both name and email. Return an MD5 hash instead of a plain-text string to d...
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def rotate_left(num: int, num_size: int, shift_bits: int) -> int: """ Rotate a number num of num_size bits by shift_bits bits. See https://en.wikipedia.org/wiki/Bitwise_operation#Rotate_no_carry for more information. :param num: the number to rotate :param num_size: the size of the number in bits ...
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import inspect def convert_to_dict(val, args, kwargs): """ Use the val's as_dict method if it exists and return the result from that or return val as is. We also see if as_dict takes in arguments and if it does, we pass in args and kwargs to the as_dict. """ if not hasattr(val, "as_dict")...
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def _list_new_metadata(repository_path): """ List the filenames of new and changed repository metadata files. :param FilePath repository_path: Location of repository to list repository metadata from. :param set existing_metadata: Filenames of existing metadata files. """ return {"/".joi...
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import textwrap def dedent_docstring(text): """Dedent typical python doc string. Parameters ---------- text : str string, typically something like ``func.__doc__``. Returns ------- str string with the leading common whitespace removed from each line See Also ...
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def get_job_state_str(job): """Get string representation of a job.""" if not hasattr(job, 'next_run_time'): # based on apscheduler sources return 'pending' elif job.next_run_time is None: return 'paused' else: return 'active'
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from functools import reduce def horners_evaluation(f, u): """ Fast evaluation of f(u). """ if f.is_zero(): return f.parent().base().zero() coefs = reversed(f.coefficients(sparse=False)) return reduce(lambda acc, next: acc * u + next, coefs)
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from typing import Any def select_all(dummy: Any) -> bool: """ Returns True """ return True
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def numbers_from_file(path): """ Read file with numbers and save them to list :param path: [string] - path to file with test numbers :return: [list] numbers from file or [None] if failed to read file """ result = list() try: for line in open(path): result.append(int(line)) ...
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def read_file(filepath: str) -> str: """ Reads a file and returns its contents. Args: filepath (str): location of file Returns: str: file contents """ content = None with open(filepath, "r") as f: content = f.read() return content
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import socket def UsesIPv6Connection(host, port): """Returns True if the connection to a given host/port could go through IPv6. """ return any(t[0] == socket.AF_INET6 for t in socket.getaddrinfo(host, port))
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import math def hypotenuse_length(leg_a, leg_b): """Find the length of a right triangle's hypotenuse :param leg_a: length of one leg of triangle :param leg_b: length of other leg of triangle :return: length of hypotenuse >>> hypotenuse_length(3, 4) 5 """ return math.sqrt(leg_a**2...
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def lower(s): """lower(s) -> string Return a copy of the string s converted to lowercase. """ return s.lower()
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def edit_check(user, petition): """ Logic to determine if the user should be able to edit the petition Cases when this should be true: - User is the author of the petition - User is a moderator / admin *Note: These cases will be a setting in the future to allow the moderators to choose who ...
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def is_fitted(estimator) -> bool: """ Checks if an estimator is fitted. Loosely taken from https://github.com/scikit-learn/scikit-learn/blob/2beed5584/sklearn/utils/validation.py#L1034 """ # noqa if not hasattr(estimator, "fit"): raise TypeError("%s is not an estimator instance." % (e...
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def find_endpoint(catalog, service_type, region): """Locate an endpoint in a service catalog, as returned by IdentityV2. Please note that both :param:`service_type` and :param:`region` are case sensitive. :param dict catalog: The Identity service catalog. :param str service_type: The type of servic...
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def squareDegFromArcSecSquared(arcsecsq): """ Converts arc second squared to square degrees. :param arcsecsq: arc seconds squared :type arcsecsq: float or ndarray :return: square degrees :rtype: float or ndarray """ return arcsecsq * 7.71604938e-8
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import json def parseLatestCurrencies(jsonDump): """Parse the latest currency list from an API call.""" data = [] rawData = json.loads(jsonDump) for rawDatum in rawData: datum = {} datum['symbol'] = rawDatum['symbol'] datum['name'] = rawDatum['name'] datum['algo'] = raw...
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import ast from typing import Any def get_keyword_arg_value( node: ast.Call, keyword_name: str, default: Any = None ) -> Any: """Get a keyword arg value from a Call AST node Args: node: AST Call node, like a function call keyword_name: Name of the keyword argument default: Default...
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def either_connected_or_not_connected(v, vertices_in_module, graph): """ Check whether ``v`` is connected or disconnected to all vertices in the module. INPUT: - ``v`` -- vertex tested - ``vertices_in_module`` -- list containing vertices in the module - ``graph`` -- graph to which the ve...
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def reverse_list(lst): """ Returns the reversed form of a given list. Parameters ---------- lst : list Input list. Returns ------- reversed_list : list Reversed input list. Examples -------- >>> lst = [5, 4, 7, 2] >>> reverse_list(lst) [2, 7, 4, 5]...
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from typing import Iterable def ids2strids(ids: Iterable[int]) -> str: """ Returns a string representation of a sequence of integers. :param ids: Sequence of integers. :return: String sequence """ return " ".join(map(str, ids))
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import socket import pickle def send_packet(sock, pack): """ Send a packet to remote socket. We first send the size of packet in bytes followed by the actual packet. Packet is serialized using cPickle module. Arguments --------- sock : Destination socket pack : Instance of class...
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def ordinal(num: int) -> str: """ Returns the ordinal representation of a number Examples: 11: 11th 13: 13th 14: 14th 3: 3rd 5: 5th :param num: :return: """ return ( f"{num}th" if 11 <= (num % 100) <= 13 else f"{num}{['th', 'st...
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def one_cycle_schedule_inv(step, total_steps, warmup_steps=None, hold_min_steps=0, m_max=.95, m_min=.85): """ Create a schedule with a momentum that increases linearly after linearly decreasing during a warmup period. """ if warmup_steps is None: warmup_steps = (total_steps - hold_min_steps) // ...
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def insert_doc(doc, new_items): """Insert ``new_items`` into the beginning of the ``doc`` Docstrings in ``new_items`` will be inserted right after the *Parameters* header but before the existing docs. Parameters ---------- doc : str The existing docstring we're inserting docmentation i...
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def _mock_authenticate_user(_, client=None): """Mock Pycognito authenticate user method. This code is from Pycognito's test suite.""" return { "AuthenticationResult": { "TokenType": "admin", "IdToken": "dummy_token", "AccessToken": "dummy_token", "RefreshT...
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def zero_to_dcf(zero_rates): """ Helper function transforms sorted zero rates to discount factors. :param zero_rates: zero rates :return: discount factors """ num_rates = len(zero_rates) dcf = num_rates * [0] for index, rate in enumerate(zero_rates): time_to_maturity = index + 1...
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import typing import types def flatten(input) -> typing.List: """Return the input flattened to an array. input: any variable composed of lists/generators/tuples, strings, lambda functions or other objects, nested arbitrarily. Empty strings and None items are removed. Returns a list of strings or other ob...
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import functools import time def timer(f): """ Add this @decorator to a function to print its runtime after completion """ @functools.wraps(f) def t_wrap(*args, **kwargs): t_start = time.perf_counter() ret = f(*args, **kwargs) t_run = round((time.perf_counter() - t_start)/60) ...
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from pathlib import Path import hashlib def sha256_checksum(file_path: Path, block_size: int = 65536) -> str: """ Compute sha256 checksum of file. Args: file_path: path to the file block_size: amount of bytes read per cycle Returns: sha256 hash of the file """ sha256 ...
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def _make_clean_col_info(col_info, col_id=None): """ Fills in missing fields in a col_info object of AddColumn or AddTable user actions. """ is_formula = col_info.get('isFormula', True) ret = { 'isFormula': is_formula, # A formula column should default to type 'Any'. 'type': col_info.get('type', '...
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def _GetSuspectedCLFoundByHeuristicForCompile(analysis): """For compile failure, gets the suspected revision found by heuristic.""" if not analysis or not analysis.result: return None for failure in analysis.result.get('failures', []): if (failure['step_name'].lower() == 'compile' and len(failure...
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def output_group_name(group, pnr, settings): """ Output <num><group_name> if it's a group PNR and has no paxes. Output <`unnamed seats number`><group_name> if free seats exists. Group contains total seats and some named seats. Example: `0.22SOTSZSHITA/GRP NM3 TE252` `1.CHURBANOV/STEPAN MR...
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def divide_dict(a_dict, divide_func): """Divide a dict like object into two parts. - a_dict: dict like object - divide_func: the divide function to return True/False Return two parts of the dict. Example: divide({'a': 1, 'b': 2}, lambda k, v: v > 1) -> {'b': 2}, {'a': 1} """ suit,...
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def unlist(l): """returns a list of values from a list of lists of values""" return [x[0] for x in l]
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def iter_reduce_ufunc(ufunc, arr_iter, out=None): """ constant memory iteration and reduction applys ufunc from left to right over the input arrays Example: >>> # ENABLE_DOCTEST >>> from vtool_ibeis.other import * # NOQA >>> arr_list = [ ... np.array([0, 1, 2, 3, 8...
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def blackbody_temperature(bmag, vmag): """ calculate blackbody temperature using the Ballesteros formula; Eq. 14 in https://arxiv.org/pdf/1201.1809.pdf """ t_bb = 4600 * ( (1 / (0.92 * (bmag - vmag) + 1.7)) + (1 / (0.92 * (bmag - vmag) + 0.62)) ) return t_bb
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def toc2plaintext(toc: list) -> str: """ :param toc: table of content <- DOCUMENT.get_toc() :return: plaintext """ plaintext = [] for content in toc: head = f'{int(content[0])*"*"}-->{content[1]}-->{content[2]}' plaintext.append(head) plaintext = '\n'.join(plaintext) retu...
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def mapattr(value, arg): """ Maps an attribute from a list into a new list. e.g. value = [{'a': 1}, {'a': 2}, {'a': 3}] arg = 'a' result = [1, 2, 3] """ if len(value) > 0: res = [getattr(o, arg) for o in value] return res else: return []
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import math def sawtooth(v): """ Return a value corresponding to a sawtooth wave """ return 2*(v - math.floor(v + (1/2)))
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def pos_to_label_format(text): """Returns valid Bootstrap classes to label a ballot position.""" return { 'Yes': 'bg-yes text-light', 'No Objection': 'bg-noobj text-dark', 'Abstain': 'bg-abstain text-light', 'Discuss': 'bg-discuss text-light', 'Block': ...
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def binarylist_to_integer(lst): """ Convert a binary number in a form of a list to an integer. Parameters ---------- lst : list List containing digits of a binary number. Returns ------- int A decimal integer. """ return int(''.join(map(str, lst)), 2)
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