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def get_pad_params(desired_size, cur_size): """ Get padding parameters for np.pad function Args: desired_size: int, Desired padded output size cur_size: int, Current size. Should always be less than or equal to cur_size Returns: pad_params: tuple(int), Number of values padded to ...
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def schedd_states(schedd_classad): """ Returns information about the number of jobs in each job state for a schedd :param schedd_classad: classad for schedd to query :return: a dictionary with job states as keys and number of jobs in given state as a value """ return {'Running': sc...
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import fnmatch def matchPattern(string, pattern): """ > matchPattern("nameTest1", "nameTest") False > matchPattern("nameTest1", "nameTest*") True """ return fnmatch.fnmatch(string, pattern)
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import math def divisors(n, non_trivial=False): """Return the set of divisors of n. Setting non_trivial=True, returns all divisors except for 1 & n.""" result = set() for i in range(1, int(math.sqrt(n)) + 1): quot, rem = divmod(n, i) if rem == 0: result.update({i, quot}) ...
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def get_unique_level_values(index): """ Returns the unique values for all levels of an Index object, in the correct order. Parameters ---------- index : pandas.core.index/ pandas.core.index.MultiIndex Index object Returns ------- list of lists """ return [ i...
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def pt2mm(value): """Converts given value in points to millimeters. Args: value (int): value in points. Returns: (float): value, in millimeters. """ return value * 0.352777778
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import hashlib def get_hash_of(plain_text, algo): """ Getting hash value of plain text with a specific hashing algo. Args: plain_text ([string]) : [word that was readed from the word list] algo ([string]) : [hashing algorithm] Returns: hashed([string]) : [the hashed va...
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def _change_dict_key(the_dict, old_key, new_key, default=None): """ Changes a dictionary key name from old_key to new_key. If old_key doesn't exist the value of new_key becomes and empty dictionary (or the value of `default`, if set). """ if default is None: default = dict() v = the...
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def perform_column(args, src, target): """Execute xSniper in column mode. In this mode, xSniper add a single or several columns to an existing CSVFile (src) from another one (target). Args: args: docopt dictionnary. src: CSVFile object containing <src.csv>. target: CSVFile objec...
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def next_pow_two(max_sent_tokens): """ Next power of two for a given input, with a minimum of 16 and a maximum of 512 Args: max_sent_tokens (int): the integer Returns: int: the appropriate power of two """ pow_two = [16, 32, 64, 128, 256, 512] if max_sent_tokens <= pow_...
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def format_action(action): """Format request action.""" return '<name>{0}</name>'.format(action)
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from datetime import datetime def unrets_date(rets_date): """ Converts a RETS date (ISO 8601 format) into a Python datetime :param rets_date: a RETS/ISO 8601 date :type rets_date: str :rtype: datetime.datetime :return: rets_date as a Python datetime """ # For datetimes with microsecon...
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def _get_all_cnames(gi): """ Returns a set of all constraints used by a given gi (generator_info - represents a single NT) """ cnames = [] for rule in gi.parser_output.instructions: cnames.extend(list(rule.xed3_constraints.keys())) return set(cnames)
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from pathlib import Path def read_python(path): """Read a Python file. Parameters ---------- path : str or Path Returns ------- metadata : dict A dictionary containing all variables defined in the Python file (with `exec()`). """ path = Path(path) if not path.exist...
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def htmlDataset(dataset = {}, title=""): """ Utility function to generate HTML Table from a Dataset""" content = "<TABLE cellpadding=5> <caption align=top>" + title + " </caption><TR></TR><TR></TR>" for row in dataset['DATA']: content += "<TR>" for col in dataset['DATA'][row]: ...
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def get_project_url(pk): """ Return project's page url. """ return "/projects/" + str(pk) + "/tasks"
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def nickname_commands(*command_list): """Decorate a function to trigger on lines starting with "$nickname: command". :param str command_list: one or more command name(s) to match (can be regular expressions) This decorator can be used to add multiple commands to one callable i...
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def FlagIsExplicitlySet(args, flag): """Return True if --flag is explicitly passed by the user.""" # hasattr check is to allow the same code to work for release tracks that # don't have the args at all yet. return hasattr(args, flag) and args.IsSpecified(flag)
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def trim_exams(image_channels): """ Trims the larger exam to match length. Receives arbitrary list of (num_frames, height, width) as input. The number of frames between the exams will be trimmed to match the dimensionality of the smallest exams. """ min_frames = min([channel.shape[0] for ch...
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def ntToPosixSlashes(filepath): """ Replaces all occurrences of NT slashes (\) in provided filepath with Posix ones (/) >>> ntToPosixSlashes('C:\\Windows') 'C:/Windows' """ return filepath.replace('\\', '/') if filepath else filepath
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def percent_decrease(v1, v2): """Compute percent difference. old_value (v1) - new_value (v2) ------------------------------- * 100% | old_value (v1) | """ return (v2 - v1) / (abs(v1) + 1e-10) * 100
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def is_java_file(file_name): """ Check if a file name has a .java ending :param file_name: file name to check :type file_name: str :return: True if file has .java ending :rtype bool """ return file_name.endswith(".java")
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import json def get_mass_calibration(calibration_file, volume): """ This function computes the mass given a calibration curve: mass = a / vol. Parameters ---------- calibration_file: str filename of the json file with the slope of the calibration curve volume: float volume of ...
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def strHypInd(i, j): """ Returns string identifier for a hyperplane of ith and jth observation, regardless of ordering. """ if i > j: i, j = j, i return str(i) + '-' + str(j)
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def split_duration(total_duration, target_duration, split_last=False): """ Splits total_duration into parts :param total_duration: total duration of file :param target_duration: target duration of parts :param split_last: if True, last part may be less than others, otherwise it can be more that othe...
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from typing import Sequence from typing import Optional def _cast_covariates(listlike: Sequence[str]) -> Optional[list]: """We are unsure if scVI works with duck typing, so we explicitly want to cast a given sequence to a list (or None). Moreover, scVI doesn't accept empty lists -- we need to cast empty ...
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def split_on_attributes(keys,rows): """ Given a tuple of column names 'keys', and a collection of dict-like rows, returns a dictionary where every unique value as defined by keys is a key in the dictionary, and the value under that key is a list containing the corresponding rows. """ ret = {} for row...
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def avg(num_1, num_2): """computes the average of two numbers""" return (num_1 + num_2) / 2.0
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def start_stop_to_one_based(dictionary): """Convert start/stop indices given by the SNP metadata to int instead of str, and add one to make them 1 based instead of 0 based""" for lists in dictionary: for each_list in range(len(dictionary[lists])): for start_stop in range(0, 2): ...
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def split_network_line(line): """Parses line of /proc/virtual/<xid>/cacct for network usage. The cacct file has a header followed by usage counts for multiple protocols. Header (provided for context): Type recv #/bytes send #/bytes fail #/bytes Each protocol's usage counts are formatte...
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def _summarize_accessible_fields(field_descriptions, width=40, section_title='Accessible fields'): """ Create a summary string for the accessible fields in a model. Unlike `_toolkit_repr_print`, this function does not look up the values of the fields, it just formats the...
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def shorten_dfs(dfs, plot_start=None, plot_end=None): """Shorten all incidence DataFrames. All DataFrames are shortened to the shortest. In addition, if plot_start is given all DataFrames start at or after plot_start. Args: dfs (dict): keys are the names of the scenarios, values are the incide...
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def _remove_trailing_nones(array): """ Trim any trailing Nones from a list """ while array and array[-1] is None: array.pop() return array
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def is_file(value: str): """ Return True if value is an direction to a file. False otherwise. """ return value.startswith("file")
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def bearing_flipped(dir1, dir2): """ direction-flipped check. Return true if dir2 travels in opposite direction of dir1. """ return (0, 0) == (dir1.y + dir2.y, dir1.x + dir2.x)
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from typing import List def build_graph(order: int, edges: List[List[int]]) -> List[List[int]]: """Builds an adjacency list from the edges of an undirected graph.""" adj = [[] for _ in range(order)] for u, v in edges: adj[u].append(v) adj[v].append(u) return adj
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def xor(a, b): """Computes the exclusive or between two blocks of 16 bytes""" s = [] for i in range(0, 16): s.append(a[i] ^ b[i]) return s
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def aspectRatio(size, maxsize=None, maxw=None, maxh=None): """scale a size tuple (w,h) to - maxsize (max w or h) - or max width maxw - or max height maxh.""" w, h = size denom = maxcurrent = 1 if maxsize: maxcurrent = max(size) denom = maxsize elif maxw: ...
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def calculate_number_of_validation_images(n): """ Calculate number of validation images that should be selected, given an image pool of size n """ return n // 6
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def test_chess_cell(x, y): """ Source https://pythontutor.ru/lessons/ifelse/problems/chess_board/ Condition Two checkerboard squares are set. If they are painted the same color, print the word YES, and if in different colors - then NO. The program receives four numbers from 1 to 8 each, specifyi...
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async def resolve_user(_root, info, **args): """Resolver function for fetching a user object""" return await info.context["registry"].get(args["id"])
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def trimMatch(x, n): """ Trim the string x to be at most length n. Trimmed matches will be reported with the syntax ACTG[a,b] where Ns are the beginning of x, a is the length of the trimmed strng (e.g 4 here) and b is the full length of the match EXAMPLE: trimMatch('ACTGNNNN', 4) >>>'ACT...
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def translate_none_or_blank_to_empty(my_string): """ return "" if blank or empty or None, string otherwise """ if my_string and my_string.strip(): return my_string.strip() return ""
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from typing import List from pathlib import Path from typing import Set def get_cl_tags(files: List[Path]) -> List[str]: """ Come up with descriptive tags given a list of files changed. For each path, use the first rule that applies in the following order: 1) Pick the path component right after the last "li...
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import torch def rmsprop(opfunc, x, config, state=None): """ An implementation of RMSprop ARGS: - 'opfunc' : a function that takes a single input (X), the point of a evaluation, and returns f(X) and df/dX - 'x' : the initial point - 'config` : a table with configuration para...
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import asyncio def async_return(result): """Mock a return from an async function.""" future = asyncio.Future() future.set_result(result) return future
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import torch def swish(x: torch.Tensor, beta: torch.Tensor) -> torch.Tensor: """Swish activation function from arXiv:1710.05941 Args: x (torch.Tensor): input tensors can be either 2D or 4D. beta (torch.Tensor): swish-beta can be a constant or a trainable params. Returns: torch.Tensor: output...
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import random def single_point(parent1, parent2, locus=None): """Return a new chromosome created with single-point crossover. This is suitable for use with list or value encoding, and will work with chromosomes of heterogenous lengths. Args: parent1 (List): A parent chromosome. paren...
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def number_to_binary_array(n, r): """ input integer output binary representation of integer as values in an array that can hold numbers less than 2^r """ res = [int(i) for i in bin(n)[2:]] while len(res) < r: res = [0] + res return res
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def get_path(data, path): """ Fetch a value in a nested dict/list using a path of keys/indexes If it fails at any point in the path, None is returned example: get_path({'x': [1, {'y': 'result'}]}, ['x', 1, 'y']) """ current = data for p in path: try: current = data[p] ...
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import json def response(message, status_code): """ Shape a valid http response from a message and status code """ output = { 'statusCode': str(status_code), 'headers': { 'Content-Type': 'application/json', 'Access-Control-Allow-Origin': '*' } } ...
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def api_url(domain): """Returns the Freshbooks API URL for a given domain. >>> api_url('billing.freshbooks.com') 'https://billing.freshbooks.com/api/2.1/xml-in' """ return "https://%s/api/2.1/xml-in" % (domain, )
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def unique_colname(suggested, existing): """Given a suggested column name and a list of existing names, returns a name that is not present at existing by prepending _ characters.""" while suggested in existing: suggested = '_{0}'.format(suggested) return suggested
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import re def regex_overlap(text, regex): """ for a list of tokens in text and a regex, match it in the tokens and return a list of booleans denoting which tokens are a part of the match """ overlap = [False for t in text] for m in re.finditer(regex, ' '.join(text)): begin, end = m.span() ...
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from bs4 import BeautifulSoup def read_xml_conf(filename): """ Read configuration file from local filesystem. The configuration file should be in valid XML format. :param filename: The XML file which has the configuration options. :returns: Configuration loaded from XML configuration file. :r...
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import math def _sine_sample(amp, freq, rate, i) -> float: """ Generates a single audio sample taken at the given sampling rate on a sine wave oscillating at the given frequency at the given amplitude. :param float amp The amplitude of the sine wave to sample :param float freq The frequency of t...
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import math def compute_idfs(documents): """ Given a dictionary of `documents` that maps names of documents to a list of words, return a dictionary that maps words to their IDF values. Any word that appears in at least one of the documents should be in the resulting dictionary. """ idfs =...
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def get_tag(ec2_instance, tag_name): """ :param ec2_instance: a boto3 resource representing an Amazon EC2 Instance. :param tag_name: A string of the key name you are searching for. This method returns None if the ec2 instance currently has no tags or if the tag is not found. If the tag is found, it...
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import re def format_date(date): """ format a date object in month/day/year format, but convert dates like: 01/02/2013 to: 1/2/2013 """ return re.sub("\\b0(\\d)", "\\1", date.strftime("%m/%d/%Y"))
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def ask_user(question): """ Simple yes/no screen for user, where the "question" string is asked. Takes y(yes)/n(no) as valid inputs. If no valid input is given, the question is asked again. Args: question (str): What question should be asked for the y/n menu Returns: (bool): true/f...
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def build_reagent_vectors(portion_reagents, portion_chemicals): """Write the reagents in a vector form, where the vectors live in the complete portion basis The basis is spanned by all chemicals in all reagents in the portion (sans solvent) :param portion_reagents: a list of all reagents in the portion ...
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def marathon_app_id_to_mesos_dns_subdomain(app_id): """Return app_id's subdomain as it would appear in a Mesos DNS A record. >>> marathon_app_id_to_mesos_dns_subdomain('/app-1') 'app-1' >>> marathon_app_id_to_mesos_dns_subdomain('app-1') 'app-1' >>> marathon_app_id_to_mesos_dns_subdomain('/grou...
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import time import calendar def utc2timestamp(utc_datetime=None): """ Convert utc datetime to seconds since epoch (UTC) """ if utc_datetime is None: return int(time.time()) return calendar.timegm(utc_datetime.utctimetuple())
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from typing import Callable def save_func_and_its_meta(func: Callable) -> Callable: """Decorator for a wrapper function. Updates a wrapper function to look like the wrapped function (func). To use: add decorator @save_func_and_its_meta(func) before the wrapper function declatation. ...
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def hexd(n): """Return hex digits (strip '0x' at the beginning).""" return hex(n)[2:]
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import json def _get_session(gc, tale=None, version_id=None): """Returns the session for a tale or version""" session = {'_id': None} if tale is not None and tale.get('dataSet') is not None: session = gc.post( '/dm/session', parameters={'taleId': tale['_id']}) elif version_id is n...
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def search_songs_db(term, db): """ Performs a search of the songs database. Searches all fields' values, as well as all lyrics' values. The search performed is strictly a sub-string search; capitalization must match in order for the search to be done right. :param term: Search term. :type ...
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def _get_arg(a, x): """Get index of array a that has the closest value to x""" return abs(a-x).argmin()
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def celsius_to_fahrenheit(celsius): """ Celsius to Fahrenheit :param celsius: Degrees Celsius :return: Fahrenheit """ return float(celsius) * 9.0/5.0 + 32
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import requests def download_url(url): """Downloads a URL file as a browser.""" headers = {'User-Agent': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:78.0) Gecko/20100101 Firefox/78.0'} r = requests.get(url, headers=headers, stream=False) return r.content.decode("utf-8")
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import asyncio def _async_callback(coro): """Wrap an asynchronous callback to be called from a synchronous context""" return lambda val: asyncio.create_task(coro(val))
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import json def to_pretty_json(obj): """Encode to pretty-looking JSON string""" return json.dumps(obj, sort_keys=False, indent=4, separators=(',', ': '))
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import csv from io import StringIO import requests def csv_reader(url): """ Reads a remote CSV file. """ return csv.reader(StringIO(requests.get(url).text))
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def Linspace(start, stop, n): """Makes a list of n floats from start to stop. Similar to numpy.linspace() """ return [start + (stop-start) * float(i)/(n-1) for i in range(n)]
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import re def create_word_tokens(expr): """ Take raw expr after input and create tokens for AST :param expr: str :return: [[]] >>> create_word_tokens('a and (b xor x) or c') ['a', 'and', '(', 'b', 'xor', 'x', ')', 'or', 'c'] """ def complex_repl(char): """char: re.Math object ...
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def commute(A, B): """ Return the commutator of two operators""" return A*B - B*A
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def add(num, hist): """ Добавление суммы покупки и ее наименования покупки :param num: количество наличных денег :param hist: список покупок :return: измененное количество наличных денег и список покупок """ sale = input('Введите сумму покупки: ') # ввод суммы покупки while not sale.rep...
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def get_reviews_for_business(bus_id, df): """ INPUT: business id, pandas DataFrame OUTPUT: Series with only texts For a given business id, return the review_id and text of all reviews for that business. """ return df.text[df.business_id==bus_id]
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def list2str(ll): """convert list into string with seperator ',' Parameters ---------- ll : list the input list or numpy ndarray """ string = '' for i in ll: string += str(i)+',' return string[:-1]
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import torch def box_iou(box_a, box_b): """ Arguments: boxe_a (Tensor[N, 4]) boxe_b (Tensor[M, 4]) Returns: iou (Tensor[N, M]): the NxM matrix containing the pairwise IoU values for every element in box_a and box_b """ lt = torch.max(box_a[:, None, :2], box_b[...
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def get_fullurl_from_abbrev(name): """return the full url address from a abrev name """ return "http://www.aitaotu.com/guonei/%s.html" % name pass
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def column_to_list(data, index): """ Função que retorna a coluna de uma lista de listas como uma lista Argumentos: data: lista de listas index: posição (coluna) à ser acessada e retornada Retorna: Uma lista com os valores da coluna definida através do ar...
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def quoteStr(astr, escChar='\\', quoteChar='"'): """Escape all instances of quoteChar and escChar in astr with a preceding escChar and surrounds the result with quoteChar. Examples: astr = 'foo" \bar' quoteStr(astr) = '"foo\" \\bar"' quoteStr(astr, escChar = '"') = '"foo"" \bar"' This prep...
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import torch def cosine_similarity(x1, x2): """Calculates cosine similarity of two tensor.""" dist = torch.sum(torch.multiply(x1, x2), dim=-1) dist = dist / (torch.linalg.norm(x1, dim=-1) * torch.linalg.norm(x2, dim=-1)) return dist
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from typing import List def change_station_dropdown(order_list: List[dict], station_name: str) -> List[dict]: """ This function creates the dropdown options for the 'change station' window. It passes the list of orders and a name of a station. Now a structured output is generated, in which all orders are ...
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def parse_reaction(line): """Parse line to tuple of product, amount of product and requirements.""" required, producing = line.split(' => ') amount, product = [int(part) if part.isdigit() else part for part in producing.split()] requirements = {} for requirement in required.sp...
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import zipfile import zlib import logging def create_lambda_deployment_package(srcfile, deployment_package): """Create a Lambda deployment package (ZIP file) :param srcfile: Lambda function source file :param deployment_package: Name of generated deployment package :return: True if deployment package...
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def _timestamps(soup): """ .. versionadded:: 0.3.0 'Publication' and 'last updated' are two available timestamps. If only one timestamp is listed, the story's update and publication time should be the same. :param soup: Soup containing a page from FanFiction.Net :type soup: bs4.BeautifulSo...
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def run_dqm_and_collect_solutions(dqm, sampler): """ Send the DQM to the sampler and return the best sample found.""" # Initialize the solver print("\nSending to the solver...") # Solve the DQM problem using the solver sampleset = sampler.sample_dqm(dqm, label='Example - Immunization Strategy'...
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def read_lines_decimal(read_file): """ Read all lines of a file that are decimal values into a list. :param read_file: File handler for the file to read. :return: List of decimal values. """ # Read all lines with decimal values into list. data_list = [] for line in read_file: # S...
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def remove_enclosing_dirs(full_path): """ Remove any directories in a filepath If you pass a filename to this function, meaning it doesn't contain the "/" string, it will simply return the input back to you. Args: full_path (str): a Unix-based path to a file (with extension) Returns: ...
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def create_text(text, hashtags): """Returns a solid string containing the entire text of the posting Parameters: text (string): text of your posting hashtags (list): list of hashtags e.g. from get_random_hashtags() Returns: string that contains the posting """ output = text + '\n.\n.\n....
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def every_pred(*preds): """ Create a function that returns true if all ``preds`` return true against the provided arguments. :param *preds: Predicates. :rtype: Callable[[Any], bool] """ return lambda *a, **kw: all(pred(*a, **kw) for pred in preds)
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def from_gca_linestring(gca_obj): """ Converts LineString GCA to an EGF string. Returns ------- egf_str : str LineString GCA as an EGF string """ if gca_obj.geometry_type != "LS": raise ValueError(f"Expected geometry type to be 'LS' and got '{gca_obj.geometry_type}' instea...
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def cleanup(run_dir): """ Cleans up the run directory. """ # Remove param_plots folder if empty histo_dir = run_dir.joinpath('histogram_plots') if histo_dir.is_dir() and not any(histo_dir.iterdir()): histo_dir.rmdir() # If run_dir is empty because there aren't enough good pixels, re...
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def get_src(node): """ Returns src module of node, None if attr not defined """ return hasattr(node, "srcmodule") and getattr(node, "srcmodule") or None
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def list_chunks(l, n): """ Return a list of chunks :param l: List :param n: int The number of items per chunk :return: List """ if n < 1: n = 1 return [l[i:i + n] for i in range(0, len(l), n)]
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def cleanup_frame(frame): """Make the columns have better names, and ordered in a better order.""" frame = frame.rename(columns={"Non- Hispanic white": "White"}) frame = frame.reindex(columns=["Asian", "White", "Hispanic", "Black"]) return frame
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def _formatDict(d): """ Returns dict as string with HTML new-line tags <br> between key-value pairs. """ s = '' for key in d: new_s = str(key) + ": " + str(d[key]) + "<br>" s += new_s return s[:-4]
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import torch from typing import Tuple from typing import Union def _dtype_min_max(dtype: torch.dtype) -> Tuple[Union[float, int], Union[float, int]]: """Get the min and max values for a dtype""" dinfo = torch.finfo(dtype) if dtype.is_floating_point else torch.iinfo(dtype) return dinfo.min, dinfo.max
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