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import argparse def parse_arguments(): """Parse Text2Text model evaluation arguments""" parser = argparse.ArgumentParser( description="Calculate precision and recall for text item outputs, where both ground truth target items and predicted items are text-based. " ) parser.add_argument( ...
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def find_extended_row_candidates(frnum, row_candidates, traces): """ Attempt to add further traces to each of the row candidates. row_candidates = find_extended_row_candidates(frnum, row_candidates, traces) At this stage, a single trace may appear in multiple row candidates. Only one of the re...
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def is_even(number: int) -> bool: """ Info: Check if a number is even, if so return True if not return False Paramaters: number: int - The number to check if is even. Usage: is_even(number) Returns: bool """ return number % 2 == 0
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def check_valid(subset_json): """Helper to check if a file is valid, given a subset json instance Args: subset_json: Defined subset json file data Returns: bool: True/false value for validity """ if subset_json is None: return lambda path: True def curry(image_path): ...
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def string_to_decimal(string): """ """ numbers = string.split("/") return float(numbers[0]) / float(numbers[1])
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def greedy_decode(logits, labels): """Decode argmax of logits and squash in CTC fashion.""" label_dict = {n: c for n, c in enumerate(labels)} prev_c = None out = [] for n in logits.argmax(axis=1): c = label_dict.get(n, "") # if not in labels, then assume it's ctc blank char if c != ...
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def step_id_padded(value): """Return the test id from the test step object, index padded to 2. :param value: The test value """ return f"{value.step_index:02d}-{value.user_input}-{value.comment}"
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def irc_prefix(var): """ Prefix a string with the irc_ :param var: Variable to prefix :return: Prefixed variable """ if isinstance(var, str): return 'irc_%s' % var.lower()
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from typing import Optional import os import sys def _handle_title(title: Optional[str]) -> str: """Return title, or if title is None then return a decent default title.""" if title is None: title = os.path.basename(sys.argv[0]) return title
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def get_data_files(filepath, prefix, num_epochs, num_features=41, model_type='lstm'): """ model folder of type: type_prefix_features model file of type: prefix_features_epochs.model means and stddev file of type: means/stddev_prefix_numfeatures.npy """ num_epochs = str(num_epo...
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def success_email_subject_msid_author(identity, msid, author): """email subject for a success email with msid and author values""" return u"{identity}JATS posted for article {msid:0>5}, author {author}".format( identity=identity, msid=str(msid), author=author )
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import os def file_sizes(*fns): """Get file sizes in Bytes. Args: fns (str): File names. Returns: tuple(int): File sizes. """ return tuple([os.stat(fn).st_size for fn in fns])
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import string def fix_name(g): """the name is like: org_chr_start_stop but we may have changed start, stop >>> f = dict(name='name', start=2, end=3, strand='+', chr='chr3', ... type='CDS', attrs={'match':'amatch', 'ID': 'at2g26540_4_5'}) >>> fix_name(f) >>> f {'start': 2, 'chr': 'c...
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def calcul_esp(points): """ Renvoie l'esperance de chaque catégorie en fonction de sa classe Parameters ---------- points : list liste de points Returns ------- esperance_par_classe : list liste d'entiers """ dim_point = len(points[0]) - 1 esperance = [] ...
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import os def getcwd_or_default (default=None) : """ Returns the current working directory or default if it cannot be found. Parameters ---------- default : str, optional Returns ------- str """ if (default is None) : if (os.name == "nt") : home_drive = os.environ.get("HOMEDRIVE", "C:"...
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def _TotalSeconds(delta): """Re-implementation of datetime.timedelta.total_seconds() for Python 2.6.""" return delta.days * 24 * 60 * 60 + delta.seconds
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def add_match_to_profile(profile, match, ismap=True, nucl=None): """Merge current read-gene matches to master profile. Parameters ---------- profile : dict Master gene profile. match : dict Read-gene matches. ismap : bool, optional Whether matches are a read-to-gene(s) m...
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def wildcard_filter( input_string ): """ A helper function which filters out a wildcard string containing 'ANY' and converts it to 'N/A'. """ if str(input_string).strip() == 'ANY': return 'N/A' else: return input_string
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import builtins def _create_binned_data(bin_numbers, unique_bin_numbers, values, vv): """ Create hashmap of bin ids to values in bins key: bin number value: list of binned data """ bin_map = dict() for i in unique_bin_numbers: bin_map[i] = [] for i in builtins.range(len(bin_numbers...
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import os def remap_index_fn(ref_file): """Map sequence references to equivalent bismark indexes """ return os.path.join(os.path.dirname(os.path.dirname(ref_file)), "bismark")
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def get_human_ccy_mask(ccy): """Function that convert exchange to human-readable format""" # {"ccy":"USD","base_ccy":"UAH","buy":"24.70000","sale":"25.05000"} return "{} / {} : {} / {}".format(ccy["ccy"], ccy["base_ccy"], ccy["buy"], ccy["sale"])
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import requests def fetch_info(imdb_id, response='json', plot='full', tomatoes=True): """ E.g. http://www.omdbapi.com/?i=tt1024648&plot=short&r=json&tomatoes=true """ url = 'http://www.omdbapi.com/?i=' + imdb_id url += '&plot=' + plot url += '&r=' + response url += '&tomatoes=' + str(tomat...
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def readComparison(infile): """ read comparison files into a list : param infile: a TAB-delimited file containing 5 field and the first one is the coordinate of split sub-matrix """ mylist = [] with open(infile) as f: for line in f: position = line.strip().split() ...
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def add_prefix(signal_names, wip_signal, prefix="wip_"): """Add prefix to signal if there is a WIP signal. Parameters ---------- signal_names: List[str] Names of signals to be exported prefix : "wip_" prefix for new/non public signals wip_signal : List[str] or bool a lis...
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def array(num_elements, element_func, *element_func_args): """ Returns array of elements with a length of num_elements. Every element is generated by a call to element_func(*element_func_args). """ return [element_func(*element_func_args) for _ in range(num_elements)]
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def deg_dms(decimal_degree): """ Convert angle in degrees to degree, minute, second tuple :param degree: Angle in degrees :return: (degree, minutes, second) Example: >>> import units as u >>> >>> u.dms_deg((45, 23, 34)) 45.39277777777778 >>> ...
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def extract_from_result_id(result_id): """Extract default uuid string repr from compressed format.""" delimiters = [8, 4, 4, 4, 12] uuid = "urn:uuid:" for delimiter in delimiters: if uuid != "urn:uuid:": uuid += "-" uuid += result_id[:delimiter] result_id = result_id[...
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def _last_test(test): """Returns True if given test is the last one.""" parent_tests = tuple(test.parent.testcases) return parent_tests.index(test) == (len(parent_tests) - 1)
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import requests def ask_for_numbers(): """helper function to get numbers from other pi""" requests.get("http://zero2.local:5000/get_num", timeout=(20,0.02)) return 1
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import re import sys def get_igo_id(file_name): """ Extracts IGO ID from intput BAM filename. :param file_name: string e.g. "/PITT_0452_AHG2THBBXY_A1___P10344_C___13_cf_IGO_10344_C_20___hg19___MD.bam" :return: string e.g. "10344_C_20" """ regex = "IGO_([a-zA-Z0-9_]*?)___" match...
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def compare_posts(fetched, stored): """ Checks if there are new posts """ i=0 for post in fetched: if not fetched[post] in [stored[item] for item in stored]: i+=1 return i
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def GetPassDay(strDatetime, endDatetime): """获取日期间隔天数(忽略小时,不是时间的间隔天数) @return int ( >0 if endDatetime>strDatetime else <=0) """ strDate = strDatetime.date() endDate = endDatetime.date() return (endDate - strDate).days
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def build_query(filters, page, request): """ Construye el query de búsqueda a partir de los filtros. """ if filters.jur: q = filters.buildQuery().order_by('carrera__nombre') else: q = filters.buildQuery().order_by('jurisdiccion__nombre', 'carrera__nombre') return q
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def required_jenkins_settings(settings): """ Checks if all settings required for interacting with jenkins build are set """ try: return all([ settings.get('jenkins', setting) != '' for setting in ['url', 'username', 'password', 'job_name', 'build_num'] ]) except KeyError: return False
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def MCMC_settings(): """================================== Set your preferences for the MCMC sampling. ==================================""" mc = dict() mc['Nwalkers'] = 100 ## number of walkers mc['Nburnsets']= 2 ## number of burn-in sets mc['Nburn'] = 4000 ## length of each burn-in ...
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def find_id(concept, h): """ :type concept: Collection.iterable """ id_found = 0 for e in concept: if e['id'] == h: return id_found id_found += 1 return None
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from typing import Union def getNumeric(param: str) -> Union[float, int]: """ Function that returns a numeric from a random data string. :param data: :return: """ if not isinstance(param, str): return param if "." in param: return float(param) return int(param)
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import requests def _return_response_and_status_code(response, json_results=True): """ Output the requests response content or content as json and status code :rtype : dict :param response: requests response object :param json_results: Should return JSON or raw content :return: dict containing th...
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from pathlib import Path def paths(): """Gets common paths for tests running uploads""" top_level = Path(__file__).parents[1] / "data" input = top_level / "data_octree" return top_level, input
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def prune_wv(df, vocab, extra=["UUUNKKK"]): """Prune word vectors to vocabulary.""" items = set(vocab).union(set(extra)) return df.filter(items=items, axis='index')
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def calc_bmr(weight, height, age): """ :param weight: weight in kg :param height: height in cm :param age: age in years :return: bmr """ return 10 * weight + 6.25 * height - 5 * float(age)
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import csv def check_diff_genes(diffpeak, outputfile, diffgenes, condition): """ :param diffpeak: :param outputfile: :param diffgenes: :param condition: :return: """ genes_in_data = dict() with open(diffgenes, 'r') as genefile: header = genefile.readline().strip().split() ...
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def addressInNetwork(ip, net): """ Is an address in a network """ return ip & net == net
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from socket import gethostname def host_local_machine(local_hosts=None): """ Returns True if its a recognized local host Keyword Arguments: local_hosts {list str} -- List of namaes of local hosts (default: {None}) Returns: [bool] -- True if its a recognized local host False other...
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def print_msg(msg): """Print message in console.""" def green_msg(msg): """Make message green color in console.""" return '\033[92m{0}\033[00m'.format(msg) print(green_msg('\n{}\n'.format(msg)))
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import torch def get_all_pairs_indices(labels, ref_labels=None): """ Given a tensor of labels, this will return 4 tensors. The first 2 tensors are the indices which form all positive pairs The second 2 tensors are the indices which form all negative pairs """ if ref_labels is None: ref...
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from typing import Set def _negative_to_positive_state_indexes(indexes: Set[int], n_entries) -> Set[int]: """ Convert negative indexes of an iterable to positive ones Parameters ---------- indexes: Set[int] indexes to check and convert n_entries: int total number of entries R...
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import importlib def collection_import(): """These tests run assuming that the awx_collection folder is inserted into the PATH before-hand by collection_path_set. But all imports internally to the collection go through this fixture so that can be changed if needed. For instance, we could switch to...
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import math def distance(point_one, point_two): """Calculates the Euclidean distance from point_one to point_two """ return math.sqrt((point_two[0] - point_one[0]) ** 2 + (point_two[1] - point_one[1]) ** 2)
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def matches_have_unknown(matches, licensing): """ Return True if any of the LicenseMatch in `matches` has an unknown license. """ for match in matches: exp = match.rule.license_expression_object if any(key in ('unknown', 'unknown-spdx') for key in licensing.license_keys(exp)): ...
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def mvt(a, b, fx = lambda x: x): """ Mean value theorem Params: a: start of interval b: end of interval fx: function Returns: f_c: derivative of some point c that is a <= c <= b """ return (fx(b) - fx(a))/(b - a)
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def atom(token): """ 输入:字符 输出:整型,浮点型,或者字符 """ # 无法用 if else 语句,必须要先转化token,再判断是否是相应数据类型,但是转化失败就无法判断了 # 所以为了转化失败,让解释器不抛出错误,我们使用token # 而要用 if else 的高级语句 try except # if isinstance(token, int): # return int(token) # elif isinstance(token, float): # return floa...
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def dag_paths(dag): """ :return A frozenset containing every path (v1,v2,...,vn) such that each vi is nested within @dag and is a direct element of at most one set. :param @dag A nested structure of elements where each element is a string, a tuple or a frozenset. """ if dag == (): return {()} ...
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import random def get_personal_info_param(): """ Assemble params for get_personal_info :return: Params in dict """ param_dict = dict() param_dict['menuid'] = 'customerinfo' param_dict['pageid'] = str(random.random()) return param_dict
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def function_check(x,limits,numerical_cols): """ True: outside hypercube False: not outside hypercube """ result = False for col in numerical_cols: l_max = limits[col+'_max'][0] l_min = limits[col+'_min'][0] # If its outside from some of the limits, then its...
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import argparse def get_options(): """ Parse and return the arguments provided by the user. """ parser = argparse.ArgumentParser(description='Launch crab over multiple datasets.') parser.add_argument('--submit', action='store_true', dest='submit', help='Submit all the task...
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def add_prefix(prefix, split, string): """ Adds a prefix to the given string :param prefix: str, prefix to add to the string :param split: str, split character :param string: str, string to add prefix to :return: str """ return split.join([prefix, string])
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import textwrap import asyncio import os async def create_sample_datasets_and_visualisations(): """Creates one of each type of dataset/visualisation WARNING: removes any pre-existing datasets/visualisations Creates 5 datasets/visualisations: 1) Master dataset, available to all, with DIT source tag ...
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import pathlib def md_files(file_list): """Get list of markdown files from the repository file list""" md_files = [] while file_list: git_file = file_list.pop() if pathlib.Path(git_file.name).suffix == ".md": md_files.append(git_file) return md_files
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import math def next_byte_power(value): """Calculate the next power of 2 from a value.""" char_bit = 8 byte_length = int(math.ceil(value.bit_length() / char_bit)) return 2 ** (char_bit * byte_length)
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import numpy def skew(r): """ Calculates the Skew matrix Attributes: r: vector Return: S: Skew symmetric matrix """ S = numpy.array( [ [0, -r[2], r[1] ], [ r[2], 0, -r[0] ], [ -r[1], r[0], ...
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def rank_mirnas(all_data, genes): """ Calculate total score for each miRNA and sort rows in descending order. :param all_data: dict :param genes: list of genes :return: """ condensed_rows = list() for mirna, row in all_data.items(): mirna_score = 0 mirna_row = tuple() gene_nr = len(genes) for i in range...
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def get_area_codes(): """ Returns: An array of US phone area codes """ area_codes = [ 205, 251, 256, 334, 938, # Alabama 907, 250, # Alaska 480, 520, 602, 623, 928, # Arizona 327, 479, 501, 870, # Arkansas 209, 213, 310, 323, 408, 415, 424, 442, 510,...
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def serialize_structures(storage): """ Serializes storage structures into dict. :param dict storage: Storage dict. :return: Serialized storage. :rtype: dict """ return { "tasks": [list(t._asdict().values()) for t in storage["tasks"]], "groups": [list(g._asdict().values()) f...
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def apply_twice(f, x): """Return f(f(x)) >>> apply_twice(square, 2) 16 >>> from math import sqrt >>> apply_twice(sqrt, 16) 2.0 """ return f(f(x))
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def extract_wikipedia_page(line): """Extracts the Wikipedia page for an entity""" if "sitelinks" in line and "enwiki" in line["sitelinks"]: return line["sitelinks"]["enwiki"]["title"].strip().replace(" ", "_") return None
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def _get_port_interface_id_index(dbapi, host): """ Builds a dictionary of ports indexed by interface id. """ ports = {} for port in dbapi.ethernet_port_get_by_host(host.id): ports[port.interface_id] = port return ports
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def get_stability(data, for_next_minutes=None, **kwargs): """Pass.""" if data.is_running: if data.is_correlation_finished: return "Discover is running but correlation has finished", True return "Discover is running and correlation has NOT finished", False next_mins = data.next_...
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import random def random_correct_answer_message(correct_answer, points): """ Return a random encouraging phrase for getting a right answer """ phrases = [ "Nailed it!", "Nice one!", "Great work!", "You got it!", "Woohoo, nice job!", "You're amazing!", "C...
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def is_protein_family(bio_ontology, node): """Return True if the given ontology node is a protein family.""" if bio_ontology.get_ns(node) == 'FPLX': return True return False
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import re def camel_to_snake(s: str) -> str: """Convert a string from camelCase string to snake_case. Args: s: String to be converted. Returns: A string where camelCase words have been converted to snake_case. """ return re.sub(r'(?<!^)(?=[A-Z])', '_', s).lower()
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def inputNumber(message): """ Get an input number from user. Prompt is str @message """ while True: try: userInput = int(input(message)) except ValueError: print("Not an integer! Try again.") continue else: return userInput ...
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def generate_linear_costlist(max_torsions=5): """ 1 1 2 1 1 2 3 1 2 2 1 3 etc """ combos = [] for i in range(max_torsions): for j in range(i): combo = [i-j, j+1] combos.append(combo) return combos
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import torch from typing import Optional def all_in_bounds( x: torch.Tensor, low: Optional[float] = None, high: Optional[float] = None, a_tol: float = 0., ) -> bool: """Check if tensor values respect lower and upper bound. :param x: The tensor. :param low: The lower bound....
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def get_nfunc_list(fit_func, adaptive, data, nfunc_max_dict): """Makes nfunc list.""" nfunc_max = nfunc_max_dict[fit_func.__name__[:2]] if adaptive: nfunc_list = [nfunc_max] else: nfunc_list = list(range(1, nfunc_max + 1)) if fit_func.__name__[:2] == 'nn': if fit_func.__name_...
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def favicon(): """favicon.""" return('NOK', 'text/plain', '')
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def d3(x): """Evaluate the estimate 3*x**2+2*x+1.""" return (3*x+2)*x+1
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def find_age_breakpoints_from_dicts(age_dict): """ Convert a dictionary of age groups back into the list of breakpoints. """ breakpoints_with_repetition = [] breakpoints = [] # add all age breakpoints to a temporary list that allows repetition for key in age_dict: for i in age_dict...
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def circle_diam_rad(radius): """Usage: Find circle's diameter from radius""" return radius*2
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def prompt_output(cli_input, converted=None): """Return expected output of simple_command, given a commandline cli_input string.""" return f'Opt: {cli_input}\n{converted or cli_input}\n'
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import shlex import subprocess def _get_process_results(command): """Gets a subprocess result based on the given arguments param - Parameters, including program. Eg: alpr -c eu -j img.jpg return - [results, error] """ # Generate and slpit up commands (required by subprocess) command_args = s...
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def only_for_board_and_development(boards): """ Create a filter that is only considered when the given board matches and when development is toggled. """ def _inner(context): return context["board"] in boards and context["development"] return _inner
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import pickle def pickle_loader(data): """YAML tag for loading pickle files.""" with open(data, "rb") as f: data = pickle.load(f) return data
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def convert_environment_id_string_to_int( environment_id: str ) -> int: """ Converting the string that describes the environment id into an int which needed for the http request :param environment_id: one of the environment_id options :return: environment_id represented by an int """ try...
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import grp def get_gid_from_group(group): """Return GID from group name Looks up GID matching the supplied group name; returns None if no matching name can be found. NB returned GID will be an integer. """ try: return grp.getgrnam(group).gr_gid except KeyError as ex: ret...
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def check_pseudo_overlap(x1, x2, y1, y2): """ check for overlaps [x1, x2] and [y1, y2] should only be true if these overlap """ return max(x1, y1) <= min(x2, y2)
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import numpy as np def readDataFromCsv(filename, readNames): """Read data from .csv file into an array. Output: a numpy array""" data = np.genfromtxt(filename, delimiter = ',', names=readNames) return data
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import base64 def base85_encode(string: str) -> bytes: """ >>> base85_encode("") b'' >>> base85_encode("12345") b'0etOA2#' >>> base85_encode("base 85") b'@UX=h+?24' """ # encoded the input to a bytes-like object and then a85encode that return base64.a85encode(string.encode("utf...
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from pathlib import Path def image_file_path(instance, filename, ext='.jpg'): """Returns the path with modified file name for the image files. Args: instance (object): instance of the file being uploaded. filename (str): current name of the file. Returns: str: new file path. ...
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def merge_variables(variables, name=None, **kwargs): """Merge/concatenate a list of variables along the row axis. Parameters ---------- variables : :obj:`list` A list of Variables to merge. name : :obj:`str` Optional name to assign to the output Variable. By default, uses the ...
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def replace_fields(field_list, *pairs): """Given a list of field names and one or more pairs, replace each item named in a pair by the pair. fl = 'one two three'.split() replace_fields(fl, ('two', 'spam')) # ['one', ('two', 'spam'), 'three'] """ result = list(field_list) for field_name,...
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from typing import Optional def rsubstringstartingwith(sub: str, s: str) -> Optional[str]: """ >>> rsubstringstartingwith('://', 'database://foo') 'foo' >>> rsubstringstartingwith('://', 'database://foo://bar') 'bar' >>> rsubstringstartingwith('://', 'foo') None """ try: re...
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def parse_bool(x, true=('true', 'yes', '1', 'on'), add_true=(), false=('false', 'no', '0', 'off'), add_false=()): """Parse boolean string. Parameters ---------- x : bool or str Boolean value as `bool` or `str`. true : list of str List of accepted string representation...
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def get_space_from_string(space_str): """ Convert space with P, T, G, M to int """ M = 1024 G = 1024 * M T = 1024 * G P = 1024 * T if 'M' in space_str: return int(float(space_str.split('M')[0]) * M) elif 'G' in space_str: return int(float(space_str.split('G')[0]) * G...
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async def read_vlq(stream): """ Reads a VLQ from a stream, and returns both the parsed value and the bytes belonging to it. :param stream: A stream object, with readexactly() defined. :return: int, bytes: The parsed value and unparsed value of the VLQ. """ raw_bytes = b"" value = 0 while...
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def findPath(g, start_vertex, end_vertex, poids = 0, path=None): """ find a path from start_vertex to end_vertex in graph """ if path == None: path = [] graph = g.gDict() path = path + [start_vertex] if start_vertex == end_vertex: return (path,poids) if start_vertex not in graph:...
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def get_top_fitness(dirty_values): """Return top fitness value. Returns the top fitness values of a :class:`~paddy.Paddy_Runner.PFARunner`, solely, for each iteration as a list when passed a dictionary with the structure type of :attr:`~paddy.Paddy_Runner.PFARunner.top_values`. Parameters ...
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def generate_statline(statid, version, time, date, lc, vh): """ Genera una línea de estadísticas. :param statid: ID de la línea :param version: Versión :param time: Tiempo de compilación :param date: Fecha de compilación :param lc: Número de líneas :param vh: Version hash :return: ...
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def moles_to_pressure(volume: float, moles: float, temperature: float) -> float: """ Convert moles to pressure. Ideal gas laws are used. Temperature is taken in kelvin. Volume is taken in litres. Pressure has atm as SI unit. Wikipedia reference: https://en.wikipedia.org/wiki/Gas_l...
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def get_file_names(in_list): """Makes a list of each index[1] in a list of lists This method is deployed in the get_medical_image_list route :param in_list: list of lists containing patient medical images and file names :return: list containing file names """ temp = list()...
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