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def predecesseurs(m, s): """Renvoie les prédécesseurs du sommet s de la matrice d'adjacence m. Les prédécesseurs se lisent sur la colonne s de m. """ pred = [] for i in range(len(m)): if m[i][s] == 1: pred.append(i) return pred
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def get_recent_signals(zakenDataset, n=100): """Create a list the n most recent ICTU signals from our data.""" signals = zakenDataset.data.sample(100) # INSTEAD OF PICKING THE MOST RECENT SIGNALS, WE TEMPORARILY RANDOMLY SAMPLE THEM FOR OUR MOCK UP! signals.drop(columns=['woonfraude'], inplace=True) # For...
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import torch def s2s2_gram_schmidt(v1, v2): """Normalise 2 3-vectors. Project second to orthogonal component. Take cross product for third. Stack to form SO matrix.""" u1 = v1 e1 = u1 / u1.norm(p=2, dim=-1, keepdim=True).clamp(min=1E-5) u2 = v2 - (e1 * v2).sum(-1, keepdim=True) * e1 e2 = u2 / ...
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def operKey(obj, field): """ generate operate Key """ return "%s:id:%s:%s" % (obj.__class__.__name__, obj.id, field)
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def metacalibration_names(names): """ Generate the metacalibrated variants of the inputs names, that is, variants with _1p, _1m, _2p, and _2m on the end of each name. """ suffices = ['1p', '1m', '2p', '2m'] out = [] for name in names: out += [name + '_' + s for s in suffices] ...
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def loadLines(fileName, fields): """ :param fileName: :param fields: :return: lineObj = {lineID:L1045, characterID:u0, movieID:m0, character:BIANCA, text:They do not!} lines = {lineID: lineObj lineID: lineObj} """ lines = {} with open(fileName, 'r', encodin...
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def session_save_path(interp, path=None): """Get and/or set the current session save path""" w_act = interp.config.get_ini_w('session.save_path') if not path: path = "" interp.session.save_path = path else: interp.config.set_ini_w('session.save_path', interp.space.wrap(path)) ...
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def to_decimal_place(x, decimal_place=2): """ Correct the number to some decimal place :params decimal_Place: decimal place I want to pick """ decimal = '{0:.%sf}' % decimal_place return float(decimal.format(x))
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def convert(number): """ Convert a number to a string of raindrop sounds. param: int number return: str formatted string based on input """ if number % 7 == 0 and number % 5 == 0 and number % 3 == 0: return "PlingPlangPlong" if number % 7 == 0 and number % 5 == 0: return "P...
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def generate_bq_schema(df, default_type='STRING'): """ Given a passed df, generate the associated big query schema. Parameters ---------- df : DataFrame default_type : string The default big query type in case the type of the column does not exist in the schema. """ type_ma...
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def getNamespaceUnversioned(string: str): """getNamespaceUnversioned Gives namespace of a type string, version NOT included :param string: :type string: str """ if '#' in string: string = string.rsplit('#', 1)[1] return string.split('.', 1)[0]
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def assign_w(w_gate, w_gate_unc, w_censored, results_fut_zj, zj_idx): """Reduce repetetive code.""" w_gate[zj_idx, :, :, :] = results_fut_zj[4] w_gate_unc[zj_idx, :, :, :] = results_fut_zj[5] w_censored[zj_idx, :, :] = results_fut_zj[7] return w_gate, w_gate_unc, w_censored
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import six import string def validate_apns_token(token_str): """Validate an APNS token These are 32 byte identifiers encoded as a hex string. """ if not isinstance(token_str, six.string_types): return False token_str_stripped = token_str.strip() if len(token_str_stripped) != 64 or not ...
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def MultiplyTwoNumbers(a,b): """ multiplying two numbers input: a,b - two numbers output: returns multiplication """ c = a*b return c
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import string import re def remove_special_chars(text): """remove all special characters except the period (.) comma (,) and question mark (?) for instance, ">", "~", ", $, |, etc. """ schars = ''.join([a for a in string.punctuation if a not in ".,?"]) text = re.sub('[%s]' % re.escape(s...
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def load_state_dict(network, state_dict): """ restore model from state_dict """ network["feat_model"].load_state_dict(state_dict["feat_model"]) network["classifier"].load_state_dict(state_dict["classifier"]) # for name, param in state_dict["feat_model"].items(): # print(name, "\t", ...
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def days_since(t1, t2): """ Returns the number of days between two timestamps. :param t1: Time one. :param t2: Time two. """ timedelta = t1 - t2 return timedelta.days
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def replicate(l): """ Replicates if there is only one element. """ if(len(l) == 1): l.append(l[0]) return l
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import os.path import json def read_shm(fil): """Read exitsing jobstats file and return decoded json""" jobinfo = {} if(os.path.exists(fil)): with open(fil) as fp: jobinfo=json.loads(fp.read()) return jobinfo
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def percentage_to_mark(percentage): """Transform percentage values to mark label.""" thresholds = { 99: 'A+++', 95: 'A++', 90: 'A+', 80: 'B', 70: 'C', 60: 'D', 50: 'E', 40: 'F' } for threshold, mark in thresholds.items(): if percent...
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def minke_session_switch(context): """ Render the session-switch-bar. """ return context
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import re def substitute(line, regex, class_): """Generate a span and put it in the line per the regex.""" result = re.search(regex, line) if result: for match in result.groups(): line = line.replace( match, '<span class="{}">{}</span>'.format(class_, match), 1 ...
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def ceildiv(a, b): """Divides with ceil. E.g., `5 / 2 = 2.5`, `ceildiv(5, 2) = 3`. Args: a (int): Dividend integer. b (int): Divisor integer. Returns: int: Ceil quotient. """ return -(-a // b)
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def flatten(lst): """Flatten a 2D array.""" return [item for sublist in lst for item in sublist]
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def proto_name(s): """Return the name of the proto file >>> proto_name('foo.proto') 'foo' :param s: :return: """ return s.split('.')[0]
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def lcfa_pattern(tmp_path): """Fixture to mock pattern for LCFA files.""" return str(tmp_path / "lcfa-fake" / "lcfa-fake-{year}{month}{day}{hour}{minute}{second}-" "{end_hour}{end_minute}{end_second}.nc")
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def leverage(balance_df): """Checks if the leverage exposure was reduced since previous year Explanation of Leverage: https://www.investopedia.com/terms/l/leverage.asp balance_df = Balance Sheet of the specified company """ # current year assets_curr = balance_df.iloc[balance_df.index.get_l...
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import json import os def load_regex(): """Loads the regex strings from the file into a dict.""" return json.loads( open( os.path.abspath(os.path.dirname(__file__)) + "/regex.json", "r" ).read() )
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from typing import OrderedDict def makeSubstitutionInTweet(texte,rempla): """ on traite toutes les substitutions à faire dans tweet.text avec cette fonction, qui les prend en fonction de leur position initiale. On travaille en partant de la fin, pour ne pas avoir à faire de décalages par rapport aux p...
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import os def batchbubblekicker(data_path, channel, pipeline, *args): """ Given a folder with processable files and a channel to use, a sequence of steps class as implemented in the pipelines.py file will be applied on each of the individual images :param data_path: folder containing images to pr...
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def get_progress(context, scope): """ Returns the number of calls to callbacks registered in the specified `scope`. """ return context.get("progress", {}).get(scope)
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def fread(path): """Reads a file.""" with open(path, 'r') as file: return file.read()
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def get_column(a, j): """the column of a matrix""" return [a_i[j] for a_i in a]
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def Multiply_by_number(matrix_1, number): # умножение матрицы на число """ Функция, которая умножает матрицу на число :params matrix_1: матрица :params matrix_2: число, на которое необходимо умножить матрицу :return matrix_out: матрица, как результат """ matrix_out = [] for...
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def apply_supported_whitelist(compiler, whitelist, target): """Generate a list of supported targets for a given compiler and post-binary hook white-list.""" if compiler not in target.supported_toolchains: return False if not hasattr(target, "post_binary_hook"): return True if target....
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import yaml import glob def load_config(params): """ Prepare configuration dictionary. """ config = {} if params.data[0].endswith('.yaml'): with open(params.data[0]) as f: config = yaml.load(f, Loader=yaml.FullLoader) config['data_path'] = sorted(glob.glob(config['data_path'])) else: con...
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def sort_high_scores(scores, highest_possible_score): """Returns the high scores sorted from highest to lowest""" if type(scores) != list: raise TypeError( "The first argument of sort_high_scores must be a list.") if type(highest_possible_score) != int: raise TypeError( ...
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def filter_products(queryset, user): """ Restrict the queryset to products the given user has access to. A staff user is allowed to access all Products. A non-staff user is only allowed access to a product if they are in at least one stock record's partner user list. """ if user.is_staff: ...
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from typing import Any def arg_dict_creator(string: Any): """Creates a Dict from a CSV string. Args: string(str): CSV string - formatted as 'field1:value1,field2:value2'. Returns: Dict from string representation. """ if not string: return None split_string = string.s...
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def create_dicts_by_chain(keys_chain: list): """ Create nested dicts by keys chain >>> create_dicts_by_chain(['some', 'keys']) {'some': {'keys': {}}} """ result = {} current_dict = result for key in keys_chain: current_dict[key] = {} current_dict = current_dict[key] r...
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import math import numpy def axis_angle_to_quaternion(n, theta): """OI """ c = math.cos(theta/2) s = math.sin(theta/2) quat = numpy.zeros((4,1)) quat[0] = c quat[1:] = n*s return quat
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def extract_text_from_file_ld(filename): """ text extraction rule for livedoor corpus """ table = str.maketrans({ '\n': '', '\t': ' ', '\r': '', }) with open(filename) as text_file: # 0: URL, 1: timestamp text = text_file.readlines()[2...
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def nested_update(d, u): """ Courtesy of: http://stackoverflow.com/questions/3232943/update-value-of-a-nested-dictionary-of-varying-depth """ for k, v in u.iteritems(): if isinstance(v, dict): r = nested_update(d.get(k, {}), v) d[k] = r else: d[k] = u[...
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def load_collection(path): """Loads tsv collection into a dict of key: doc id, value: doc text.""" collection = {} with open(path) as f: for i, line in enumerate(f): doc_id, doc_text = line.rstrip().split('\t') collection[doc_id] = doc_text.replace('\n', ' ') if i % 1000000 == 0: pri...
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def test_pos_only_call_via_unpacking(a, b, /): """ >>> test_pos_only_call_via_unpacking(*[1,2]) 3 """ return a + b
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def sampleIdsFromNode(node, cladeTops=()): """Return a list of IDs of all samples found under node.""" kids = node.get('children') if (kids): sampleIds = [] for kid in kids: if (kid not in cladeTops): sampleIds += sampleIdsFromNode(kid, cladeTops) else: ...
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import re def process_for_latex(string): """Returns a LaTeX-ready string, without spaces or integers.""" int_to_str = {0: "zero", 1: "one", 2: "two", 3: "three", 4: "four", 5: "five", 6: "six", 7: "seven", 8: "eight", 9: "nine"} latex_string = string.replace(" ", "") lst = re.findall...
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import argparse def get_parser(): """Build argument parser for TGAN CLI utility.""" parser = argparse.ArgumentParser(description='TGAN Command Line Interface.') parser.set_defaults(function=None) action = parser.add_subparsers(title='action', dest='action') action.required = True experiments...
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def get_axes_bounds(fig): """Return the entire axes space for figure. An axes object in mpl is specified by its relation to the figure where (0,0) corresponds to the bottom-left part of the figure and (1,1) corresponds to the top-right. Margins exist in matplotlib because axes objects normally don'...
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def goldstein_price_function(x): """https://www.sfu.ca/~ssurjano/goldpr.html""" return ((1 + (19 - 14 * x[0] + 3 * x[0]**2 - 14 * x[1] + 6 * x[0] * x[1] + 3 * x[1]**2) * (x[0] + x[1] + 1)**2) * (30 + (18 - 32 * x[0] + 12 * x[0]**2 + 48 * x[1] - 36 * x[0] * x[1] +...
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def filter_price_list(converted_prices, recommended_length, couples): """Makes sure that products with too big of a leveshtein length won't pass further down the decisions tree""" filtered_rice_list = [] for i in range(1, len(couples)): if couples[i][1] == recommended_length: filtere...
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def check_date_format(date): """check if date format fits the DD/MM/YYYY format""" if len(date) != 10: return False if(date[0:1].isnumeric() is False or date[3:4].isnumeric() is False or date[6:9].isnumeric() is False): return False if date[2] and date[5] != ".": re...
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def is_palindrome(x): """ >>> is_palindrome(121) True >>> is_palindrome(123) False """ return str(x) == str(x)[::-1]
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def dense_flops(in_neurons, out_neurons): """Compute the number of multiply-adds used by a Dense (Linear) layer""" return in_neurons * out_neurons
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def areAgentsSame(agent1, agent2): """Check that agents' underlying structures are the same""" agent1dict = agent1.__dict__ agent2dict = agent2.__dict__ to_find_common = {'constraint_generator', 'epsilon', 'feature_set', 'function_set', 'last_state', 'ret_train_expl', 'rhs_by_labe...
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import requests def getexp_fromqueue(token): """ """ auth_token = "Token " + token url = "http://127.0.0.1:8000/api/experiments/queue" payload = {} headers = { 'Authorization': auth_token, # 'Cookie': 'csrftoken=a6IwyqS4I5vjwcNAT5Tm70PuiK7AFjcDVPHbyZy3I189V7eX5iK2m0AwJQoYyVUb; ses...
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import os def check_presence_of_files(filenames): """check for the presence/absence of files Parameters ---------- filenames : list Filenames to check for presence. Returns ------- missing : list List of missing filenames """ missing = [] for filename in file...
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import torch def replace_leaky_relu_mixed_integer_constraint(negative_slope, x_lo, x_up, dtype=torch.float64): """ For input x ∈ [x_lo, x_up] (and x_lo < 0 < x_up), t...
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def filter_orders(pair, orders, minvolumes): """ fetch orders with appropriate sizes :param pair: trading pair :param orders: dict with orders in form { 'asks': [], 'bids': [], ...
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def calc_beats(data, rpeak_locs, metrics): """Returns the times when R-peaks occur Args: data (2D numpy array): contains two columns with time and ECG data rpeak_locs (1D numpy array): contains locations of R-peaks metrics (dict): dictionary containing the metrics calculated ...
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def majority_vote(votes, minimum_count=3): """Determine the label voted for by the majority Given a list of binary votes we compute the preferred label based on a simple majority vote if there are atleast `minimum_count` votes. Returns the binary label or `None` if there are not enough votes "...
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def pluralize(n, text, suffix='s'): # type: (int, str, str) -> str """Pluralize term when n is greater than one.""" if n != 1: return text + suffix return text
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def shortest_path_tree(g, s, d): """Reconstruct shortest-path tree rooted at vertex s, given distance map d. Return tree as a map from each reachable vertex v (other than s) to the edge e=(u,v) that is used to reach v from its parent u in the tree. """ tree = {} for v in d: if v is not s: for e in...
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def bolt_min_dist(d_0): """ Minimum bolt spacing. :param d_0: :return: """ e_1 = 1.2 * d_0 e_2 = 1.2 * d_0 e_3 = 1.5 * d_0 p_1 = 2.2 * d_0 p_2 = 2.4 * d_0 return e_1, e_2, e_3, p_1, p_2
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import sys import os def get_user_data(error): """Function gets data from user Args: error (int): Type of data, that is incorrect or misiing (0 for amount of command args, 1 for path for file with text Returns: tuple: Fixed data from user """ if error == 0: print(...
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import json def load_user(DATA_FILE, user): """load user from user.json""" with open(DATA_FILE, "r") as f: data = json.load(f) user.username = data["username"] user.isLogin = True user.access_token = data["access_token"] return user
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import os def make_maps(mappings, files): """ Simplifies the mappings by creating a map from each source to a destination If there are duplicates in the list of sources, then the results are undefined. :param mappings: dict {(file#,line#):("old_path","int_path","ext_path",...)} :param files: dic...
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def decodeImage(imageMatrix, bitPlane): """ Method to decode the text inside the image to a text string. Parameters ---------- imageMatrix : list A list of ints with the matrix of pixels of the image to be modified bitPlane : int The...
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def get_or_none(model, **kwargs): """ from http://stackoverflow.com/questions/1512059/ """ try: return model.objects.get(**kwargs) except model.DoesNotExist: return None
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def get_import_context(node): """ Go backs up the graph to the import that started this possible cycle, and gets the import line number :param node: :return: int """ name = node.name seen = set() while node.parent and node.parent.parent: node = node.parent if node in ...
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import os import subprocess import sys def runSimulation(worDir, cmd): """ Run the simulation. :param worDir: The working directory. :param cmd: An array which is passed to the `args` argument of :mod:`subprocess.Popen` .. note:: This method is outside the class definition to ...
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def set_blast_min_length(config): """Set minimum sequence length for running blast searches.""" return config["settings"].get("blast_min_length", 1000)
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def filter_out_hydrogens(mol): """Get indices for non-hydrogen atoms. Parameters ---------- mol : rdkit.Chem.rdchem.Mol RDKit molecule instance. Returns ------- indices_left : list of int Indices of non-hydrogen atoms. """ indices_left = [] for i, atom in enumer...
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def local_name(url): """Generate a local filename from a remote URL.""" # We assume that the remote url is separated by / and that the file name # is the final part of the url return url.split('/')[-1]
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def readlines(fil=None,raw=False): """ Read in all lines of a file. Parameters ---------- file : str The name of the file to load. raw : bool, optional, default is false Do not trim \n off the ends of the lines. Returns ------- lines : list The list ...
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import os def requirements(): """Load packages in requirements.txt""" with open(os.path.join(os.path.dirname(__file__), "requirements.txt")) as handle: packages = handle.readlines() packages = [package.strip() for package in packages] return packages
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def normalize_commit_message(commit_message): """ Return a tuple of title and body from the commit message """ split_commit_message = commit_message.split("\n") title = split_commit_message[0] body = "\n".join(split_commit_message[1:]) return title, body.lstrip("\n")
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def matching_input_from_splitter(splitter_rpn): """similar to splitting_axis, but without state_input, finding inputs that are for the same axes. can't find the final dimensions without inputs. """ axes_for_inputs = {} output_inputs = {} stack_inp = [] for el in splitter_rpn: ...
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from typing import Optional def get_parent_job_id_from_job_tree(job_tree) -> Optional[str]: """job_treeから親のjob_idを取得します。 親のジョブがない場合はNoneを返します。 Args: job_tree: Returns: 親ジョブのjob_id。親ジョブがなければNone。 """ tmp_list = job_tree.split("/") if len(tmp_list) <= 2: # "org/job_i...
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import re import os def get_newest_vcf(db_dir_content): """From the database fetch output, get newest VCF according to time of creation.""" db_out = []; result = [] for i in db_dir_content: db_out.append(i[0]) ## tuple-form result for x in db_out: if re.search('./vcfs/.', x): try: result.append((os.pat...
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from pathlib import Path import os def get_ca_bin_paths(ca_path): """Get paths of step binaries.""" ca_path = Path(ca_path) step = None step_ca = None if (ca_path / 'step').exists(): dirs = os.listdir(ca_path / 'step') for dir_ in dirs: if 'step_' in dir_: ...
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import json def load_task(json_file): """Opens a task json file and returns its contents""" try: with open(json_file, 'r') as jinput: raw_input = json.load(jinput) except FileNotFoundError as e: print(f'\n\nError, file not found: {json_file}', end='\n\n') return re...
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def FilterSet(df, annotSet="", annotSetArr=[], annotSetCompare="=", limit=0, negate=False): """Provide the ability to filter a Dataframe of AQAnnotations based on the value in the annotSet field. Args: df: Dataframe of AQAnnotations that will be filtered by the specified annotation set. annotSet: String to...
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import os def _special_dbkey_maps(dbkey, ref_file): """Avoid duplicate VEP information for databases with chromosome differences like hg19/GRCh37. """ remaps = {"hg19": "GRCh37", "hg38-noalt": "hg38"} if dbkey in remaps: base_dir = os.path.normpath(os.path.join(os.path.dirname(re...
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import yaml def flatten(d): """Flatten nested dictionary (recursive function)""" out = {} for k, v in d.items(): if isinstance(v, dict): # recursion inner = flatten(v) out.update({'{}.{}'.format(k, kk): vv for kk, vv in inner.items()}) else: ...
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import json def load_dictionary_from_json_file(json_file_path): """ Loads a dictionary from file at json_file_path, returns the dictionary. """ with open(json_file_path, 'r') as json_file: return json.load(json_file)
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def by_author(authorname, bibs): """Return only bibs containing authorname.""" keepindex = [] i = 0 an = authorname.replace(" ", "") authorname = authorname.replace(',', ', ') authorname = authorname.replace(" ", " ") authorshort = 'xxxxxxx' if ',' in authorname and len(an) > (1+an.f...
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def getBlockZone(p, aSearch, tBlock, blockSize): """ Retrieves the block searched in the anchor search area to be compared with the macroblock tBlock in the current frame :param p: x,y coordinates of macroblock center from current frame :param aSearch: anchor search area image :param tBlock: macrobl...
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from typing import OrderedDict def sort_and_match(ids, ref_ids): """ sort the id list (ids) with the reference (ref_ids) Right now it takes the intersection and then the sort & match operate on the intersection between two lists. Inputs: ids (list): contains ids to be sorted ...
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import sys import subprocess def ConvertToCygpath(path): """Convert to cygwin path if we are using cygwin.""" if sys.platform == 'cygwin': p = subprocess.Popen(['cygpath', path], stdout=subprocess.PIPE) path = p.communicate()[0].strip() return path
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def prefix_absolute_path_references(text, base_url): """Adds base_url to absolute-path references. Markdown links in descriptions may be absolute-path references. These won’t work when the spec is not hosted at the root, such as https://spec.matrix.org/latest/ This turns all `[foo](/bar)` found in ...
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def find (possible): """Returns `(key, index)` such that `possible[key] = [ index ]`.""" for name, values in possible.items(): if len(values) == 1: return name, values[0]
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def construct_raid_bdev(client, name, strip_size, raid_level, base_bdevs): """Construct pooled device Args: name: user defined raid bdev name strip_size: strip size of raid bdev in KB, supported values like 8, 16, 32, 64, 128, 256, 512, 1024 etc raid_level: raid level of raid bdev, supp...
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def _compile_buffer_default(element, compiler, **kw): """Compile the element in the default case (no specific dialect). This function should not be needed for SQLAlchemy >= 1.1. """ return '{}({})'.format('ST_Buffer', compiler.process(element.clauses, **kw))
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def fit_pattern(pattern, word): """ Checks if given word fits to the pattern """ if len(pattern) != len(word): return False for i in range(len(pattern)): if pattern[i] != '.' and pattern[i] != word[i]: return False return True
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def test_null(x, y): """Test null gradient.""" return 10 + 28 / 43
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import json def deserialize_json_response(byte_content): """Deserializes byte content that is a JSON encoding. Args: byte_content: The byte content of a response. Returns: The deserialized python object decoded from JSON. """ return json.loads(byte_content.decode("utf-8"))
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def get_ttl(seconds=None, minutes=None, hours=None, days=None, weeks=None): """ Get ttl in seconds calculated from the arguments. Arguments: seconds (int | None): Number of seconds to include in the ttl. minutes (int | None): Number of minutes to include in the ttl. hours (int | Non...
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def potential_cloud_shadow_layer(nir, swir1, water): """Find low NIR/SWIR1 that is not classified as water This differs from the Zhu Woodcock algorithm but produces decent results without requiring a flood-fill Parameters ---------- nir: ndarray swir1: ndarray water: ndarray Outpu...
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import re def countElongated(text): """ Input: a text, Output: how many words are elongated """ regex = re.compile(r"(.)\1{2}") return len([word for word in text.split() if regex.search(word)])
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