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def get_parallel(a, n): """Get input for GNU parallel based on a-list of filenames and n-chunks. The a-list is split into n-chunks. Offset and amount are provided.""" k, m = divmod(len(a), n) # chunked = list((a[i * k + min(i, m):(i + 1) * k + min(i + 1, m)] for i in range(n))) offset = ' '.join(lis...
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def BE_to_LE(value): """ Convert Big Endian to Little Endian @param value: value expressed in Big Endian @param size: number of bytes generated @return: a string containing the value converted """ data = [char for char in value] data.reverse() return int("".join(["%2.2X"%ord(ch...
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import random def feedback_default(_): """This does nothing with the user feedback and simply returns a random float between 0 and 1. """ return random.random()
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def images_composed(connect, list_connections): """ combine labels with the same connection @param connect : dict contain all pixels label and sprite's label that key belong to @param list_connections : list contain all key label in dict connect @return a dict contain label and sprite's label that k...
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def _format_brief_report_one(result): """Formats the given `Result` as a condensed report str.""" report = f'\nExpected mean({result.reduction_size} draws)' report += f' in {result.expected:.3g} +- {result.tolerance:.3g};' report += f' got mean ~ N(loc={result.gaussian.loc:.3g}, scale={result.gaussian.scale:.3g...
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def positive_probability_delta(By, Bz): """ calculates the probability of a positive using the delta equation :param By: bloom clock By :param Bz: bloom clock Bz :return: probability of positive """ return int((Bz >= By).all())
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def get_label_color(status): """ Get a customized color of the status :param status: The requested status to get a customized color for :return: customized color """ colors = {'NEW':'grey', 'ASSIGNED':'blue', 'OPEN': 'orange', 'FIXED': 'purp...
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def GetSyntenicOrthologs(orthologs, last_contig, last_rank, max_synteny_distance=5): """get orthologs that are syntenic to previous one.""" oo = [] for o in orthologs: if o.contig == last_contig and \ abs(o.mRank - last_rank) <= max_synteny_distance: ...
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def gaseste_unic(istoric): """Functia pentru aflarea elementului cu numar impar de aparitii""" unic = 0 for curent in istoric: unic = unic ^ curent return unic
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def BitAdd(m, n, length): """Return m+n in string. Arguments: m -- Binary number in string n -- Same as above length -- The length of returned number (overflowed bit will be ignored) Returns: string """ lmax = max(len(m), len(n)) c = 0 ml = [0] * (lmax - len(m)) + [int(x) ...
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def node_type(node): """ Node numbering scheme is as follows: [c1-c309] [c321-c478] old compute nodes (Sandy Bridge) [c579-c628],[c639-c985] new compute nodes (Haswell) Special nodes: c309-c320 old big memory nodes (Sandy Bridge) c629-c638 new big memory nodes (Haswell) c577,c578 old huge memory nodes (HP Prol...
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def plugger(inbox): """ Returns nothing. """ return None
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def remove_duplicates(seq): """ Removes duplicates from a list. This is the fastest solution, source: http://www.peterbe.com/plog/uniqifiers-benchmark Input arguments: seq -- list from which we are removing duplicates Output: List without duplicates. Example: ...
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import torch def compute_bboxes_from_keypoints(keypoints): """ keypoints: B x 68*2 return value: B x 4 (t, b, l, r) Compute a very rough bounding box approximate from 68 keypoints. """ x, y = keypoints.float().view(-1, 68, 2).transpose(0, 2) face_height = y[8] - y[27] b = y[8] + face_...
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def switch_state_function(wanted_object, _, **kwargs): """Case 'list function State' """ function_list = [] for allocated_fun in wanted_object.allocated_function_list: for fun in kwargs['xml_function_list']: if fun.id == allocated_fun: function_list.append((fun.name, "Fun...
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def write_matlabbatch(template, nii_file, tpm_file, darteltpm_file, outfile): """ Complete matlab batch from template. Parameters ---------- template: str path to template batch to be completed. nii_files: list the Nifti image to be processed. tpm_file: str path to the S...
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def shrink_node(node, reg_param, parent_val, parent_num, cum_sum, scheme, constant): """Shrink the tree """ is_leaf = not node.hasChildNodes() # if self.prediction_task == 'regression': val = node.nodeValue is_root = parent_val is None and parent_num is None n_samples = len(node.labels) if ...
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def run_episode(env, agent): """ Shows a UnityAgent perform a single episode in the specified Unity ML environment. """ done = False score = 0 # initialize score env_info = env.reset(train_mode=False)[agent.brain_name] # reset the environment while not done: state = env_info.vect...
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def average_cases(cases_array): """ WHAT IT DOES: Averages out the number of cases over the last 14 days PARAMETERS: A cases array of integers RETURNS: An integer of the average amount of cases """ len_cases = len(cases_array) i = 1 loop_cases = 0 while i < 15: loop_cases =...
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def fake_detect_own_answers(input_str): """Imitates the ability of a self-aware model to detect its own answers. In GoodModel.generate_text, we make the model answer with "dummy" to most questions. Here, we exploit the keyword to cheat the test. Args: input_str: String: The model's input, cont...
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import html import re def reddit_sanitize( text ): """ Convert comments in the Reddit API format to actual plain-text likely constructed by the individual who posted it. HTML is unescaped, markup is removed, and quotes are removed. """ # Unescape HTML (IE, '&gt;' becomes '>') text = html....
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import click import functools def needs_gdf(func): """Marks a callback as wanting to receive the current GeoDataFrame object as first argument.""" def wrapper(*args, **kwargs): ctx = click.get_current_context().find_root() gdf = ctx.obj if gdf is None: raise click.Click...
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def parse_operating_point(operating_point, operating_kinds, class_names): """Checks the operating point contents and extracts the three defined variables """ if "kind" not in operating_point: raise ValueError("Failed to find the kind of operating point.") if operating_point["kind"] not in o...
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def ancestors(node): """ Returns the list of all nodes dominating the given tree node. This method will not work with leaf nodes, since there is no way to recover the parent. """ results = [] try: current = node.parent() except AttributeError: # if node is a leaf, we cann...
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def config2object(config): """ Convert dictionary into instance allowing access to dictionary keys using dot notation (attributes). """ class ConfigObject(dict): """ Represents configuration options' group, works like a dict """ def __init__(self, *args, **kwargs): ...
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import socket def _get_available_ports(n: int) -> list[int]: """ Get available ports. Parameters ---------- n : int number of ports to get. Returns ------- list[int] Available ports. """ socks: list[socket.socket] = [socket.socket() for _ in range(n)] list...
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def mean(sequence): """ Calculates the arithmetic mean of a list / tuple """ return sum(sequence) / float(len(sequence))
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def get_contained(list1, list2): """ A function that returns all communs between 2 litst """ return [x for x in list1 for y in list2 if x == y]
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import struct def pack_integer(format, value): """Packs integer as a binary string I = python 4 byte unsigned integer to an arduino unsigned long h = python 2 byte short to an arduino integer """ return struct.pack(format, value)
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import textwrap def proteins_to_fasta(proteins, seqids=[], use_safe_seqid=False, width=50): """ Takes a proteins dictionary and returns a string containing all the sequences in FASTA format. Option parameters are a list of seqids to output (seqids) and the line width (width). """ if seqids: ...
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def table_to_list(cells,pgs) : """Output list of lists""" l=[0,0,0] for (i,j,u,v,pg,value) in cells : r=[i,j,pg] l = [max(x) for x in zip(l,r)] tab = [ [ [ "" for x in range(l[0]+1) ] for x in range(l[1]+1) ] for x in range(l[2]+1) ] for (i,j,u,v,pg,value) in cell...
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def convert(type, list): """ Converts a Python array to a C type from ``ctypes``. Parameters ---------- type : _ctypes.PyCSimpleType Type to cast to. list : list List to cast Returns ------- Any A C array """ return (type * len(list))(*list)
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def simpleInterest(amount_borrowed, years_borrowed, interest_rate_percent): """assumes amount_borrowed in an int, representing the amoutn fo money borrowed assumes year+borrowed is an int, representing the years the amount was borrowed for assumes interest_rate_percent is a number, representing the interest...
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def lowercase(data): """Lowercase text Args: data (list,str): Data to lowercase (either a string or a list [of lists..] of strings) Returns: list, str: Lowercased data """ if isinstance(data, (list, tuple)): return [lowercase(item) for item in data] elif is...
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import os from sys import path import pickle def save_pickle_file(G,fname, extention): """ Saves graph into a pickle. Parameters ---------- G : NetworkX Graph or DiGraph or iGraph Graph Graph to save. fname: string directory + file name extention: string may be an...
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def overlay_image(foreground_image, mask, background_image): """ Overlay foreground image onto the background given a mask :param foreground_image: foreground image points :param mask: [0-255] values in mask :param background_image: background image points :returns: image with foreground where mask > 0 overla...
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def eq_or_in(val, options): """Return True if options contains value or if value is equal to options.""" return val in options if isinstance(options, tuple) else val == options
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def get_users(cfmclient, params=None): """ Function to query current local users from a Composable Fabric Manager represented by the CFMClient object :param cfmclient: Composable Fabric Manager connection object of type CFMClient :return: list of dict where each dict represents a CFM...
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from typing import Counter def get_bow(tokenized_text): """ Function to generate bow_list and word_freq from a tokenized_text -----PARAMETER----- tokenized_text should be in the form of [['a'], ['a', 'b'], ['b']] format, where the object is a list of survey response, with each survey response ...
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def is_same_py_file(file_1, file_2): """Compares 2 filenames accounting for .pyc files.""" if file_1.endswith('.pyc') or file_1.endswith('.pyo'): file_1 = file_1[:-1] if file_2.endswith('.pyc') or file_2.endswith('.pyo'): file_2 = file_2[:-1] return file_1 == file_2
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def multiply(x: float, y: float) -> float: """ Multiply 2 numbers. Although this function is intended to multiply 2 numbers, you can also use it to multiply a sequence. If you pass a string, for example , as the first argument, you'll get the string repeated `y` times as the returned value ...
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import torch def loglikelihood(w, weights=None): """ Calculates the estimated loglikehood given weights. :param w: The log weights, corresponding to likelihood :type w: torch.Tensor :param weights: Whether to weight the log-likelihood. :type weights: torch.Tensor :return: The log-likelihoo...
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def resolve_crop(im, crop): """Convert a crop (i.e. slice definition) to only positive values crops might contain None, or - values""" # only works for two dimension crop = list(crop) assert len(crop) == 2 for i in (0, 1): assert len(crop[i]) == 2 for j in (0, 1): if ...
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import csv def write_d10d11_singlecell(packed_data): """Write the content of cell in a D10 and D11 file.""" fname, cid, d10data = packed_data if d10data is None: fname = None else: with open(fname, 'w') as csvfile: writer = csv.writer(csvfile, lineterminator='\n') ...
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def normalize_spaces(s): """replace any sequence of whitespace characters with a single space""" return ' '.join(s.split())
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def checksum(digits): """ Returns the checksum of CPF digits. References to the algorithm: https://pt.wikipedia.org/wiki/Cadastro_de_pessoas_f%C3%ADsicas#Algoritmo https://metacpan.org/source/MAMAWE/Algorithm-CheckDigits-v1.3.0/lib/Algorithm/CheckDigits/M11_004.pm """ s = 0 p = len(digit...
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def fa5_icon(name, style_prefix='fas', title=None): """Returns a HMTL snippet which generates an fontawesome 5 icon. Parameters: style_prefix: str 'fas' (default) for solid icons, 'far' for regular icons """ return { 'classes': f'fa-{name} {style_prefix}', 'title': ...
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import os def get_file_path(category, file_name): """ ie: examples/generic/adder.qasm - category: "generic" - file_name: "adder" """ return os.path.join(os.path.dirname(__file__), "../examples", category, file_name + ".qasm")
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def find_rlc(p_utility, q_utility, r_set, l_set, c_set): """ Proportional controllers for adjusting the resistance and capacitance values in the RLC load bank :param p_utility: utility/source active power in watts :param q_utility: utility/source reactive power in var :param r_set: prior resistor %...
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import os import re def deformable_alignment_population(affine_template, subjects_affine, output_dir, ftol): """ Wraps DTI-TK script dti_diffeomorphic_population which improves alignment by removing size or shape differences between local structures. Parameters ...
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def score1(rule, c=0): """ Calculate candidate score depending on the rule's confidence. Parameters: rule (dict): rule from rules_dict c (int): constant for smoothing Returns: score (float): candidate score """ score = rule["rule_supp"] / (rule["body_supp"] + c) r...
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import os def checking_dir(dir_name): """Checking if a directory is existed, if not create one. Args: dir_name (str): parent directory folder (str, optional): Name of folder. Defaults to "data". Returns: dir (str): checked directory """ if not os.path.exists(dir_name): ...
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def sort_paths(paths): """Returns a list ordered by path length""" output = [] longest = 0 for path in paths: length = len(str(path.resolve())) if length >= longest: output.insert(0, path) longest = length else: output.insert(len(output), path)...
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import os def is_file(path): """Checks whether a path exists and is a regular file""" try: return os.stat(path)[0] & 61440 == 32768 except OSError as e: if e.args[0] == 2: return False else: raise e
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def _package_key_options(metadata): """Command-line arguments related to the current package key.""" return [ "-this-unit-id", metadata.key, "-optP-DCURRENT_PACKAGE_KEY=\"{}\"".format(metadata.key), ]
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import logging import json def extract_english_corpus(json_str, verbose=False): """A helper function to extract English corpus from KPTimes dataset in json :param: json_str: the json string :param: verbose: bool, if logging the process of data processing :returns: the articles and keywords for each ...
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def get_freq_avg(ts, freq="10T", fill_method='pad', fill_method2=None): """resample the timeserie with the new frequence <freq> using the fill methods for NANs""" #""" res = ts.resample(freq) if fill_method == "pad": res = res.pad() elif fill_method == "ffill": res = res.ffill() ...
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def inter_visit_features(data_df, mini_data_df): """ For each member, compute: 1. Difference in days_stay between current and previous/next visit 2. Difference in roomnights between current and previous/next visit 3. Difference in days_advance_booking between current and previous/next visit :par...
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def _get_prefixes_for_action(action): """ :param action: iam:cat :return: [ "iam:", "iam:c", "iam:ca", "iam:cat" ] """ (technology, permission) = action.split(':') retval = ["{}:".format(technology)] phrase = "" for char in permission: newphrase = "{}{}".format(phrase, char) ...
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def multiply(*args): """Multiplies list of inputed sys arguments""" mul = 1.0 for arg in args: mul *= arg return mul
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import re def humansorted_datasets(l, key=None): """Sort a list of datasets according to a key of a dataset Parameters ---------- l : list The list of datasets to be sorted key : str (optional) The key of the dataset the datasets should be sorted according to. Defaults to ...
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def sum_multiples_three_five(number): """ number: random integer return: the sum of all multipliers of 3 and 5 below number """ multipliers = [] n = 0 while n < number: if n % 3 == 0 or n % 5 == 0: multipliers.append(n) n += 1 return sum(multipliers)
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def asURL(epsg): """ convert EPSG code to OGC URL CRS ``http://www.opengis.net/def/crs/EPSG/0/<code>`` notation """ return "http://www.opengis.net/def/crs/EPSG/0/%d" % int(epsg)
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def build_complement(dna): """ :param dna: The original DNA strand input by user. :return: The complement strand of the original DNA. """ new_dna = '' for nucleotide in dna: if nucleotide == "A": new_dna = new_dna + "T" elif nucleotide == "T": new_dna = ne...
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def state_to_mask(state): """Gets the mask of valid DCs for the latest order""" latest_open_order = state.open[0] customer_id = state.physical_network.get_customer_id( latest_open_order.customer.node_id ) mask = state.physical_network.dcs_per_customer_array[customer_id, :] return mask
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def filetxt_if_txt(filepath): """ return filetxt if the file is text. Otherwise, raise IOError """ lines = [] with open(filepath,'rb') as F: for line in F: if b'\0' in line: raise IOError('File is binary (or contains a null character)') try: ...
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import os def get_suffix(name): """ Return the suffix of name. Example: given name = 'file.f90', return '.f90'. """ return os.path.splitext(name)[1]
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def example_channel(): """ Purpose: Set example channel to post to in Slack Args: N/A Return: example_channel (Pytest Fixture (String)): example channel to post to in Slack """ return "#fake_channel"
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import copy def min_specializations(h,domains,x): """Implement a function min_specializations(h, domains, x) for a hypothesis h and an example x. The argument domains is a list of lists, in which the i-th sub-list contains the possible values of feature i. The function should return all minimal specializati...
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def clipping_img(img, points): """ Baesed on the appoint points to clip the image, thus we are able to acquire the part to recognize. :param img: the processed image :param points: the corner points of the table we wanna to recognize in the image. :return: """ (x0, y0), (x1, y1), (x2, y2), (...
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import random def random_cell(grid, snake): """ Generates a new random position on the space of free cells. :param grid: The grid. :param snake: The snake whose body will represent occupied cells. :returns: Position of a free cell. """ while True: x = random.randrange(grid.rows) ...
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def point_in_polygon(point, polygon): """ Determines whether a [x,y] point is strictly inside a convex polygon defined as an ordered list of [x,y] points. :param point: the point to check :param polygon: the polygon :return: True if point is inside polygon, False otherwise """ x = point...
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def has_deepnet(args): """Returns whether some kind of deepnet """ return args.deepnet or args.deepnets or \ args.deepnet_tag
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def pagerank(graph, damping_factor=0.85, max_iterations=100, \ min_delta=0.00001): """ Compute and return the PageRank in an directed graph. @type graph: digraph @param graph: Digraph. @type damping_factor: number @param damping_factor: PageRank dumping factor. @type max_i...
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def _digraph_to_graph(digraph, prime_node_mapping): """Convert digraph to a graph. :param digraph: A directed graph in the form {from:{to:value}}. :param prime_node_mapping: A mapping from every node in digraph to a new unique and not in digraph node. :return: A symmetric graph in the f...
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import sys def openForCsv(path): """ Open a file with flags suitable for csv.reader. This is different for python2 it means with mode 'rb', for python3 this means 'r' with "universal newlines". """ if sys.version_info[0] < 3: return open(path, 'rb') else: return open(path, 'r',...
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import itertools def generate_peptide_pattern(pattern): """ Method to generate a peptide sequences following a pattern using only natural amino acids Arguments: pattern -- Pattern based on XX to generate the list of sequences Return: list_peptides -- List with the sequences generated...
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def tag(pages, tag): """Pages with a given tag.""" if not tag: return pages return [p for p in pages if tag in p.tags]
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def get_speciesindices(specieslist): """ Create a dictionary to assign an arbitrary index to each of the species in the kinetic scheme. Parameters ---------- specieslist : list a list of all the species in the model Returns ------- speciesindices : dict ...
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def dump_cookies(cookies_list): """Dumps cookies to list """ cookies = [] for c in cookies_list: cookies.append({ 'name': c.name, 'domain': c.domain, 'value': c.value}) return cookies
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def distHamming(lineA, lineB): """ Hamming distance Input: two bytearrays of equal length Output: number of differing bits """ if len(lineA) != len(lineB): raise ValueError("lineA and lineB need to be same length") diffBits = 0 for i in range(len(lineA)): a = lineA[i] b...
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def is_optimal_id(id): """ Returns true if the Cremona id refers to an optimal curve, and false otherwise. The curve is optimal if the id, which is of the form [letter code][number] has number 1. .. note:: 990h3 is the optimal curve in that class, so doesn't obey this rule. INPU...
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from typing import List from typing import Dict def divide_blocks( blocks: List[int], world_size: int) -> Dict[int, List[int]]: """ Divide the blocks into world_size partitions, and return the divided block indexes for the given work_rank :param blocks: the blocks and each item is the ...
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def split_train_test(X, y, test_percentage): """ Randomly split given dataset into training- and testing sets :param X: Design matrix to split :param y: Response vector to split :param test_percentage: Percentage of samples to use as test :return: Two tuples of: (train set X, train set y), (test...
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def p1_f_linear(x): """DocTest module Expected Output Test - don't change or delete these lines >>> x = [565, 872, 711, 964, 340, 761, 2, 233, 562, 854] >>> print("The minimum is: ",p1_f_linear(x)) The minimum is: 2 """ # ******ENTER YOUR FINAL CHECKED CODE AFTER THIS COMMENT BLOCK***...
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import base64 def GenerateId_base64old(hash_sha512, input_file): """ Implement asset id of input file for base64 format @param hash_sha512: string to encode @param input_file: input file to encode """ string_id = base64.b64encode(hash_sha512) return string_id
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def erroCsv(csvFile): """ Rename the csv file with err notation :param csvFile: input csv file name :return: new file name """ return csvFile.replace('.csv', '_err.csv')
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from typing import Iterable def _format_point_value(value: Iterable) -> str: """Convert a iterable with a point to text.""" return ' '.join(str(v) for v in value)
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from typing import List def _generate_sharded_filenames(filename: str) -> List[str]: """Generates filenames of the each file in the sharded filepath. Based on github.com/google/revisiting-self-supervised/blob/master/datasets.py. Args: filename: The sharded filepath. Returns: A list of filepaths for...
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def drop_columns(tabular, n): """drops first n items from each row and returns new tabular data >>> drop_columns([[1, 2, 3], [21, 22, 23], [31, 32, 33]], 1) [[2, 3], [22, 23], [32, 33]] """ return [row[n:] for row in tabular]
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import pandas def replicate_df_for_variable(hh_df, var_name, var_values): """ Duplicate the given hh_df for the given variable with the given values and return. """ new_var_df = pandas.DataFrame({var_name: var_values}) new_var_df["join_key"] = 1 hh_df["join_key"] = 1 ret_hh_df = pand...
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def clicked_quality_reward(responses): """Calculates the total clicked watchtime from a list of responses. Args: responses: A list of IEvResponse objects Returns: reward: A float representing the total watch time from the responses """ qual = 0.0 watch = 0.0 for response in res...
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def get_nim_sum(state: tuple[int, ...]) -> int: """ Get the nim sum of a position. See https://www.archimedes-lab.org/How_to_Solve/Win_at_Nim.html :param state: the state of the game :return: the nim sum of the current position """ cur_sum = 0 for n in state: cur_sum ^= n return cur_sum
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def DES3200(v): """ DES-3200-series :param v: :return: """ return v["platform"].startswith("DES-3200")
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def strip_article_title_word(word:str): """ Used when tokenizing the titles of articles in order to index them for search """ return word.strip('":;?!<>\'').lower()
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def compValAlla(v1, v2): """ Compare in-values and return a list of 0/1 in the order both exist and equal, both exist and not equal, does not exist """ if ((not v1) or (not v2)): return [0,0,1] elif v1 == v2: return [1,0,0] else: return [0,1,0]
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import os def list_dir( extension=".xls", path="."): """ Called to list the excel files in the current path. Ignores all files that may be excel files but are not measurement files Parameters ---------- extension : string file extension, typically .xls or .xlsx path : string f...
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import os def create_dir(page_name): """ make a new directory for non-existing page data directory Args: page_name (str) Returns: [boolen]: return True if the directory not exist and make it return False if the directory exist """ dir_path = "./data/%s" %...
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import math def quadratic(eq): """solves simple quadratic equation""" a, b, c = map(int, eq.split()) d = b ** 2 - (4 * a * c) if d < 0.0: return 'None' elif d > 0.0: return ', '.join(list(map(str, [(-b + math.sqrt(d)) /(2 * a), (-b - math.sqrt(d)) /(2 * a)]))) else: ret...
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import csv def read_matrix_of_drugs(matrix_file): """ Read a matrix file of the comparison. """ drug_id = 1 ids_drugs_removed = set() with open(matrix_file, 'r') as matrix_fd: data = csv.reader(matrix_fd, delimiter=',') for row in data: if not '1' in row: ...
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