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def gwei_to_ether(wei): """Convert gwei to ether """ return 1.0 * wei / 10**9
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from typing import Dict from typing import Any def update_epoch_dict( obj_ds_to_epoch: Dict[str, Any], objective_name: str, dataset_name: str, split_name: str, ): """update num of iterations """ try: obj_ds_to_epoch[objective_name][dataset_name][split_name] += 1 except KeyError...
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import argparse def create_cli(): """Create command line interface Returns: Parsed CLI arguments """ arg_parser = argparse.ArgumentParser() arg_parser.add_argument('--play', type=str, required=True, help='File path to WAV file to play.') arg_parser.add_argument('--record', type=str, r...
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import pandas def get_cell_value(xls, row_index, column_index): """ :param xls: target xls :param row_index: row index in xls :param column_index: column index in xls :return: value at coordinate or None if cell is empty """ try: value = xls.iloc[row_index, column_index] re...
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def postprocess(simdata): """ Make an arbitrary edit to the simulation data, so we can check the postprocessing call works. """ mycol = simdata.cols['B'] simdata.data[4,mycol] = 123456. return simdata
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from typing import List def concat_level(list_: List, d: int) -> str: """ helper for concatenate_flat """ if not isinstance(list_, list): if d == 0: return str(list_) else: return '' else: return ''.join([concat_level(s, d - 1) for s in list_])
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import yaml def load_yaml_file(file_path): """ Loads a yaml file and returns a dictionary with the contents. Args: file_path (str): Path to the yaml file Returns: yaml_dict: Dictionary with the contents of the yaml file """ with open(file_path, "r") as...
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def families_skew_correctors(): """Return skew corrector families.""" return ['QS']
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import os def listFiles(path, tup_ext): """ :rtype : object """ lst_files = os.listdir(path) # list all content, includes folders lst_files_ext = [] # empty list for file in lst_files: if file.endswith(tup_ext): # has the extension (.xxx) found in the tuple lst_files_ex...
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import os import ntpath def get_file_shortname(file_path): """ Get file name (without ext and path) Returns: .str """ return os.path.splitext(ntpath.basename(file_path))[0]
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import logging def get_handler_filename(logger): """Gets logger filename Parameters: * logger (object): log file object Returns: * str: Log file name if any, None if not """ for handler in logger.handlers: if isinstance( handler, logging.FileHandler ): return handler.baseFilename re...
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import sys import pickle def loadVocabulary(vocabularyFilePath): """Loads vocabulary. Returns: index to word vocabulary word to index wocabulary """ try: file = open(vocabularyFilePath, 'rb') except Exception as e: print(e) sys.exit() vocabulary = pic...
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def ros_subscribe_cmd(topic, _id=None, _type=None): """ create a rosbridge subscribe command object messages on subscribed topics will be sent like this: outgoing_msg = {"op": "publish", "topic": topic, "msg": message} see rosbridge_library capabilities/subscribe.py :param topic: the string na...
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import os import sys def _format_filename(filename): """Format the filename in a nicer manner than given. Try to make the filename shorter when it makes sense to, without losing the clarity of what it means. """ if filename is None: return "<unknown-file>" # A tiny helper def in_...
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def set_mode(mode_input): """ Setter of mode of mapping based on mode input Parameters: (bool) mode_input: The mode input Returns: (bool) mode: The result mode """ mode = None if mode_input is not None and isinstance(mode_input, bool) and mode_input == True: mode ...
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def operator_same_class(method): """ Intended to wrap operator methods, this decorator ensures the `other` parameter is of the same type as the `self` parameter. :param method: The method being decorated. :return: The wrapper to replace the method with. """ def wrapper(self, other): ...
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def convert_to_tokenized_ground_truth(original_ground_truth, original_document, tokenizer): """ Algorithm to get new_ground_truth by the tokenizer. Checking each substring if it's equal, and appending the ground_truth value of the original_document_index Assumptions: NO UNKNOWNS! since we check by ==, else...
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import sys def combine_hash(a: int, b: int) -> int: """Combine the two given hash values. Parameter --------- a : int the first hash value. b : int the second hash value. Returns ------- hash : int the combined hash value. """ # algorithm taken from bo...
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def cal_SINR(sp, ip, noise): """ Args: sp (float or numpy array): signal power ip (float or numpy array): interference power """ return sp / (ip + noise)
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def same_list_of_list_of_bboxes(l_1, l_2): """test same list of list of bboxes.""" assert len(l_1) == len(l_2) for i in range(len(l_1)): assert len(l_1[i]) == len(l_2[i]) for j in range(len(l_1[i])): assert l_1[i][j] == l_2[i][j] return True
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def selected(data, select): """ Takes data and removes any values/columns not in SELECT parameter :param data: List of data entries to be SELECT'ed. ex: [ { 'stb': 'stb1', 'title': 'the matrix', 'rev': '6.00', ...
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def _compute_total_node_capacity(graph, node): """ Sum the capacities in all edges touching a given node """ neighbours = graph.adj[node]._atlas return sum([neighbours[adj_node_id][channel_id]['capacity'] for adj_node_id in neighbours for channel_id in neighbours[adj_node_id]])
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def remove_non_ascii(s): """ Dirty hack to replace non-ASCII characters in a string with spaces """ if s is None: return None return ''.join(c if ord(c) < 128 else ' ' for c in s)
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import requests import json def newtend_get_tender(tender_internal_id): """ input tender_internal_id return python dict with tender make request to api and get tender data url like https://lb-api-staging.prozorro.gov.ua/api/0/tenders/bd861e500f344165bb3ac0b8301292f8 """ url = "https...
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def _masked_array_repr(values, mask): """Returns a string representation for a masked numpy array.""" assert len(values) == len(mask) if len(values.shape) == 1: items = [repr(v) if m else '_' for (v, m) in zip(values, mask)] else: items = [_masked_array_repr(v, m) for (v, m) in zip(values, mask)] retu...
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def sym_lookup(obj, key, default=None): """ dict lookup w/ optional ruby-symbol-like keys """ for lookup_key in [ key, ':{}'.format(key) ]: if lookup_key in obj: return obj[lookup_key] return default
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def concat(list_a: list, list_b: list) -> list: """ Concatenates two lists together into a new list Example: >>> concat([1, 2, 3], [4, 5, 6]) ... [1, 2, 3, 4, 5 6] :param list_a: First list to concatenate :param list_b: Second list to concatenate :return: Concatenated list "...
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from typing import Optional import sys import subprocess def generator_settings_for_compiler(cmake_path: str, compiler_path: Optional[str]): """Makes settings to give the generator for a specific compiler.""" settings = [] if compiler_path is not None: settings = [f'-DCMAKE_C_COMPILER={compiler_pa...
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def get_reading_level_from_flesch(flesch_score): """ Thresholds taken from https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests :param flesch_score: :return: A reading level and difficulty for a given flesch score """ if flesch_score < 30: return "Very difficult to read...
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import getpass def getCurrentUserName(): """ Returns the login name for the UID of the current process. """ return getpass.getuser()
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import json import requests import hashlib def get_wikidata_image(wikidata_id): """Return the image for the Wikidata item with *wikidata_id*. """ query_string = ("https://www.wikidata.org/wiki/Special:EntityData/%s.json" % wikidata_id) item = json.loads(requests.get(query_string).text)...
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import torch def create_iterator(args, trainer, task, adv_split): """Sets up data and progress meters for one pass of adversarial attack.""" # Set seed based on args.seed torch.manual_seed(args.seed) # reset training meters for k in ["wps", "ups", "wpb", "bsz"]: meter = trainer.get_meter(...
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import codecs def normalized_compression_distance(x, y, n=25_270_000_000): """Computes the Normalized Compression Distance (NCD) between two strings. Parameters: x (bytes) y (bytes) References: 1. https://www.wikiwand.com/en/Normalized_compression_distance 2. https://www....
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def in_types(): """Returns a list of what is supported in a IN-statement""" return ["VerbSelect", "ParameterString"]
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import random def rand(limit): """ Returns a generator that produces uniform random numbers below limit. Parameters ---------- limit : int | float Sets the exlusive upper bound for random selection. If limit is an integer then integer values are returned otherwise float va...
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def entity_emiss_o(x, n_lbs, tp, exp_term=2): """ The function that calculates the emission prior of entity labels to the non-entity label 'O' according to the diagonal values of the emission prior Parameters ---------- x: diagonal values n_lbs: number of entity labels (2e+1) tp: turnin...
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def mock_response(*args, **kwargs): """Mocks HTTP response.""" class MockResponse(object): """Mock HTTP response object.""" def __init__(self, json_data=None, text_data=None, status_code=200): """Initializes mock object.""" self.json_data = json_data self.text...
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from io import StringIO import requests def load_header_url(url, max_bytes=1024): """Load the first line or first 1024 bytes from a URL""" with StringIO(requests.get( url, allow_redirects=True, headers={'Range' : f'bytes=0-{max_bytes}'} ).content.decode("utf8")) a...
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def flatten_tree_structure(root_list): """Flatten a tree.""" elements = [] def generate(input_list, indent_levels_so_far): """Generate flat list of nodes.""" for index, element in enumerate(input_list): # add to destination elements.append(element) # comp...
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def mssql_sql_utcnow(element, compiler, **kw): """MS SQL provides a function for the UTC datetime.""" return 'GETUTCDATE()'
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import subprocess def git_timestamp(): """ Get the last commit timestamp from Git (if possible)""" try: return subprocess.Popen(['git', 'log', '-1', '--format=%cd'], stdout=subprocess.PIPE).communicate()[0].decode("utf-8").strip(" \n") except: # Any failure, return None. We may not be in a...
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def construct_rate_units(dimensionality, desired_units): """ Put the provided unit parts back together into a single unit based on the provided dimensionality and units. """ error = False units = '' if len(dimensionality) == 1: # Should just be time units unit, power = desire...
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import re def validate_fs_path(path): """Checks if the specified file system path is valid Arguments: path {string} -- the file system path to check Returns: True if the specified path matches the regex (is a valid path), False if otherwise """ is_valid_path = re.search(r...
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import copy def get_added_dicts(a, b): """Add two dictionaries together, return new dictionary. if key in B already exists in A, do not override. None destructive. Args: a (dict): dictionary you want to ADD to b (dict): dict you want to add from, the new keys Returns: dict: c...
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def init_node_table(n_tr, n_oob, indices_oob): """Initialise Node table for first leaf. Parameters ---------- n_tr : INT. Number of observation in training subsample. n_oob : INT. Number of observation in OOB subsample. Returns ------- node_table : List of lists. First init_node_table ...
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import re def justify(text, cols): """ Justify the text for achieving a number of cols """ if not re.match(".*\w.*", text): return text lines = text.split('\n') for l, line in enumerate(lines): if not re.match(".*\w.*", line): continue spaces_max = len([...
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def _failsafe_values_atom(schema, values, errors, source, kw): """Map all erroneous inputs to a single value.""" for key in errors: kw[key] = values return kw
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def driver_info(): """ Base class for test cases that integrate with a server. """ return { "uri_bolt": "bolt://localhost:9001", "uri_neo4j": "neo4j://localhost:9001", "user": "test", "password": "test", "auth_token": ("test", "test") }
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def sent2lm(sent, word_dict): """ transform a sentence to a list of language model ids. :param sent: :param word_dict: :return: """ UNK = word_dict['<unk>'] ids = [word_dict.get(w, UNK) for w in sent.strip().lower().split()] + [word_dict['<e>']] return ids[:-1], ids[1:]
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def format_uuid(uuid: str): """ Returns UUID formatted according to https://tools.ietf.org/html/rfc4122#section-3 (8-4-4-4-12) Parameters ---------- module_name : str unformatted UUID """ return f'{uuid[0:8]:s}-{uuid[8:12]:s}-{uuid[12:16]:s}-{uuid[16:20]:s}-{uuid[20:32]:s}'
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def linear(x, weight, bias=None): """ f(x) = w*x + b """ if bias is not None: return x.mm(weight).add(bias) else: return x.mm(weight)
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import os def valid_obd_file(obd_file): """ Check if the content of the given OBD file is valid, i.e. header, followed by lines of data. Parameter --------- obd_file : str The path of the OBD file Return ------ True if the content of the file is value; False, otherwise. ...
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def convertir_negativo(imagen: list) -> list: """ Transformar a Negativo (Matriz de Listas) Parámetros: imagen (list): Matriz que representa la imagen Retorno: list: Matriz que representa la imagen convertida a negativo """ alto = len(imagen) ancho = len(imagen[0]) for i in range...
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def mult2_pas3(nb): """fonction qui indique si un nombre nb passé en paramètre est multiple de 2 et pas de 3. en entrée : nb - 1 nombre - le nombre dont on cherche à savoir s'il est divisible par 2 et pas par 3. résultat : un booléan = vrai si nb est multiple de 2 mais pas de 3.""" reste2 = (nb ...
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from typing import List import re def extract_cve_references(text: str) -> List[str]: """ Extract CVE identifiers """ return [result.group(0) for result in re.finditer(r"CVE-\d{4}-\d{4,8}", text)]
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import math def ordinal(n): """Output the ordinal representation ("1st", "2nd", "3rd", etc.) of any number.""" # https://stackoverflow.com/a/20007730/404321 suffix = "tsnrhtdd"[(math.floor(n / 10) % 10 != 1) * (n % 10 < 4) * n % 10::4] return f'{n}{suffix}'
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def parse_string(string, *, remove): """ Return a parsed string Args: :string: (str) string to parse :remove: (list) characters to remove Returns: :parsed_string: (str) parsed string """ parsed_string = string for char in remove: parsed_string = parsed_str...
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import sys import os def win32_longpath(path): """ Helper function to add the long path prefix for Windows, so that shutil.copytree won't fail while working with paths with 255+ chars. Vendored in from pytest-datadir – q.v. https://git.io/fjMWl supra. """ if sys.platform == 'win32...
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import json def process(json_mos_path, json_dmos_path, json_train_path, json_val_path): """ 将外部数据格式转为censeo指定输入的json格式 :param json_mos_path: :param json_dmos_path: :param json_train_path: :param json_val_path: :return: """ with open(json_mos_path, 'r') as fin: data_mos = js...
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def build_message(history_record, game): """Builds the endpoint message from the game and current history record""" msg = "" if history_record[0].result == 'Good guess': msg += "Good guess! | " else: msg += "Wrong guess... | " msg += game.current_game + " | " msg += "Strike(s) l...
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def decompose_two(p): """Decomposes p into p - 1 = q * 2^s Args: p: an integer representing a prime number Results: p: an integer representing q above k: an integer representing the exponent of 2 """ k = 0 while p % 2 == 0: k += 1 p //= 2 ...
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def successor_postorder(bst, node): """ Cases: 1. If node is the right child of its parent, then successor is the parent 2. If node is the left child of its parent, successor would be in right subtree of the parent. It is reahced by traversing left childs successively and if there is no left tak...
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import pickle def adapter_func(obj): """Convert from in-memory to storage representation. """ print('adapter_func({})\n'.format(obj)) return pickle.dumps(obj)
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def bijection(x, ensemble_entree, ensemble_sortie): """Renvoie la valeur de f(x) par la bijection de l'ensemble_entree et l'ensemble_sortie en gardant la même distance aux bornes. Exemple: on a un segment [0,10] et on veut la valeur de x=3 dans le segment [0,100]. Nous obt...
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def newTitle(tf): """asks the user about the title and returns the string""" try: t = input("(" + str(tf.tag.title) + ") New Title?> ") except AttributeError: t = input("(None) New Title?> ") if t == None or t == "": if tf.tag.title != None: return tf.tag.title ...
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def create_node(id, shape, size, label): """Auxiliary function that creates a Node in Vis.js format :return: Dict with Node attributes """ node = { "id": id, "shape": shape, "size": size, "label": label, "color": {"background": "#FBD20B"}, } return node
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from typing import Union import torch from typing import Tuple from typing import Any from typing import Optional from typing import Dict from typing import List def split_non_tensors( mixed: Union[torch.Tensor, Tuple[Any, ...]] ) -> Tuple[Tuple[torch.Tensor, ...], Optional[Dict[str, List[Any]]]]: """ Spl...
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def _is_bright(rgb): """Return whether a RGB color is bright or not. see https://stackoverflow.com/a/3943023/1595060 """ L = 0 for c, coeff in zip(rgb, (0.2126, 0.7152, 0.0722)): if c <= 0.03928: c = c / 12.92 else: c = ((c + 0.055) / 1.055) ** 2.4 L +...
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import inspect def _update_configurable_argspec( argspec: inspect.FullArgSpec, cfg_param: str) -> inspect.FullArgSpec: """Return an updated :class:`FullArgSpec` for a configurable function.""" return argspec._replace( kwonlyargs=argspec.kwonlyargs and [arg for arg in argspec.kwonlyargs if arg ...
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def split_url(url): """Splits the given URL into a tuple of (protocol, host, uri)""" proto, rest = url.split(':', 1) rest = rest[2:].split('/', 1) host, uri = (rest[0], rest[1]) if len(rest) == 2 else (rest[0], "") return (proto, host, uri)
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def underscorify(name): """Replace ``-`` and ``/`` with ``_``.""" return name.replace("-", "_").replace("/", "_")
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import re def is_date_index(index): """ Checks whether the index is of the agreed upon date format. In this case YYYY.MM.DD. This is a very 'EU' centric date. Would have preferred YYYY-MM-DD which is more ISO, however there are dates which exist in the 'EU' format already (topbeat). Note that...
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import os def fix_join(path, *paths): """Fix joined path. This workaround function is used in pipelines like DWIPreprocessing* or PETVolume. In the workflow.connect part, you can use some function that are used as string, causing an import error """ return os.path.join(path, *paths)
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from typing import TextIO from typing import Dict def parse_percepta_txt_output( result_file: TextIO, offset: int = 0 ) -> Dict[str, Dict[str, str]]: """ Parses text output file from perceptabat_cv. Returns a nested dictionary {compound ID: {property name: value}}. """ parsed_output = {} ...
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def mapValue(value, minValue, maxValue, minResultValue, maxResultValue): """ Maps value from a given source range, i.e., (minValue, maxValue), to a new destination range, i.e., (minResultValue, maxResultValue). The result will be converted to the result data type (int, or float). """ # check if value...
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def opt_bool(opt): """ Convert bool ini strings to actual boolean values """ return opt.lower() in ['yes', 'y', 'true', '1']
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import sys import platform def suffix(): """ add a suffix to a shortcut name = python version + architecture @return string """ ver = ".".join(str(_) for _ in sys.version_info[:2]) arc = platform.architecture()[0] return "{0}.{1}".format(arc, ver)
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def star(cplx, face): """Compute the star over a given face. Works with toplexes (it will return toplexes only, then) or full complexes.""" return [s for s in cplx if set(face).issubset(s)]
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import torch def compose_transformations(trans_01, trans_12): """ Functions that composes two homogeneous transformations. """ if not trans_01.dim() in (2, 3) and trans_01.shape[-2:] == (4, 4): raise ValueError("Input trans_01 must be a of the shape Nx4x4 or 4x4." ...
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def FormatEssentialDeviceInfoInExcelFormat(device, includeBatteryInfo): """ Formats given device information into one string for copying.\n It contains device info as follows:\n Device manufacturer + market name\tOS version\tCPU SoC\tGPU renderer\tGLES version\tdevice id\n 'Samsung Galaxy S5'\t '6.0...
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import sys import os def get_soname_path(libpath, lib_dir): """ if name contains more than one number after .so (.so.25.0.0) it should be shortened (.so.25) """ if sys.platform in ("win32", "cygwin"): return libpath so_index = libpath.find(".so") libpath = libpath[:libpath.find("."...
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def read_length(data): """Read length from a list of bytes, starting at the first byte. Returns the length, plus the number of bytes read from the list. EMV 4.3 Book 3 Annex B2 """ i = 0 length = data[i] i += 1 if length & 0x80: length_bytes_count = length & 0x7F length ...
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def negative_exist(arr: list) -> int: """ >>> negative_exist([-2,-8,-9]) -2 >>> [negative_exist(arr) for arr in test_data] [-2, 0, 0, 0, 0] """ arr = arr or [0] max = arr[0] for i in arr: if i >= 0: return 0 elif max <= i: max = i return ma...
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def getcenter(f, a): """ Get the center (in relative coords) of the axes).""" pos = a.position.Copy() # make relative relative = pos._GetFractionals() for i in range(4): if not relative[i]: pos[i] = pos[i] / f.position[i%2+2] if pos[i]<0: pos[i] = 1.0 - pos[i]...
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def parse_range(s): """Parse a string "a-b" describing a range of integers a <= x <= b, returning the bounds a, b.""" return tuple(map(int, s.split("-")))
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def get_page_id(title, query_results): """ Extracts the title's pageid from the query results. Assumes queries of the form query:pages:id, and properly handle the normalized method. Returns -1 if it cannot find the page id """ if 'normalized' in query_results['query'].keys(): for nor...
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def get_gt(variant_call): """Returns the genotypes of the VariantCall. Args: variant_call: VariantCall proto. The VariantCall for which to return GTs. Returns: A list of ints representing the genotype indices of this call. """ return variant_call.genotype
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def as_single(apply_fun): """ Turn (N,DX) -> (N,1) fun into a (DX,) -> () so that we can take grads and vmap later. """ return lambda params, rng, x: apply_fun(params, rng, x[None])[0, 0]
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def read_date(head_data): """ 当前数据所对应的时间 :return:返回一个包含时间信息的数组 """ time_data = [] try: for i in range(6): time_data.append(head_data[i]) return time_data except TypeError: print("没有找到数据头")
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def price_to_earnings(price, eps): """Computes price to earnings ratio. Parameters ---------- price : int or float Price per share eps : int or float Earnings per share, calculated by "net income / number of shares" Returns ------- out : int or float Returns pri...
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def stone_to_tex(stone, point): """Convert stone at the given point to psgo TeX code.""" line = ' ' * 8 line += r"\stone" if stone.label: line += r"[\marklb{" + stone.label + r"}]" line += r"{" + stone.colour + r"}{" p_x, p_y = point # no 'i', should jump to 'j'! if p_x >= ord('i...
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def celsius_to_fahrenheit(temp): """ From Celsius (ºC) to Fahrenheit (ºF) """ return temp*9/5 + 32
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def find_video_attachments(document_attachments): """This function identifies any attached videos in a collection of document attachments. :param document_attachments: Attachments associated with a document :type document_attachments: list, dict :returns: A list of dictionaries containing info on any v...
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def getBytesSize(bytesIn=0, suffix="B"): """ Scale bytes to its proper format e.g: 1253656 => '1.20MB' 1253656678 => '1.17GB' """ bytesValue = bytesIn if bytesValue is None or 0: return int(0) elif (isinstance(bytesValue, int) or isinstance(bytesValue, float)) and (in...
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def _CreateChartStats(loss_stats): """Creates the Chart object to interface with Google Charts drawChart method. https://developers.google.com/chart/interactive/docs/reference#google.visualization.drawchart Args: loss_stats: A dictionary of years paired to square meters. Returns: A Python dictionary ...
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def stat_parente(v_alea, d_obs): """Calcul la probabilité d'observer une distance moyenne équivalente à `d_obs` sous l'hypothèse du hasard. Cette fonction retourne la probabilité d'observer une distance moyenne équivalente à `d_obs` sous l'hypothèse du hasard. Elle prend en argument le nombre minimal d'inv...
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def extract_channel_platform(url): """Returns last two elements in URL: (channel/platform-arch) """ parts = [x for x in url.split('/')] result = '/'.join(parts[-2:]) return result
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def is_same_class(obj, a_class): """return true if obj is the exact class a_class, otherwise false""" return (type(obj) == a_class)
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def first_part(txt): """First logical part for password.""" return txt[0].upper()
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def simplify(s): """Simplify a split square:""" # START SOLUTION # Base case: already a filled square, cannot be simplified if type(s) == int: return s # It's a split square. # # Recursively simplify each square in split square. # Recurse before simplify a split square, so t...
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