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def filter_cpg_dict_by_cov(cpgDict, coverage=1): """ Filter cpg with coverage Args: cpgDict: coverage: Returns: """ if coverage <= 1: return cpgDict retDict = {} for key in cpgDict: if len(cpgDict[key]) >= coverage: retDict[key] = cpgDict[key...
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import doctest def test_all(): """Run all tests.""" return doctest.DocFileSuite('README.rst')
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import os import re def _get_current_version(session): """\ Returns the current Segno version. """ fn = os.path.abspath(os.path.join(os.path.dirname(__file__), 'qrcode_artistic.py')) with open(fn, 'r', encoding='utf-8') as f: content = f.read() m = re.search(r'^__version__ = ["\']([^"\...
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import hashlib def _hash_gene(gene, length=6): """Get the first letters of the SHA-1 digest of the gene.""" encoded = sum( v * 4 ** i for i, v in enumerate(gene) ).to_bytes(13, byteorder='big') digest = hashlib.sha1(encoded).hexdigest() return digest[0:length]
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import os def get_default_usubs(): """ Return the default user subroutines :returns: Two lists containing the default (required) subroutines for the rollover simulation to work. :rtype: list[ list[ str ] ] """ this_dir = os.path.dirname(os.path.abspath(__file__)) u...
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def _tags_to_dict(s): """ "k1=v1,k2=v2" --> { "k1": "v1", "k2": "v2" } """ return dict(map(lambda kv: kv.split('='), s.split(",")))
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import copy import re def _certificate_info_matches(cert_info, required_cert_info, check_serial=False): """ Return true if the provided certificate information matches the required certificate information, i.e. it has the required common name, subject alt name, organization, etc. cert_info should...
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def status_transfer(status, running_status_list, failed_status_list): """status display for frontend""" if status in running_status_list: return "running" elif status in failed_status_list: return "failed" return "success"
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def formatStyle(a): """Format an inline style attribute from a dictionary""" return ";".join([att+":"+str(val) for att,val in a.iteritems()])
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import re def _get_log_fname(mtz_fname): """ convert an mtz filename to the corresponding main log filename """ regex = re.compile(r'(.*)_all.mtz$') hit = regex.search(mtz_fname) assert hit is not None assert len(hit.groups()) == 1 return hit.groups()[0] + '_main.log'
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def create_connectivity_list(shape, element_offset=0): """Use the element indices for each shape to create the connectivity list""" num_points = len(shape.points) num_parts = len(shape.parts) elements = [] for i in range(num_parts): # parts[] returns the point index at the start of each par...
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def month_difference(from_date, to_date): """ gets the number of months between from_date and to_date could be negative or zero example usage: >>> month_difference(datetime(2010,10,1), datetime(2010,11,1)) 1 """ return (to_date.year - from_date.year) * 12 + (to_date.month - from_...
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def index(): """ Muestra los registros de cuentas por cobrar """ return dict()
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def dt_str(dt_object, format_='%Y-%m-%dT%H:%M:%S') -> str: """ Converts python datetime object into datetime string """ return dt_object.strftime(format_)
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def generateFilename(photoInfo, photoNum): """Creates a file system file name for a photo. The file name will be in the format date-taken_title.extension. For example, 20180521203625_My_Flickr_Picture.jpg. The date taken will be a numeric string which means the pictures on the file system will sort i...
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def getNestedValue(dictionary, keyString, default=None): """ Returns the value from a nested dictionary where '.' is the delimiter """ keys = keyString.split('.') currentValue = dictionary for key in keys: if not isinstance(currentValue, dict): return default curr...
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def decompressRLElist(nums): """ :type nums: List[int] :rtype: List[int] """ sublist = [] list_len = len(nums) if list_len%2==0: list_len else: list_len-=1 for i in range(0, list_len,2): freq = nums[i] val = nums[i+1] for k in range(freq): ...
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def remove_ticks(ax, x=False, y=False): """ Remove ticks from axis. Parameters: ax: axes to work on x: if True, remove xticks. Default False. y: if True, remove yticks. Default False. Examples: removeticks(ax, x=True) removeticks(ax, x=True, y=True) """ if x: ax...
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import torch def normalize_tensor_one_minone( pp: torch.Tensor, ) -> torch.Tensor: """ Receives a tensor and retrieves a normalized version of it between [-1, ..., 1]. We achieve this by normalizing within [0, 2] and subtracting 1 from the result. """ pp_norm = pp.float() pp_max = pp_norm....
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import io def file_to_corpus(name_file): """Transforma as linahs de um arquivo em uma lista. Example: function(my_file.txt) """ rows = [] #with open(name_file, 'r') as read: #, encoding = "ISO-8859-1" , encoding='utf-8' with io.open(name_file, newline='\n', errors='ignore') as read: #erro ignore c...
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from typing import Optional def get_description(description: Optional[str]) -> str: """Filter. Get the description of a property or an empty string""" return description or ""
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import random def _select_sample(samples, length, prev_sample): """ Selects a sample via a markov chain Samples should be in the form: { 'song_name': [ ... samples ... ], ... } """ if prev_sample is not None: song = prev_sample.song # Repe...
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def _tuple(): """Create registry entry for tuple.""" entry = { tuple: { "flatten": lambda tree: (list(tree), None), "unflatten": lambda aux_data, children: tuple(children), # noqa: U100 "names": lambda tree: [f"{i}" for i in range(len(tree))], }, } re...
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import struct def bytes_to_16s(data, n): """大端字节序""" ret = [0] * n for i in range(n): ret[i] = struct.unpack(">h", bytes(data[i * 2: i * 2 + 2]))[0] return ret
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import numpy def calculate_derivatives(histogram): """Calculates derivatives of a given histogram :param histogram: the histogram to calculate derivatives for :type histogram: numpy.ndarray :returns: numpy.ndarray -- the derivatives """ return numpy.diff(histogram).astype(numpy.float32)
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def Hex2Alpha(ch): """Convert a hexadecimal digit from 0-9 / a-f to a-p. Args: ch: a character in 0-9 / a-f. Returns: A character in a-p. """ if ch >= '0' and ch <= '9': return chr(ord(ch) - ord('0') + ord('a')) else: return chr(ord(ch) + 10)
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def _crypt_audio_packet(packet: bytes, key: bytes) -> bytes: """Encrypt/decrypt a plaintext/encrypted audios stream payload. Skips encryption/decryption if packet is less than or equal to 0x140 bytes. """ data = bytearray(packet) if len(data) > 0x140: for i in range(0x140, len(data)): ...
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import json def parse_logfile_evaluation(logFile): """ takes log file with evaluation settings in JSON format and parses relevant parts """ run_parameters = {} with open(logFile, "r") as read_file: json_data = json.load(read_file) # dictionary for el in json_data['run_paramet...
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import json def json_encode(data, *args, **kwargs): """Encodes a dictionary into a JSON string Arguments: data {dict} -- Dictionary to encoded Returns: str -- JSON encoded string """ return json.dumps(data, *args, separators=(',', ':'), **kwargs)
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import re def remove_URL(text: str)-> str: """ Removes URL patterns from text. Args: `text`: A string, word/sentence Returns: Text without url patterns. """ url = re.compile('https?://\S+|www\.\S+') text = url.sub('',text) return text
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import json def apply_threshold(in_file, threshold): """ apply threshold """ out_file = in_file[:-5] + '-' + str(threshold) + '.json' with open(in_file) as data_file: data = json.load(data_file) for person_id in range(len(data)): keypoints = data[person_id]["keypoints"] ...
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def split_by_bar(abc_string): """ Takes a string of full ABC notation and splits it into lists representing individual bars """ result = abc_string.split('|') return [x for x in result if x != '']
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def _unstack(obj): """ Private function used to reorder to use the work dimension as the first dimension, stack all the dimensions except the first one """ if 'temp_dim' in obj.dims: obj_unstacked = obj.unstack('temp_dim') else: obj_unstacked = obj return obj_unstacked
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import math def convert_bytes(size): """Make a human readable size.""" label = ('B', 'KB', 'MB', 'GB', 'TB', 'PB', 'EB', 'ZB', 'YB') try: i = int(math.floor(math.log(size, 1024))) except ValueError: i = 0 p = math.pow(1024, i) readable_size = round(size/p, 2) return '{}{}'....
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def objtag(accessing_obj, accessed_obj, *args, **kwargs): """ Usage: objtag(tagkey) objtag(tagkey, category) Only true if accessed_obj has the specified tag and optional category. """ if hasattr(accessed_obj, "obj"): accessed_obj = accessed_obj.obj tagkey = args[0] i...
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def rec_replace(l, d): """ Recursively replace list l with values of dictionary d ARGUMENTS: l - list or list of lists d - dictionary where if an element in l matches d['key'], it is replaced by the value OUTPUT: l - list with elements updated """ ...
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import time def rdkit_desc(mols, functions, names, verbose=True): """ Calculate RDKit descriptors for a set of molecules. Returns calculated descriptors in a dict by their name """ start = time.time() descriptors = {} for function, name in zip(functions, names): desc = [functi...
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from typing import List def missingNumber2(nums: 'List[int]') -> 'int': """ 解法3:异或 """ missing = len(nums) for i, num in enumerate(nums): missing ^= i ^ num return missing
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def wxToGtkLabel(s): """ The message catalog for internationalization should only contain labels with wx style ('&' to tag shortcut character) """ return s.replace("&", "_")
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def _map(args): """Mapping helper function for mp_list_map.""" lst, fnc, kwargs = args return fnc(list(lst), **kwargs)
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def maior_precisao(lista): """ Auxilio para yicks... Devolve a maior precisao de entre o inicio dos yticks, e o step dos yticks :type lista: ``numpy arange()`` :param lista: lista de valores (x-axis ou y-axis) :return: Devolve maior precisao de entre o inicio dos yticks, e o step dos yticks """ if len(li...
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def read_file(name): """ Reads the content of a text file specified by the user. """ file = open(name, 'r', encoding="UTF-8") return file.read()
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import math def is_prime(n): """Return True if n is a prime number, else False.""" return n >= 2 and not any( n % p == 0 for p in range(2, int(math.sqrt(n)) + 1))
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def setRegisterNumbersForTemporaries(ast, start): """Assign register numbers for temporary registers, keeping track of aliases and handling immediate operands. """ seen = 0 signature = '' aliases = [] for node in ast.postorderWalk(): if node.astType == 'alias': aliases.ap...
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def _cldf2wld(dataset): """Make lingpy-compatible dictinary out of cldf main data.""" header = [h for h in dataset.rows[0].keys() if h != 'ID'] D = {0: ['lid'] + [h.lower() for h in header]} for idx, row in enumerate(dataset.rows): D[idx + 1] = [row['ID']] + [row[h] for h in header] return D
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def get_block_id(color, id_tag="00"): """Get block identifier based on color Args: color (string): string representation of color id_tag (string, optional): prefix for the object. Defaults to "00". Returns: string: block identifier as string """ return "%s_block_%s"...
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def add_tune_params(parser): """ define hyperparam-tuning params """ parser.add_argument('--num_samples', type=int, default=15) parser.add_argument('--gpus_per_trial', type=int, default=1) parser.add_argument('--cpus_per_trial', type=int, default=7) parser.add_argument('--grace_period', type...
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def findStartOfLine(text,offset,lineLength=None): """Searches backwards through the given text from the given offset, until it finds the offset that is the start of the line. With out a set line length, it searches for new line / cariage return characters, with a set line length it simply moves back to sit on a multip...
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def dodo_existing(tmpdir): """ Set up a project with a DODO file """ prjdir = tmpdir.join('projdir') prjdir.ensure(dir=True) prjdir.join('.project').ensure() dofile = prjdir.join('DODO') dofile.write("\n - this is a task\n") return (prjdir, dofile)
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def get_video_play_url(video): """ Find playback_url for video target named 'high', in case there isn't one, returns the first target on the list. Change this to the specific target name you wish to play. """ if len(video['targets']) > 0: target = next((target for target in video['ta...
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import os def GetCurrentDirectory(): """ Library function to return current directory :return: dictionary or string data: - Dictionary: Keys: returnCode :returnType: dictionary / string """ currentDir = os.getcwd() if currentDir is None: retStruct = dict() ...
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def get_theta_bounds(priors): """ Returns the state vector parameters bounds. Parameters ---------- priors : list of instantiated Prior objects :class:`Prior` vector Returns ------- bounds : list List of (min, max) tuples """ return [prior.get_bounds() for prior...
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def title(snake_case: str): """Format snake case string as title.""" return snake_case.replace("_", " ").strip().title()
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def merge_duplicate(merged_streams_in_island_list): """ Merge lists that have at least one common element into one list. :param merged_streams_in_island_list: list of lists to test and merge :type merged_streams_in_island_list: list of lists :return: list of merged lists :rtype: list o...
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from pathlib import Path from datetime import datetime def most_recent_run(outputs_path, fmts=["%Y-%m-%d", "%H-%M-%S"]): """Get the most recent Hydra run folder. Parameters ---------- outputs_path : pathlib.Path or str The root Hydra outputs directory fmts : list Optional list of ...
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def sortByLabels(arr, labels): """ intended use case: sorting by cluster labels for plotting a heatmap """ return [x[1] for x in sorted(enumerate(arr), key=lambda x: labels[x[0]])]
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import numpy import math def quaternion_from_matrix(matrix, isprecise=False): """Return quaternion from rotation matrix. If isprecise is True, the input matrix is assumed to be a precise rotation matrix and a faster algorithm is used. >>> q = quaternion_from_matrix(numpy.identity(4), True) >>> n...
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def _unix_user(username): """Converts a username from the jupyterhub login to a proper username for the docker virtual machine""" if '@' in username: return username.split('@')[0] # The username in the container is not critical, it's mostly a gimmick. # If it's not an email address (which ...
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def b_overlap_a(a, b, alab='a', blab='b', verb=False): """Check if there is any value in `b` inside the range of the values in `a`. Only checks if there is overlap, but not how (e.g. do not tell if all values of b inside a, or just from one side). Examples -------- a: ' |---| ' b: '|--...
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def writeBenchScript(dir, benchmark_name, size, output_path): """ This method creates a script in dir which will be eventually passed to the simulated system (to run a specific benchmark at bootup). """ input_file_name = '{}/run_{}_{}'.format(dir, benchmark_name, size) with open(input_file_n...
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def Artifact(file_path, view_url=None, fetch_url=None, content_type='application/octet-stream'): """Build an Artifact dict. Args: file_path: A string with the absolute path where the artifact is stored. view_url: An optional string with a URL where the artifact has been uploaded to as a ...
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def filter_combinations(combinations, mode): """ Filter a list of combinations, extracting only those which satisfy the condition of filter mode. :param combinations: a list with all the combinations to filter :param mode: the filter mode :return: a list of the filtered combinations. """ fil...
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def careful_update(adict, bdict): """ Carefully updates a dictionary with another dictionary, raising a ValueError if keys are shared. """ if not set(adict.keys()).isdisjoint(set(bdict.keys())): raise ValueError('adict shares keys with bdict') else: adict.update(bdict) ...
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def test(): """测试用接口 """ return "Hello Task Network"
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def extend_dataset_features(dfs): """ This function will take a dataframe (elements in list dfs) and extend the features accordingly :param dfs: List with dataframes over which we want to extend the features :return: Dict of extended dataframes """ extended_dfs_dict = [] for df in dfs: ...
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def binnify(test, lower, upper, bins): """Compute a bin index for the 'sounding' raster display.""" # No, I don't remember why this works. It's not hard to figure out though. bins -= 1 ul = upper-lower bs = ul/bins return max(0, int(round(min(bins, bins*(test-lower)/ul), 0)))
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def some_other_function(): """Dummy function""" return None
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def assign_rank_group(atom_num, assign, rank, rank_num): """ | **Description:** Assign rank to each group **Input:** - atom_num: Atom respectively which we are producing the rank from - assign: Group of molecules grouped on clusters dependiong on the ligand connectivity - rank: list o...
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import traceback def _uno_extract_printable_stacktrace(trace): """Extracts a printable stacktrace. Referenced from pyuno shared lib and pythonscript.py. """ return ''.join(traceback.format_tb(trace))
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def numerical_diff(self, f, x): """ (function) numerical_diff ------------------------- - Calculate numerical difference ------------------------ Parameter --------- - f : input function - x : input value(s) Return ------ - numerical difference value(s) """ # Ca...
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def update_dict_key(dict_value, key_map): """将字典中的key进行修改 Args: dict_value:原始字典 key_map: key映射dict类型 Returns: 返回修改后的字典 举例: dict_value = {'a':1,'b':2} key_map = {'a':'c'} 返回值new_val = {'c':1, 'b':2} """ new_val = dict_value.copy() for k, v in ke...
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def create_lookup_tables(unique_words): """ Create lookup tables for word_to_id and id_to_word Args: unique_words: dictionary of words in training set Return: word_to_id: dict with words as keys and corresponding ids as values id_to_word: dict with ids as keys and corr...
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import shutil import os def get_terminal_size(fallback=(80, 24)): """Look up character width of terminal.""" try: return shutil.get_terminal_size(fallback) except Exception: # pragma: no cover return os.terminal_size(fallback)
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def data_args(parser): """This is a helper function of the function :func:`parse_cmd_arguments` to add an argument group for options specific to the dataset generation. Args: parser: Object of class :class:`argparse.ArgumentParser`.`. Returns: The generated argument group. """ ...
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import urllib3 def read_pdbid(pdbid): """ Read a pdb file from the PDB. Need an internet connection. Parameters ---------- pdbid: Name of the pdb file. (ex: 1dpx or 1dpx.pdb) Return ------ The content of the pdb file """ # URL of the PDB url = 'http://files.rcsb.org/downl...
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from typing import Dict from typing import List import string def generate_encoding_indexes(seps) -> Dict[int, List[str]]: """Generate encoding indexes for the provided separators.""" return { n: [j for i, j in enumerate(string.ascii_letters) if (i % 10 == n and j not in seps)] for n in range(...
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import sys def _fmt(): """Produce library naming scheme.""" if sys.platform.startswith('darwin'): return 'lib%s.dylib' if sys.platform.startswith('win32'): return '%s.dll' if sys.platform.startswith('cygwin'): return 'lib%s.dll' return 'lib%s.so'
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def single_structure_property_predicted(body): """ Method for make message as dict with data which would be send to rabbitmq ml single structure property predicted queue :param body: body of message received from RabbitMQ queue :type body: dict :return: single structure property predicted messa...
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def word_splitter(df): """ This function takes pandas dataframe as input, split the sentence into a list of separate words and returns a modified dataframe Example Input: Tweets Date @IamGladstone @CityPowerJhb @HermanMashaba The... 2019-11-29 11...
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from typing import Awaitable from typing import Dict from typing import Any import aiohttp import json async def download_data(url) -> Awaitable[Dict[str, Any]]: """The download_data method downloads json data from the `url`. Args: url (str): the url that the user wants to download Returns: ...
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def xeval(sexpr): """ >>> xeval('') 0 >>> xeval('1234567') 1234567 >>> xeval('+1234567') 1234567 >>> xeval('-1234567') -1234567 >>> xeval('2+3') 5 >>> xeval('2-3') -1 >>> xeval('2-23+4') -17 >>> xeval('2-01+3-1') 3 >>> xeval('1-2-3-4-5') -13 ...
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def set_option_parsing_recorder_cpu_specification(p): """specify information about a single recorder (RAM, num cores to use, cache size) directly""" p.add_argument("--recorder_num_cores", type=int, default=0, help="*OPTIONAL* number of CPU cores to use for LuMP recording. If 0 is specified, the software will ...
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def _basename(repository_ctx, path_str): """Returns the basename of a path of type string. This method is different from path.basename in that it also works if the host platform is different from the execution platform i.e. linux -> windows. """ num_chars = len(path_str) for i in range(num_...
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from typing import List import math def next_timeout(candidates: List[float], percentile: float) -> int: """Cacluate timeout for the next round. :meta private: """ candidates.sort() num_included = math.ceil(len(candidates) * percentile) timeout_raw = candidates[num_included - 1] timeout_c...
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from pathlib import Path from typing import Dict import re def parse_debian_control(cwd: Path) -> Dict[str, str]: """ Extract fields from debian/control :param cwd: Path to debian source package :return: Dict object with fields as keys """ field_re = re.compile(r"^([\w-]+)\s*:\s*(.+)") co...
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def _get_cover_address(metadata): """Returns cover address. Returns ------- int cover address """ if 'COVER_1' in metadata.footer: address = int(metadata.footer['COVER_1']) else: address = 0 return address
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def f_check_param_definition(a, b, c, d, e): """Function f Parameters ---------- a: int Parameter a b: Parameter b c : Parameter c d:int Parameter d e No typespec is allowed without colon """ return a + b + c + d
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import requests from typing import Optional def get_base_url(req: requests.Response) -> Optional[str]: """ Get base URL from url. """ if req and req.url.find('/'): return req.url.rsplit('/', 1)[0] return None
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def end_ea(obj): """ Return end ea for supplied object. :param obj: Object to retrieve end ea. :return: end ea. """ if not obj: return None try: return obj.endEA except AttributeError: return obj.end_ea
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import uuid import os import shutil def _zip_artifacts(model_artifacts_path: str) -> str: """ Zip artifacts from mlflow run :param model_artifacts_path: directory with model artifacts :return: temporary zip file name """ file_name = str(uuid.uuid4()) file_path = os.path.join(model_artifacts_...
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from typing import OrderedDict def remove_duplicates(block): """ >>> remove_duplicates('AAB') >>> 'AB' """ freq = OrderedDict() for c in block: freq[c] = freq.get(c, 0) + 1 return ''.join(freq.keys())
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import random import string import os def bad_filename(): """Generate a bad filename""" while True: file = ''.join( random.choice(string.ascii_lowercase) for i in range(10)) if not os.path.isfile(file): return file
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def get(isdsAppliance, check_mode=False, force=False): """ Get host records """ return isdsAppliance.invoke_get("Retrieving current host records", "/host_records")
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import numpy as np def _ds_drew(s,ah,Rg,G0,Aw): """ Returns ds/d(rew) """ x = lambda s: np.sqrt((Rg**2-s**2)/(ah**2+s**2)) y = lambda s: np.sqrt((ah**2+s**2)) dsdrew = 1/(2*Aw*G0)/(s*np.arctan(x(s))/y(s)**3 + (1+x(s)**2)*y(s)*s*x(s)/(Rg**2-s**2)/y(Rg)**2) return dsdrew
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def parse_seeds(seeds): """ parse website seeds. @params seeds example: - url1 - user1:pwd1@url1 - user1:pwd1@url1|url2|user3:pwd3@url3 """ seeds = seeds.strip().split('|') website_list = [] for seed in seeds: if '@' not in seed: we...
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def fix_id(fid): """As a temporary measure, escapes certain special characters in a name. Right now, a measure like this is required to make Vega* work properly with various field names. See https://github.com/vega/vega-lite/issues/4965. """ new_id = "" for c in fid: if c == ".": ...
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def chunk(array, num_memory_steps): """Chunk an array into size of N steps. The array of size N x k_1 x ... k_n will be reshaped to be of size Batch x num_memory_steps x k_1 x ... k_n. Parameters ---------- array: Array. Array to reshape. num_memory_steps: int. Number of st...
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def compute_CdS_from_drop_test( terminal_velocity, rocket_mass, air_density=1.225, gravity=9.80665 ): """Returns the parachute's CdS calculated through its final speed, air density in the landing point, the rocket's mass and the force of gravity in the landing point. Parameters ---------- t...
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def cvars(occs): """ Return a single representative occurrence for each variable. """ names = [] canonicals = [] for occ in occs: if occ.name in names: continue canonicals.append(occ) return canonicals
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def convert_to_babylonian_time(seconds): ############################################################################### """ Convert time value to seconds to HH:MM:SS >>> convert_to_babylonian_time(3661) '01:01:01' """ hours = int(seconds / 3600) seconds %= 3600 minutes = int(seconds / ...
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