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import torch def gen_perturb(data, sigma_perturb=1.0, sigma_end=0.01): """ perturb given protein structure with gaussian noise """ pos_init = data.pos step_size = 0.00002 * (sigma_perturb / torch.tensor(sigma_end)) ** 2 noise = torch.randn_like(pos_init) * torch.sqrt(step_size * 2) pos =...
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def _sub_complete_column(column, index): # noqa: F811 """ This function processes the `columns` argument, to create a pandas Index. Args: column : str index: pandas Index Returns: pd.Index: A pandas Index with a single level """ arr = index.get_level_values(column...
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def paren(iterable): """Return generator that parenthesizes elements.""" return ('(' + x + ')' for x in iterable)
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def all_suffixes(li): """ Returns all suffixes of a list. Args: li: list from which to compute all suffixes Returns: list of all suffixes """ return [tuple(li[len(li) - i - 1:]) for i in range(len(li))]
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from typing import List from typing import Dict from typing import Union import warnings def _get_group_id( recorded_group_identifier: List[str], column_links: Dict[str, int], single_line: List[str], ) -> Union[str, None]: """Returns the group_name or group_id if it was recorded or "0" if not. Fav...
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import warnings def parse_sacct(sacct_str): """Convert output of ``sacct -p`` into a dictionary. Parses the output of ``sacct -p`` and return a dictionary with the full (raw) contents. Args: sacct_str (str): stdout of an invocation of ``sacct -p`` Returns: dict: Keyed by Slurm J...
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import socket def get_unused_port_and_socket_ipv6(): """ Returns an unused port on localhost and the open socket from which it was created, but uses IPv6 (::1). """ s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM) s.bind(('::1', 0)) # Ignoring flowinfo and scopeid... addr, port, ...
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import pytz def format_date(dt): """ Format a datetime into Zulu time, with terminal "Z". """ return dt.astimezone(pytz.utc).strftime('%Y-%m-%dT%H:%M:%S.%fZ')
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import random import string def generate_random_string(len: int): """ Creates a randomly generated string of uppercase letters Args: len (int): The desired length Returns: random_string (str) """ return ''.join(random.choices(string.ascii_uppercase, k=len))
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def modular_exponentiation(b, e, m): """produced modular exponentiation. https://en.wikipedia.org/wiki/Modular_exponentiation :param b: a base number. :param e: an exponent. :param m: a modulo. :return: a reminder of b modulo m. """ x = 1 y = b while e > 0: if e % 2 == 0...
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def load_file(cert_path): """Load a file""" with open(cert_path) as cer: cert = cer.read() return cert
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def expected_bfw_size(n_size): """ Calculates the number of nodes generated by a single BFW for a single root node. :param n_size: <list> The number of neighbours at each depth level :return: The size of the list returned by a single BFW on a single root node """ total = [] for i, d in enume...
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import random import string def username(): """生成随机用户名""" return "test_" + "".join(random.sample(string.ascii_letters + string.digits, 10))
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import csv def parse_csv_dict(filename): """ Parses csv file and returns header columns and data. """ data = [] with open(filename) as csvfile: reader = csv.DictReader(csvfile) for row in reader: data.append(row) return reader.fieldnames, data
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def combineRulesWithOperator(listOfRules, operator): """ Takes a list of rules and makes an overall rule that ties them together with the AND or the OR operator Parameters ---------- listOfRules: list A list of string representation of rules operator: str Should be either AN...
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def make_product(digits, k, start): """ Compute k numbers product from start position. :param digits: :param k: :param start: :return: (product, next_start) """ index = 0 product = 1 while index < k and start + index < len(digits): if digits[start + index]: pr...
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def get_yearly_minutes(): """Get yearly minutes.""" return 525600
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def _unroll_into_samples(out_ndim, *arrs): """Flatten samples, slices, and batches dims into one: - `(batches, slices, samples, *output_shape)` -> `(batches * slices * samples, *output_shape)` - `(batches, samples, *output_shape)` -> `(batches * samples, *output_shape)` `*ar...
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from typing import List def parse_mbr_beam(parts: List[str]): """ Structure: $corpus.mbr.$utility_function.beam.$length_penalty_alpha.$num_samples.$metric Example: dev.mbr.sentence-meteor.beam.1.0.10.meteor :param parts: :return: """ corpus, decoding_method, utility_function, sample_o...
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def is_footnote_label(text): """ Retorna True quando text representa "label" de nota de rodapé. Padrões: Primeiro caracter é dígito Primeiro caracter não é alfanumérico Uma letra, minúscula """ if text: return any( [ text[0].isdigit(), not ...
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def decode_topic_names(topic_name): """Separate topic names. # Arguments topic_name: byte string subscribed topic name # Returns topic_names: list a list of strings """ tmp_topic_name = topic_name.decode("utf-8") return tmp_topic_name.split("/")
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def _get_image_offsets(width, height, segments_x, segments_y): """ Gets offsets for the segments :param width: map width :param height: map height :param segments_x: number of x segments :param segments_y: number of y segments :return: lists of x offsets, lists of y offsets """ offse...
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import torch def compute_N_L(lambda_L, Gram_L, G_out): """Compute N_L using KRR Parameters ---------- lambda_L: float Last layer regularization parameter Gram_L: torch.Tensor of shape (n_samples, n_samples) Last layer Gram matrix G_out: torch.Tensor of shape (n_sam...
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import re def check_method(d, string): """check method is support.""" method = set(re.findall(r'[a-zA-Z0-9_]+(?=\()', string)) method_support = {'zip', 'replace', 'range', 'tuple', 'set', 'list', 'str', 'strftime', 'sorted', 'int', 'float', 'type', 'round', 'len...
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def Mceta(m1, m2): """Compute chirp mass and symmetric mass ratio from component masses""" Mc = (m1*m2)**(3./5.)*(m1+m2)**(-1./5.) eta = m1*m2/(m1+m2)/(m1+m2) return Mc, eta
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import decimal import os import csv def make_feature_matrix(directory_name, feature_number, num_objects, start_object=0): """ The function is used to parse multiple csv-files in order to create matrix with list of feature values. Returned values are to be used in Shannon's or Kullback's methods or in met...
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def split_sents(notes, nlp): """ Split the text in pd.Series into sentences. Parameters ---------- notes: pd.Series series with text nlp: spacy language model Returns ------- notes: pd.DataFrame df with the sentences; a column with the original note index is added ...
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import os import glob def find_input_images(working_dir=os.getcwd(), image_format='jpg'): """Find the input images. Defaults to looking for all .jpg files in current working directory.""" images = glob.glob(os.path.join(working_dir, '*.%s' % image_format)) if images is None: return [] r...
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def compute_mm_force(sim, positions): """compute mm forces given a position""" sim.context.setPositions(positions) return sim.context.getState(getForces=True).getForces(asNumpy=True)
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def _is_header_line(line: str) -> bool: """ Determine if the specified line is a globals.csv header line Parameters ---------- line : str The line to evaluate Returns ------- is_header_line : bool If True, `line` is a header line """ return "kT" in line
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from typing import Set def parse_modes(modes: Set[str]) -> Set[str]: """A function to determine which modes to run on based on a set of modes potentially containing blacklist values. ```python m = fe.util.parse_modes({"train"}) # {"train"} m = fe.util.parse_modes({"!train"}) # {"eval", "test", "inf...
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def endsWith(str, suffix): """Return true iff _str_ ends with _suffix_. >>> endsWith('clearly', 'ly') 1 """ return str[-len(suffix):] == suffix
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def _patch_center(patch, orient='v'): """ Get coordinate of bar center Parameters ---------- patch : matplotlib patch orient : 'v' | 'h' Returns ------- center : float """ if orient not in 'v h'.split(): raise Exception("Orientation must be 'v' or 'h'") if ori...
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def _identify_shade_auth(): """Return shade credentials""" # Note(TheJulia): A logical progression is to support a user defining # an environment variable that triggers use of os-client-config to allow # environment variables or clouds.yaml auth configuration. This could # potentially be passed in ...
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import os def list_dir(path): """ Same as os.listdir, but remove any invisible file. """ files = os.listdir(path) cleaned = [] for file in files: if not file.startswith('.'): cleaned.append(file) return cleaned
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import hashlib def get_sha256_of_string(the_string): """Returns SHA-256 hash for given string.""" new_hash = hashlib.new("sha256") new_hash.update(bytes(the_string, "utf-8")) return new_hash
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import re def decamelize(s): """Decamelize the string ``s``. For example, ``MyBaseClass`` will be converted to ``my_base_class``. """ if not isinstance(s, str): raise TypeError('decamelize() requires a string argument') if not s: return '' return re.sub(r'([a-z])([A-Z])', r...
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import random import logging def add_break(focal_gen): """ adding break point to contigs """ # selecting contig contig = random.sample(focal_gen.keys(), 1)[0] contig_seq = focal_gen[contig] # selecting split location if len(contig_seq) < 100: focal_gen.pop(contig, None) ...
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import base64 import os def genkey(): """Get a random short key name""" return base64.b64encode(os.urandom(5)).decode("utf8")
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import uuid def generate_uuid_32(): """Generate a unique ID encoded in hex. Returns ------- str """ return uuid.uuid4().hex
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from typing import List def get_widxs_from_chidxs(chidxs: List[int], offsets: List[List[int]]) -> List[int]: """ Find word indices given character indices :param chidxs: :param offsets: :return: """ last_ch_idx = offsets[0][0] assert max(chidxs) < offsets[-1][...
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def parse_ppvid(params, names, ppvids): """ 得到ppvid组合对应的name-value(比如处理器-Intel 酷睿 i5 6代) :param params: 存放property信息的字典 :param names: property所有的name(例如处理器,显卡) :param ppvids: ppvid组合 :return: name-value字典 For Example: {"处理器": "Intel 酷睿 i5 6代", "显卡": "核芯/集成显卡" ...} """ name_to_value =...
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def find_boyer_moore(T, P): """Return the index of first occurance of P; otherwise, returns -1.""" n, m = len(T), len(P) if m == 0: return 0 last = {k: i for i, k in enumerate(P)} i = k = m - 1 while i < n: if T[i] == P[k]: if k == 0: return i ...
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import random def columns_many(): """Simulating many columns being returned with varying numbers of entries in each""" def _build_cols(num_items, num_cols): col = [{} for i in range(num_items - random.randint(0, num_items))] cols = [col for i in range(num_cols)] # adding one more line...
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def bytes_int( seq ): """8-bit encoded integer as sequence of 1 to 4 bytes, little-endian. """ shift= 0 v= 0 for b in seq: v += b<<shift shift += 8 return v
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def match_with_batchsize(lim, batchsize): """ Function used by modify_datasets below to match return the integer closest to lim which is multiple of batchsize, i.e., lim%batchsize=0. """ if lim % batchsize == 0: return lim else: return lim - lim % batchsize
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def get_function_info(func) -> dict: """ return: { 'name': str func_name, 'args': ((str arg_name, str arg_type), ...), ^ [1] 'kwargs': ((str arg_name, str arg_type, any value), ...), 'has_*args': bool, # [3] ...
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def superset_data_db_alias() -> str: """The alias of the database that Superset reads data from""" return 'superset-data-read'
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def _make_particle_visible_svg(text,particles,plidx): """ Takes svg file and makes particle visible at specified file location. """ for particle in particles: lidx = text.find("label=\"%s\""%str(particle+1),plidx) text = text[:lidx]+text[lidx:].replace("display:none","display:inline"...
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from typing import AnyStr def remove_until(string: AnyStr, marker: AnyStr) -> AnyStr: """Remove all chars in string until string starts with marker""" while not string.startswith(marker) and string: # While don't start with marker and string not empty string = string[1:] # Remove first char return string
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def _calc_bs(tp: int, fp: int, fn: int) -> float: """ Calculate the brier score :param tp: :param fp: :param fn: :return: """ return (tp + fp) / (tp + fn)
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def shifted_ewm(series, alpha, adjust=True): """ calculate exponential weighted mean of shifted data series - vector alpha - 0 < alpha < 1 """ return series.shift().ewm(alpha=alpha, adjust=adjust).mean()
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import os def get_config_from_env(): """ Retrieve the api key and secret from the envoronment. Raises: RuntimeError: If the key or secret is not found in the environment. Returns: Dict: config with "api_key" and "api_secret" """ api_key = os.getenv("PODCAST_INDEX_API_KEY") ...
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def _fully_qualified_typename(cls): """Returns a 'package...module.ClassName' string for the supplied class.""" return '{}.{}'.format(cls.__module__, cls.__name__)
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def user_prompt(prompt_string, default=None, inlist=None): """ Takes a prompt string, and asks user for answer sets a default value if there is one keeps prompting if the value isn't in inlist splits a string list with commas into a list """ prompt_string = '%s [%s]: ' % ( ...
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import os def check_join(root_path: str, *args) -> str: """ 检查合并后的路径是否在root_path当中,如果超出抛出异常 :param root_path: 根路径 :param args: 路径块集合 :return: 合并后的绝对路径 """ root_path = os.path.abspath(root_path) result_path = os.path.abspath(os.path.join(root_path, *args)) if not result_path.star...
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def orders_service(create_service_meta): """ Orders service test instance with `event_dispatcher` dependency mocked """ return create_service_meta('event_dispatcher')
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def kml_folder(name = "",contents=""): """ return kml folders """ kmlfolder = """ <Folder> <name>%s</name> <visibility>1</visibility> %s </Folder> """ return kmlfolder % (name,contents)
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import os import shutil def delete_dir(path): """ Deletes the specified directory if it exists. All files inside the directory will be deleted. :param path: Path of the directory to delete. :return: True if the path was a directory and was deleted. """ if os.path.isdir(path): sh...
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import re def remove_links(text): """ Method used to remove the occurrences of links from the text Parameters: ----------------- text (string): Text to clean Returns: ----------------- text (string): Text after removing links. """ # Removing all the occurrences of l...
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def rgb_to_hsl(rgb_array): """! @brief Convert rgb array [r, g, b] to hsl array [h, s, l]. @details RGB where r, g, b are in the set [0, 255]. HSL where h in the set [0, 359] and s, l in the set [0.0, 100.0]. Formula adapted from https://www.rapidtables.com/convert/color/...
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import argparse def build_parser(args): """ A method to handle argparse. >>> args = build_parser(None) >>> # args = Namespace(archiveonly=False, json=False, location=False, paths=[[]], verbose=True) >>> print args.verbose True """ parser = argparse.ArgumentParser(usage=...
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import hashlib def get_hash(a_string, algorithm="md5"): """str => str Return the hash of a string calculated using various algorithms. .. code-block:: python >>> get_hash('prova','md5') '189bbbb00c5f1fb7fba9ad9285f193d1' >>> get_hash('prova','sha256') '6258a5e0eb772911...
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def print_type(calendar_lines): """ Function: print_type Description: Sends the lsit of all event type in csv file Input: calendar_lines - object for csv.reader for user's calendar file Output: - Sends the lsit of all event types as list and string """ list_t...
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def logstash_processor(_, __, event_dict): """ Adds @version field for Logstash. Puts event in a 'message' field. Serializes timestamps in ISO format. """ if 'message' in event_dict and 'full_message' not in event_dict: event_dict['full_message'] = event_dict['message'] event_dict['m...
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def normalise_series(series): """Normalise a Pandas data series. i.e. subtract the mean and divide by the standard deviation """ ave = series.mean() stdev = series.std() return (series - ave) / stdev
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def daxpy(n, da, dx, incx, dy, incy): """ * * -- Reference BLAS level1 routine (version 3.8.0) -- * -- Reference BLAS is a software package provided by Univ. of * Tennessee, -- * -- Univ. of California Berkeley, Univ. of Colorado Denver and NAG * Ltd..-- * November 2017 * """ #* .. Scalar Ar...
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def is_empty_placeholder(page, slot): """A template filter to determine if a placeholder is empty. This is useful when we don't want to include any wrapper markup in our template unless the placeholder unless it actually contains plugins. """ placeholder = page.placeholders.get(slot=slot) retur...
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import os import re def find_version(*relative_path_parts): """ Find the version string in a file relative to the current directory. :param relative_path_parts: list of path parts relative to the current directory where the file containing t...
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import time def generate_genesis_block(): """This function passes a list to merkle_tree.py that creates the root for the genesis block""" time_stamp = time.mktime(time.strptime('11/02/2020-07:59AM', '%m/%d/%Y-%I:%M%p')) # time.mktime() generates a time_stamp in unix time. start_timestamp = time.strftime(...
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def get_smiles_of_user_entity_ids(cursor, unification_table, user_entity_ids): """ Get the smiles using their BIANA user entity ids """ query_smiles = ("""SELECT SM.value, DB.databaseName FROM externalEntitySMILES SM, {} U, externalEntity E, externalDatabase DB ...
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def anti_join(df1, df2, **kwargs): """ Anti-joins two dataframes. :param df1: dataframe :param df2: dataframe :param kwargs: keyword arguments as passed to pd.DataFrame.merge (except for 'how'). Specifically, need join keys. :return: dataframe """ return df1.merge(df2, how='left', ind...
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def _print_final_result_of_plugin( plugin, compute_ids, results, out_plugins, out_plugin): """Print final results of plug-in. Keyword arguments: plugin -- plug-in name compute_ids -- list of compute node IDs results -- results list out_plugins -- list of out plug-ins out_plugin -- u...
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import functools import six import inspect def map_arg(**maps): """ Apply a mapping on certain argument before calling the original function. Args: maps (dict): {argument_name: map_func} """ def deco(func): @functools.wraps(func) def wrapper(*args, **kwargs): i...
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import math def get_n(k, e, n_max): """ TS 38.212 section 5.3.1 """ cl2e = math.ceil(math.log2(e)) if (e <= (9/8) * 2**(cl2e - 1)) and (k / e < 9 / 16): n1 = cl2e - 1 else: n1 = cl2e r_min = 1 / 8 n2 = math.ceil(math.log2(k / r_min)) n_min = 5 n = max(min(n1, n2...
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def architecture_is_64bit(arch): """ Check if the architecture specified in *arch* is 64-bit. :param str arch: The value to check. :rtype: bool """ return bool(arch.lower() in ('amd64', 'x86_64'))
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import re def match(text, pattern, limit = -1): """ Matches all or first "limit" number of occurrences of the specified pattern in the provided text :param text: A String of characters. This is the text in which we want to find the pattern. :param pattern: The pattern to look for. Expected to be a reg...
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import os def rootdir() -> str: """The root directory of the test suite.""" return os.path.dirname(os.path.abspath(__file__))
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import logging def filter_data(dfs, patient_ids): """ Filters the given data frames to the given patient IDs. :param List[pd.DataFrame] dfs :param pd.Series[int] patient_ids :rtype List[pd.DataFrame] """ logging.info('Filtering visit data') results = [df.loc[df.index.intersection(...
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def _getVersionTuple(v): """Convert version string into a version tuple for easier comparison. """ return tuple(map(int, (v.split("."))))
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def eqn9_rule(model,g,g1,d,tm,s): """ Distribution units balance in each grid cell.""" if tm > 1 : return model.num_dist[g,g1,d,tm,s] == model.num_dist[g,g1,d,tm-1,s] \ + model.num_dist_invest[g,g1,d,tm,s] else : return model.num_dist[g,g1,d,tm,s] == model.num_dist_invest[g,g1,d,tm,s] \ ...
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def to_ssml(text): """Adds SSML headers to string. """ return '<speak>'+ text + '</speak>'
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def remove_headers(markdown): """Remove MAINTAINER and AUTHOR headers from md files.""" for header in ['# AUTHOR', '# MAINTAINER']: if header in markdown: markdown = markdown.replace(header, '') return markdown
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import time import logging def timed_func(process_name): """ Adds printed time output for a function Will print out the time the function took as well as label this output with process_name :param process_name: human name of the process being timed """ def decorator(f): def wrapper(*a...
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def is_start_byte(b: int) -> bool: """Check if b is a start character byte in utf8 See https://en.wikipedia.org/wiki/UTF-8 for encoding details Args: b (int): a utf8 byte Returns: bool: whether or not b is a valid starting byte """ # a non-start char has encoding 10xx...
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def get_s3item_md5(item): """ A remote item's md5 may or may not be available, depending on whether or not it was been downloaded. If a download hasn't occurred, the checksum can be fetched using the files HTTP ETag. """ if item.md5 is not None: return item.md5 else: # Remove...
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from typing import List def list_params(pop: list, gen: int, lamarck: bool, multicore: bool, **extra_params: dict) -> List: """ Internal function to list execution parameters. For advanced users only. Parameters ---------- pop : list List of individuals. gen : int...
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import re def isdatauri(value): """ Return whether or not given value is base64 encoded data URI such as an image. If the value is base64 encoded data URI, this function returns ``True``, otherwise ``False``. Examples:: >>> isdatauri('data:text/plain;base64,Vml2YW11cyBmZXJtZW50dW0gc2VtcGVyIH...
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def load_inspection_page(filename): """Opens the output of a previously saved query result.""" if filename == 'file': filename = 'inspection_page.html' with open(filename) as file: content = file.read() return content
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def list_all_items_inside(_list, *items): """ is ALL of these items in a list? """ return all([x in _list for x in items])
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import re from datetime import datetime def convert_to_datetime(date_str): """Receives a date str and convert it into a datetime object""" date_str = re.findall(r"\s(.+)\s", date_str)[0] return datetime.strptime(date_str, "%d %b %Y %X")
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def outer(x, y): """Compute the outer product of two one-dimensional lists and return a two-dimensional list with the shape (length of `x`, length of `y`). Args: x (list): First list, treated as a column vector. 1 dimensional. y (list): Second list, treated as a row vector. 1 dimensional. ...
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def _get_step_inout(step): """Retrieve set of inputs and outputs connecting steps. """ inputs = [] outputs = [] assert step.inputs_record_schema["type"] == "record" for inp in step.inputs_record_schema["fields"]: source = inp["source"].split("#")[-1].replace("/", ".") # Check if ...
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def get_intersect_list(lst1, lst2): """ Find the intersection of two lists :param lst1: List One :param lst2: List Two :return: A list of intersect elements in the two lists """ lst3 = [value for value in lst1 if value in lst2] return lst3
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def _choose_mtx_rep(adata, use_raw=False, layer=None): """Get gene expression from anndata depending on use_raw and layer""" is_layer = layer is not None if use_raw and is_layer: raise ValueError( "Cannot use expression from both layer and raw. You provided:" f"'use_raw={use_...
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def count_unauth_purchases(request): """ Count number of recipes in a shoplist of an unauthorized user. """ user_ip = request.META['REMOTE_ADDR'] if request.session.get(user_ip): return len(list(set(request.session[user_ip]))) return 0
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import uuid def is_uuid(u): """validator for plumbum prompt""" if isinstance(u, str) and u.replace('-', '') == uuid.UUID(u).hex: return u return False
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import re def get_urls(filename): """ Returns a sorted list of puzzle URLs from the given log file. The hostname comes from the filename and puzzle URLs contain the word puzzle. If a URL is duplicated, then we only include it once. """ under_index = filename.find("_") log_index = filename....
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def distribute(x, values, level): """Distribute elements in values on nth level of nested lists. This creates an additional nested level of lists. Exemple: distribute([[[1,2], [1,3]], [[2,2]]], ['a', 'b'], 2) --> [[ [[1,2,'a'], [1,2,'b']], [[1,3,'a'], [1,3,'b']] ...
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import re def normalize_layout_string(layout_string): """normalize a layout string such that it is characterwise identical to the output of the 'dump' command """ layout_string = layout_string.replace('\n', ' ') # drop multiple whitespace layout_string = re.sub(r'[ ]+', ' ', layout_string) ...
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