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from io import StringIO import contextlib def format_check(file_or_dir): """Perform format and return True if changes were made (False otherwise).""" capture = StringIO() with contextlib.redirect_stderr(capture): format(file_or_dir) output = capture.getvalue() made_changes = any(["file ref...
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from typing import Iterable import functools import operator def _prod(vs: Iterable[float]) -> float: """Product function.""" return functools.reduce(operator.mul, vs, 1)
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def sizeof_fmt(size, binary=True, separator=' ', suffix='B', digits=2): """ takes a *size* (in bytes) and convert it in a human readable format. :param size: size in bytes :param digits: amount of decimals for any number :param binary: `True` for binary (:math:`2^x`) or `False` for decimal (:math:`...
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def sort_numbers(nums): """ Sorts an array of numbers. :param nums: array of integers. :return: sorted array. """ if nums: return sorted(nums) return []
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def split_array_half(array): """ Splits an array like object in half, into two arrays. If of an odd length, the first half will be larger by 1. :param array: array like object to be split in half :return: Two arrays (first_half and second_half) """ midpoint = len(array) // 2 first_half ...
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def clean_stix_data(data): """ Clean stix data from unwanted characters """ return data.replace("\n", "")\ .replace("{", "{{")\ .replace("}", "}}")\ .replace("”","\"")\ .replace("“","\"")
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def contains_no_complete_reductions(reductions): """Checks whether reductions contains a reduction with the empty word.""" for reduction in reductions: if reduction[-1] == "": return False return True
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import copy def clone(obj): """Clone the object @param obj: object to be cloned @return object cloned. """ return copy.copy(obj)
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def quaternionMsgToTuple(msg): """Helper function for converting a quaternion msg to a tuple""" return (msg.x, msg.y, msg.z, msg.w)
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def _do_magick_convert_enlighten_border(width, height): """ Build the command line arguments to enlighten the border in four regions. :param int width: The width of the image. :param int height: The height of the image. :return: Command line arguments for imagemagicks’ `convert`. :rtype: list ...
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from typing import Union def any_to_int(any: Union[None, str]) -> int: """ Convert int string to integer. if this value is `None`, return `0` Args: any (Union[None, str]): value to convert Returns: int: converted integer """ if any is None: return 0 return int(any)
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def args_dict_split(all_arguments): """ This functions split the super set of arguments to smaller dictionaries all_arguments: Dictionary All input arguments parsed return: Dictionary, Dictionary, Dictionary We return four dictionaries for init, script, spark arguments, singlenode arguments ...
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def fake_urldelete(c_client, url, headers): """ A stub delete_status() implementation that returns True """ return True
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def fn1Test(string, outputFile): """ Function appends the next character after the last character in the given string to the string, writes the string to a file, and returns it. For example, if string is "AB", we will write and return "ABC". """ rV = string + chr(ord(string[-1]) + 1) with o...
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def _get_attention_sizes(resnet_size): """The number of block layers used for the Resnet model varies according to the size of the model. This helper grabs the layer set we want, throwing an error if a non-standard size has been selected. """ choices = { 18: [False, [False, True], [True, False], False],...
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def load_sum(sum_file): """ *.sum file is the catalog summary file after Hyperinverse. This function returns a dict: -key is event id -value is an array with below component: --Str format event time "yyyymmddhhmmss**", also the event folder. --event longitude ...
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def echo(**kwargs): """Can take any keyword argument and prints its name and value""" for k, v in kwargs.items(): print('**', k, '=', v) return kwargs
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from datetime import datetime def parse_datetime(s, fmt='%Y%m%d%H%M%S'): """ >>> parse_datetime('20170403153428') datetime.datetime(2017, 4, 3, 15, 34, 28) >>> parse_datetime('2017-04-03T15:34:28', fmt='%Y-%m-%dT%H:%M:%S') datetime.datetime(2017, 4, 3, 15, 34, 28) """ return datetime.strp...
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def _str_to_bool(string): """ Converts command line boolean string to python boolean :param string: The command line string :return: The boolean interpretation of the string """ return string.lower() in ("yes", "true", "t", "1")
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def go_environment_vars(ctx): """Return a map of environment variables for use with actions, based on the arguments. Uses the ctx.fragments.cpp.cpu attribute, if present, and picks a default of target_os="linux" and target_arch="amd64" otherwise. Args: The skylark Context. Returns: A dict of envir...
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import re def _triple_under_to_dots(astring): """Convert all instances of '___' to '.'.""" return re.sub(r'___', '.', astring)
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def generate_codex(lexicon, inverse_codex=False): """ Given a list of words, creates a codex of unique numeric keys assigned to the words. Example: input: ['boy', 'apple', 'dog', 'cat'] output: {'apple': 0, 'boy': 1, 'cat': 2, 'dog': 3} Input: lexicon: (list) List of strings, c...
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import math def LinEx(y: int, est: int): """ A function that return the error for a given estimation of the number of calls :param y: truth :param est: estimation (ŷ in the folowing formula) :return: LinEx(y, ŷ) = exp[α(y − ŷ)] − α(y − ŷ) − 1 """ alpha = 0.1 prod = alpha * (y - est) ...
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import copy import random def nx_color_spread(init_pt, graph,maxtsteps): """ Function to perform the random simulation of spreading the GHZ state on a weighted graph Parameters ---------- init_pt, any type: Label for the initial point we are spreading from. Should be present in th...
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def AZ2pdg(A, Z): """Conversion of nucleus with mass A and chage Z to PDG nuclear code""" # 10LZZZAAAI pdg_id = 1000000000 pdg_id += 10*A pdg_id += 10000*Z return pdg_id
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import torch def farthest_point_sample(x, npoint): """ Input: xyz: pointcloud data, [B, N, C] npoint: number of samples Return: centroids: sampled pointcloud data, [B, npoint, C] """ B, N, C = x.shape S = npoint y = torch.zeros(B, S, C).cuda() distance = torch.o...
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import inspect def _get_frame_args(frame): """Get the formatted arguments and class (if available) for a frame""" arginfo = inspect.getargvalues(frame) try: if not arginfo.args: return '', None # There have been reports from the field of python 2.6 which doesn't # return a na...
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def attribute(key, value): """ Makes an attribute for lxml. "key"="value" :param str key: key of the attribute :param str value: value of the attribute :return dict attr: attribute for lxml """ attr = {key: value} return attr
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from textwrap import dedent def map_strings_to_line_numbers(module): """ Walk ``module.ast``, looking at all string literals. Return a map from string literals to line numbers (1-index). :rtype: ``dict`` from ``str`` to (``int``, ``str``) """ d = {} for field in module.block.string...
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def _match_authorizables(base_authorizables, authorizables): """ Method to check if authorizables (entity in CDAP) is contained (the children) of base_authorizables If so, base_authorizables should be exactly the same as the leading part of authorizables :return: bool: True if match else False """ return au...
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def processor(document: dict) -> dict: """ The default document processor for job documents. Transforms projected job documents to a structure that can be dispatches to clients. 1. Removes the ``status`` and ``args`` fields from the job document. 2. Adds a ``username`` field. 3. Adds a ``create...
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def is_solvable_seed(seed): """Returns True if the given seed would generate a solvable pirellone instance, False otherwise.""" # We reserve those seed divisible by 3 to the NOT solvable instances return (seed % 3) != 0
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def clean_string(string: str) -> str: """ Removes control characters from a string. >>> clean_string('This is a sentence\\r with newline.') 'This is a sentence with newline' >>> clean_string('') '' >>> clean_string(' This is a sentence\\r with. newline. ') 'This is a sentence with. n...
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import sqlite3 def fetch_naming_prefix(database): """ Get naming prefix from the database run_info table """ conn = sqlite3.connect(database) conn.row_factory = sqlite3.Row cursor = conn.cursor() cursor.execute("SELECT value FROM run_info WHERE item = 'idprefix'") prefix = cursor.fetchone()[0]...
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def call_sig(args, kwargs): """Generates a function-like signature of function called with certain parameters. Args: args: *args kwargs: **kwargs Returns: A string that contains parameters in parentheses like the call to it. """ arglist = [repr(x) for x in args] arglist...
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import cmath def is_integral(x): """Return whether the argument is equal to its integer part.""" if isinstance(x, complex): if x.imag: return False x = x.real return not cmath.isinf(x) and not cmath.isnan(x) and x == int(x)
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def parse_claim(claim): """ Parse a line of input Example claim: #1 @ 861,330: 20x10 """ tokens = claim.split(" ") claim_id = int(tokens[0][1:]) (offset_x, offset_y) = tokens[2].split(',') offset_x = int(offset_x) offset_y = int(offset_y[:-1]) (width, height) = tokens[3].sp...
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import ast def matches_attr(node, name): """Determines if the ``ast.Call`` node points to an ``ast.Attribute`` node with a matching name. Args: node (ast.Call): a node that represents a function call. For more, see https://docs.python.org/3/library/ast.html#abstract-grammar. name ...
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def delete_comma(value): """ Returns a string without its final comma.""" items = value.split(',') last = items.pop() return '%s%s' % (','.join(items), last)
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import pprint def _get_column_index(i, inputs): """ Taken from https://github.com/onnx/sklearn-onnx/blob/9939c089a467676f4ffe9f3cb91098c4841f89d8/skl2onnx/common/utils.py#L50. Returns a tuples (variable index, column index in that variable). The function has two different behaviours, one when *i* (col...
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import networkx def walls_to_graph(walls): """Return a networkx Graph object given the walls of a maze. Parameters ---------- walls : list[(x0,y0), (x1,y1), ...] a list of wall coordinates Returns ------- graph : networkx.Graph a networkx Graph representing the free squ...
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def dict2xml(dictionary, root="topsApp", topcomp="topsinsar"): """Convert simple dictionary to XML for ISCE.""" def add_property(property, value): xml = f" <property name='{property}'>{value}</property>\n" return xml def add_component(name, properties): xml = f" <componen...
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def build_args_stdio(settings): """Build arguments for calling pylint. :param settings: client settings :type settings: dict :return: arguments to path to pylint :rtype: list """ pylint_args = settings.get('args') if pylint_args is None: return [] return pylint_args
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def _list_to_index_dict(lst): """Create dictionary mapping list items to their indices in the list.""" return {item: n for n, item in enumerate(lst)}
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import random import string def random_id(length=5): """Generate a random ID of 5 characters to append to qsub job name.""" return ''.join(random.sample(string.ascii_letters + string.digits, length))
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import json def intrinsics(kinect, path='calibrate/IR/intrinsics_retrieved_from_kinect_mapper.json', write=False): """ Retrieve the depth camera intrinsics from the kinect's mapper and write them at: calibrate/IR/intrinsics_retrieved_from_kinect_mapper.json :param kinect: kinect instance :param pa...
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import requests def connection_ok(base_url): """Check whetcher connection is ok Post a request to server, if connection ok, server will return http response 'ok' Args: none Returns: if connection ok, return True if connection not ok, return False Raises: none ...
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def _display_time(seconds: float, granularity=2) -> str: """Return a human readable instruction for some time duration. Copy and pasted from: https://stackoverflow.com/questions/4048651/python-function-to-convert-seconds-into-minutes-hours-and-days/4048773 If the number is positive, it returns the tim...
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import random import copy def partition(n,m,minQuota,maxQuota): """ Function to partion a particular integer. Parameters: n (int) - the number we want to partition. m (int) - the number of blocks we want. minQuota (int) - the minimum size of a block. maxQuota (int) - the m...
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def PPV_OR(odd_ratio, power, alpha, verbose=True): """ returns PPV from odd_ratio, power and alpha parameters: ----------- odd_ratio: float P(H_A)/(1-P(H_A)) power: float Power for this study alpha: float type I risk of error Returns: ---------- ...
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def split_by_link(data): """ splits PTCF information by link ids (e.g. "ds1_1-ds2_1") to store the data under a given key for easier access (-> focus-on-hover!) :param data: ptcf data frame :return: PTCF split by link """ split_data = {} data['cluster_id'] = data['ds1_cluster'] + "-" + data['ds2...
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def extractStationsFromFile(stations_file): """ Reads file and extracts stations to a list. """ df = open(stations_file) station_ids = df.read().split() df.close() return station_ids
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def create_violin_plot(df, columns, title): """ This method will create violin plots given a DataFrame and columns. Args: df (pandas.DataFrame): data that will be displayed columns (list): list of columns title (str): violin plot title Returns: ...
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def safe_ord(character): """ Ethereum RLP Utils: Returns an integer representing the Unicode code point of the character or int if int argument is passed :param character: character or integer :return: integer representing the Unicode code point of the character or int if int argument is passed ...
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def from_bar(bar): """ Generate DbBarData object from BarData. """ db_bar = dict( index = bar.datetime, volume = bar.volume, open_int = bar.open_interest, open = bar.open_price, high = bar.high_price, low = bar.low_price, close = bar.close_price ...
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def _lookup_enum_in_ns(namespace, value): """Return the attribute of namespace corresponding to value.""" for attribute in dir(namespace): if getattr(namespace, attribute) == value: return attribute
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def is_instance_or_subclass(x, cls): """Return True if ``x`` is either a subclass or instance of ``cls``.""" try: return issubclass(x, cls) except TypeError: return isinstance(x, cls)
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def is_host(ip): """ Checks whether an address is a subnet address or a single address :param ip: ip address or subnet :return: True if host """ r = ip.split("/") if len(r) > 1: return False return True
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def get_ssa_def(mlil, var): """ Gets the IL that defines var in the SSA form of mlil """ return mlil.ssa_form.get_ssa_var_definition(var)
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def __getmappinglabel__(mapping, value): """ Gets index of label value in mapping. :param mapping: mapping dictionary :param value: value for which the mapping is searched for :return: index of value in mapping """ if value in mapping["labels"]: return mapping["labels"].index(value) ...
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def _strip_frbr_section_from_pnx(pnx_xml): """ We must strip the frbr section from a PNX record before re-inserting it """ for frbr_section in pnx_xml.findall('frbr'): pnx_xml.remove(frbr_section) return(pnx_xml)
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def IsInRangeInclusive(a, low, high): """ Return True if 'a' in 'low' <= a >= 'high' """ return (a >= low and a <= high)
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def qualify(name, prefix): """ Qualify a property name with the given prefix """ return "{prefix}:{name}".format(name=name, prefix=prefix)
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def get_dataset_features(dataset): """ Takes in the name of a dataset and returns the relevant parameters """ groups_to_drop = [] if dataset == 'COMPAS': path = 'datasets/compas-scores-two-years.csv' label = 'two_year_recid' # binary group = 'race' # 'sex' also an option ...
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import string def preprocess_article(text): """ Changes an articles text to lowercase, removes punctuation """ return text.encode('ascii', 'ignore').lower().replace("\n", "").translate(None, string.punctuation)
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def _break(s, find): """Break a string s into the part before the substring to find, and the part including and after the substring.""" i = s.find(find) return s[:i], s[i:]
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import re from typing import List def find_arxiv_id(string: str) -> str: """ Try to extract an arxiv id from a string. Looking for one of two forms: 1. New form -- 1603.00324 2. Old form -- hep-th/0002839 Parameters ---------- string : str String in which to perform t...
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from typing import Union def soring_date2target(sorting_date: Union[int, float]) -> int: """Convert `sorting_date` to `target`. If `sorting_date` <= 1600 then `target` is 0. If 1600 < `sorting_date` <= 1700 then `target` is 1. If 1700 < `sorting_date` <= 1800 then `target` is 2. If 1800 < `sortin...
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def _all_in_set_(cands, s): """ Test if all elements of 'cands' are in set 's' """ if len(cands) == 0: return False for c in cands: if not c in s: return False return True
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def is_post(request): """Check request is a POST""" return request.method == 'POST'
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def increment_bytes(val: bytes) -> bytes: """increment a bytes value""" length = len(val) int_val = int.from_bytes(val, byteorder="big") int_val += 1 return int_val.to_bytes(length, byteorder="big")
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import torch def load_state(filename): """ Loads the PyTorch files saved at ``filename``, converting them to be able to run with CPU or GPU, depending on the availability on the machine. """ if torch.cuda.is_available(): return torch.load(filename) else: return torch.load(filen...
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def butlast(thing): """ BUTLAST wordorlist BL wordorlist if the input is a word, outputs a word containing all but the last character of the input. If the input is a list, outputs a list containing all but the last member of the input. """ if isinstance(thing, str): return thin...
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from typing import List from typing import Tuple import random def get_noises(trajectory_len: int, noise_magnitude: float, random_seed: int) -> List[Tuple[float, float]]: """ Get `trajectory_len` noise values where each noise value is a tuple (noise_0, noise_1), noise_i is a Gaussian white noise generated fro...
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def bsuccessors(state): """Return a dict of {state:action} pairs. A state is a (here, there, t) tuple, where here and there are frozensets of people (indicated by their times) and/or the light, and t is a number indicating the elapsed time.""" here, there, t = state if 'light' in here: retu...
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def chinese_leap(date): """Return 'leap' element of a Chinese date, date.""" return date[3]
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def get_starting_model(interaction_dict, verbose=False): """Returns as a starting model one of the CustomModel of the chain with more recorded interactions""" if verbose: print("Selecting best interaction from where to start modeling...") max_len = 0 interaction_key = None for key in interac...
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def scale(X, min=0, max=1): """Scale X to given range. Parameters ---------- X : np.array of shape=(n_samples, n_features) Data to scale. min : float, default = 0 Minimum value to scale to. max : float, default = 1 Maximum value to scale...
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from typing import List def _get_abc_from_superclass_name(qualified_superclass_name: str) -> str: """ Get the corresponding abstract base class name """ qualified_abc_name_list: List[str] = qualified_superclass_name.split(".") qualified_abc_name_list.insert(1, "abc") return ".".join(qualified_...
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def problem_found(status): """ Check if there is an Rfam issue. """ return str(bool(status["has_issue"]))
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def get_bin_list(n, nmax): """ return a list of digits of the binary representation of n nmax is the maximum theoretical value of n, used to add 0 at the front of the list if necessary """ if n == 0: return [0 for _ in range(len(bin(nmax))-3)] n = bin(n) digits = [] for i in rang...
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def _unfold_parallel(lists, n_jobs): """Internal function to unfold the results returned from the parallization Parameters ---------- lists : list The results from the parallelization operations. n_jobs : optional (default=1) The number of jobs to run in parallel for both `fit` and...
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def low(self): """Low edge of first bin. :returns: low edge of first bin :rtype: float """ ax = self.GetXaxis() return ax.GetXmin()
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def make_missing_swift_child(child): """ Generates a Swift call to make the raw syntax for a given Child object. """ if child.is_token(): token = child.main_token() tok_kind = token.swift_kind() if token else "unknown" if token and not token.text: tok_kind += '("")' ...
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def is_list(klass): """ Determine whether klass is a List """ return klass.__origin__ == list
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def findclosest(list, value): """Return (index, value) of the closest value in `list` to `value`.""" a = min((abs(x - value), x, i) for i, x in enumerate(list)) return a[2], a[1]
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def true(*ignore, **everything): """Give True regardless of the input.""" return True
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import socket import contextlib def find_free_port() -> int: """ :return: a free port; mind that this is not multi-process safe and can lead to race conditions. """ skt = socket.socket(socket.AF_INET, socket.SOCK_STREAM) with contextlib.closing(skt): skt.bind(('', 0)) _, port = skt...
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def isket(state): """Checks whether a state is a ket based on its shape. Args: state (:obj:`jnp.ndarray`): input state Returns: bool: ``True`` if state is a ket and ``False`` otherwise """ return state.shape[1] == 1
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def kmerize_orf(orf, k, t): """ Creates kmers of certain size and type from provided sequence. :param orf: nucleotide sequence :param k: size of a kmer :param t: type of a kmer, i.e. 'simple', 'all' or 'codon' :return kmers: list of kmers """ kmers = [] if t == 'simple': sto...
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def clean_str(s: str) -> str: """ Remove characters the pronouncing library can't handle. Parameters: s (str): The string to sanitize. Returns: The sanitized string. """ DEL_CHARS = ["(", ")", "[", "]", "{", "}", ",", ":", ";", "."] SWAP_CHARS = [("-", " ")] for char in DEL_CHARS: s = s.replace(char,...
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import pkg_resources import json def load_vocabularies(project): """Load project vocabularies from json file. Load from project json data files all accepted values for facets. Args: project (str): data project Returns: a series of lists (list): one for each facets, elements are acce...
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def vecs2tuples(vecs): """ Convert list of vectors into set of tuples """ return set(tuple(v) for v in vecs)
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def unliteral(lit_type): """ Get base type from Literal type. """ if hasattr(lit_type, '__unliteral__'): return lit_type.__unliteral__() return getattr(lit_type, 'literal_type', lit_type)
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def top_basemap_layer_url(layers): """Returns the URL of the top map layer if it exists""" if layers[-1].is_basemap and len(layers) > 1: return layers[-1].url return None
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def meters_to_user_units_scale_factor(units: str) -> float: """ Return the scale factor to convert meters to user units. Multiply the meters value by the scale factor to get user units Args: units: String containing 'english' or 'meters' Returns: Scale factor """ if units == 'e...
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def execute_query(driver,query): """Execute the provided query using the provided Neo4j database connection and driver. Parameters: driver A Neo4j bolt driver object query A Cypher query to be executed against the Neo4j database """ with driver.session() as session: results =...
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def _get_deploy_iso_name(node): """Returns the deploy ISO file name for a given node. :param node: the node for which ISO file name is to be provided. """ return "deploy-%s.iso" % node.name
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def binary_to_string(input_binary: str) -> str: """Convert binary string to Ascii string. :param input_binary: An input binary encoded string. :return: The Ascii encoded equivalence of the input binary string. """ binary_from_str = int(input_binary, 2) byte_from_binary = binary_from_str.to_byte...
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def calculate_enrichment(coverage_values): """Calculate TSS enrichment value for a dataset Parameters ---------- coverage_values iterable of tuples (tss_center_depth, flank_depth) per TSS Returns ------- float the TSS enrichment value """ tss_depth, flank_depth...
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