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import numpy def pack_sequence(sequence: numpy.ndarray) -> numpy.ndarray: """ Pack a sequence of signed integers to its binary 8-bit representation using numpy. :param sequence: the integer sequence to pack (in the form of a numpy array, ndarray) :return: the sequence packed in 8-bit integer in the f...
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from typing import Iterable def prep_sequence(value: str) -> Iterable[str]: """Split a sequence string into its component items. Flex `notes` attribute is semicolon-delimited; other sequences use commas. Empty string input interpreted as null data; returns empty list. """ sep = ";" if ";" in val...
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from typing import List def remove_failed_ida_output(lines: List[str]) -> List[str]: """ Args: lines: log output from IDA Returns: the log output but with failed IDA output removed """ result = [] ida_output = [] for line in lines: if line: ida_output....
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def getKeyOrderAndColNames(params, visibility): """Retrieve key order and col names """ key_order = ["key"] + params.get('%s_field_keys' % visibility) col_names = ["Key"] + params.get('%s_field_names' % visibility) ignore = params.get('%s_field_ignore' % visibility, []) for field in ignore: if field n...
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def get_expression(text, begin, separator): """Find the end of a expression or statement An expression or statement ends at a new-line or at the separator, unless the new-line or separator is encountered inside a string-literal or inside matching bracket pairs. @param text The total text being pars...
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import json def json_for(data): """ Serialize data to JSON. """ return json.dumps(data, indent=4, sort_keys=True)
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def sign(x: float): """Sign function. Parameters ---------- x """ return -1 if x < 0 else (1 if x > 0 else 0)
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import os def _make_pipe_pair(): """ Make two pipes, and return tuples of the read and write pairs. :returns: Read/write pairs for the two pipes. """ r1, w1 = os.pipe() r2, w2 = os.pipe() return (r1, w2), (r2, w1)
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def create_fifo_queue( env, queue_name, content_based_deduplication=False, message_retention_period=None, visibility_timeout=None, redrive_policy=None, ): """ Create a new FIFO queue. Note that queue name has to end with ".fifo" - "content_based_deduplication" turns on automatic con...
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def add(lh_arg, rh_arg, neg=False): """Helper function to sum arguments. Negates rh_arg if neg is True. """ if rh_arg is not None and neg: rh_arg = -rh_arg if lh_arg is None and rh_arg is None: return None elif lh_arg is None: return rh_arg elif rh_arg is None: ...
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def luhn(card): """ Credit Card Validator with Mod 10, or Luhn algorithm refering to it's creator 'Hans Peter Luhn' """ # return sum(map(int, str(card)[1::2]+str(card)[0::2]*2))%10==0 card=str(card).replace(' ','') return (sum(map(int, str(card)[1::2])) + \ sum(sum(map(int, str(i*2))) fo...
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import csv def load_map_data(file): """ :param file: :return: """ environment_bounds = [] with open(file, 'r', encoding='utf8') as fin: reader = csv.reader(fin, skipinitialspace=True, delimiter=',') raw_bounds = next(reader) while raw_bounds: x_coordinate...
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def compute_avg_img(restyle): """ Compuate the average image that is used to append to the input image. The code snippet is copied from coach_restyle_psp.py Args: restyle: the trained restyle encoder and stylgan decoder """ restyle.latent_avg = restyle.decoder.mean_laten...
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def get_category_id(class_id): """ :param: class id which corresponding coco.names :return: category id is used in instances_val2014.json """ if class_id >= 0 and class_id <= 10: class_id = class_id + 1 elif class_id >= 11 and class_id <= 23: class_id = class_id + 2 elif clas...
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def popget(d, key, default=None): """ Get the key from the dict, returning the default if not found. Parameters ---------- d : dict Dictionary to get key from. key : object Key to get from the dictionary. default : object Default to return if key is not found in dict...
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def get_grad_norm(model, norm_type=2): """Get the norm of the model weight gradients""" norm = 0 for p in model.parameters(): norm += p.grad.data.norm(norm_type).item() ** norm_type return norm ** (1. / norm_type)
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def is_even(x): """ takes an integer input outputs true if int is even else outputs false """ return x%2==0
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import math def vehicle_to_bbox(linear_velocity, angular_velocity, transform, angle, dt): """ Transform vehicle to a bbox, knowing velocity and position """ vehicle_width = 1.7 vehicle_length = 4.4 abs_vel = math.sqrt(pow(linear_velocity.x,2) + pow(linear_velocity.y,2)) x_dt = transform.l...
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import os import subprocess def rasterize_opts(shp_in, fpath, fname, out_tif_val, pix_res, ext, outter_vals): """ :param shp_in: shapefile to be rasterised :param fpath: output filepath :param fname: output fileanme :param out_tif_val: value to burn into new raster :param pix_res: output pixel...
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def get_ui_confirmation(message: str): """ Get user confirmation to a message :param message: Message displayed to the user :type message: ``str`` :return: User answer: (True: yes False: no) :rtype: :``bool`` """ print(message + " y/n") while 1: answer = input() if ...
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def extract_lexicon(spacy, parsed_data): """ extracts the lexicon from the parsed data. Keyword arguments: spacy -- Spacy model to use. parsed_data -- the parsed text to extract lexicon from. Returns: list - a list of the lexicon inside parsed_data. """ lexicon = [] for token i...
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import yaml from typing import OrderedDict def obj_to_yaml(root, outf=None, encoding="UTF-8", process_string=None): """ Output an XML plain object to yaml. Output an object to yaml with some specific management for OrderedDict, Strings and Tuples. The specific treatment for these objects are ...
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import subprocess from datetime import datetime def get_alignment_start_times(mp4_file, mp4Box_exe = 'bin/MP4Box'): """ Captures chapter timestamps from mp4 file to be used for aligning subtitle times """ result = subprocess.run([mp4Box_exe, '-dump-chap-ogg', mp4_file, '-out', '/dev/stdout'], ...
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def gen_l_hpu(i_headers): """ # Treat columns as if it is a batch of natural language utterance with batch-size = # of columns * # of batch_size i_headers = [(17, 18), (19, 21), (22, 23), (24, 25), (26, 29), (30, 34)]) """ l_hpu = [] for i_header in i_headers: for index_pair in i_header...
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import os import logging def create_directory(path, yyyy_mm_dd, identifier=""): """create string for new directory name based on timestamp and optional identifier""" path = path + "/" + yyyy_mm_dd try: new_directory = os.mkdir(path) logging.info(path + " directory created.") except Fil...
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def getClosestUpstream(locus, genes): """ :param locus: BedTool object with only one position defined :param genes: BedTool object with all the gene annotations in bedformat :return: tuple of strings (gene_name(s),dist,strand) """ theclosest = locus.closest(genes, io=True, fu=True, D="a", d=Tru...
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def find_api_id(api_gateway_client, api_name): """ :param api_gateway_client: the client to use :param api_name: the API to find :return: the API ID of a unique API name; raises an error if there none or too many APIs with that name """ # Do use a paginator if you have a large number of APIs wit...
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async def index(): """ returns index page """ return "see /docs for the api"
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import sys import os import string import glob import re def findLibrary(name): """Look for a library in the system. Emulate the algorithm used by dlopen. `name`must include the prefix, e.g. ``libpython2.4.so`` """ assert sys.platform == 'linux2', "Current implementation for Linux only" lib...
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import random def randomCityCoordinate(cityNum): """ 随机产生城市坐标 :param cityNum: 城市数量 int :return: 指定数量的城市坐标 list """ coordinate = [] while len(coordinate) < cityNum: temp = (random.randint(0, cityNum * 2), random.randint(0, cityNum * 2)) if(coordinate.count(temp) == 0): coordinate.append(tem...
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def error_logger(error_log, msg): """Logs errors and their arguments on a list and also prints them to the console""" error_log.append(msg + '\r\n') print(msg) return None
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from random import choice import logging def complex_state_generator_bravo(last_state=''): """Pick a state.""" states = ['ALPHA', 'BRAVO', 'BRAVO', 'DONE'] if last_state: states.remove(last_state) # Slightly lower chances of previous state. state = choice(states) logging.info('Generati...
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from functools import reduce import operator def sum_seq(seq, fn=None): """Sum the elements seq[i], or fn(seq[i]) if fn is given. Ex: sum_seq([1, 2, 3]) ==> 6; sum_seq(range(8), lambda x: 2**x) ==> 255""" if fn: seq = map(fn, seq) return reduce(operator.add, seq, 0)
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def get_container_metrics(dcos_api_session, node: str, container_id: str): """Return container_id's metrics from the metrics API on node. Retries on error or non-200 status for up to 30 seconds. """ response = dcos_api_session.metrics.get('/containers/' + container_id, node=node) assert response.s...
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from typing import List def is_hat_shaped(learning_rates: List[float]): """ Check if the list of learning rates is "hat" shaped, i.e., increases then decreases """ # sufficient conditions: # has both an increasing and decreasing segment # decrease segment occurs after increasing segmen...
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def extractNodeParent(node, parentrefs): """Return a tuple of the most likely (parent, parentReference). The parentReference is removed form the inverse references list of the node. """ for ref in node.inverseReferences: if ref.referenceType in parentrefs: node.inverseReferences.rem...
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def isdivisor(number: int, divisor: int) -> bool: """ 判断一个数是否为约数 :param number: 被求数 :param divisor: 约数 """ return (number % divisor) == 0
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from unittest.mock import Mock def mock_hass(): """Hass mock with minimum amount of data set to make it work with auth.""" hass = Mock() hass.config.skip_pip = True return hass
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def is_subclass(obj, superclass): """Safely check if obj is a subclass of superclass.""" try: return issubclass(obj, superclass) except Exception: return False
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def test_ccall_method(x): """ >>> test_ccall_method(Overidable()) 0 >>> Overidable().meth() 0 >>> class Foo(Overidable): ... def meth(self): ... return 1 >>> test_ccall_method(Foo()) 1 >>> Foo().meth() 1 """ return x.meth()
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def is_contributor(user): """Return whether the user is in the 'Registered as contributor' group.""" return ( user.is_authenticated and user.groups.filter(name="Registered as contributor").count() > 0 )
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import re def get_rate(string: str) -> str: """Parse sting for pay rate string: string representations of pay test_parse_rate_string raises: ValueError:If cannot find numeric pay rate """ currency_regex = r'\d+(\.\d+)?' match = re.search(currency_regex, string.replace(',', '')) if not ma...
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def find_count_to_turn_out_to_all_zero_or_all_one(string): """ :param string: 0과 1을 포함하는 문자열 :return: 모든 1 또는 모든 0이 되기 위한 최소 변환 횟수 """ count_to_zeros = 0 count_to_ones = 0 if string[0] == '0': count_to_ones += 1 else: count_to_zeros += 1 for i in range(len(string) ...
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def drop_shadow(p): """右下に影が落ちるような座標""" return p, (p[0]+1, p[1]), (p[0], p[1]+1), (p[0]+1, p[1]+1)
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def extract_initials(*forenames): """Return a list of initials for each name in the given forenames. """ initials = [] # To handle varargs for forename in forenames: # Allow polymorphism: forenames can be str or sequence of str try: names = forename.split() except...
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from typing import List def join(row: List[List[str]]) -> List[str]: """Join together a row of puzzle pieces into a complete list of lines""" res = [] for i in range(len(row[0])): res.append('│') for piece in row: res[i] += piece[i] return res
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def post_match(view, name, style, first, second, center, bfr, threshold): """Ensure that backticks that do not contribute inside the inline or block regions are not highlighted.""" if first is not None and second is not None: diff = first.size() - second.size() if diff > 0: first = ...
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def inv_to_dict(inventory): """Convert an inventory to a simple cost->number dict.""" return {pos.units.currency: pos.units.number for pos in inventory}
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def format_as_vars_file_param(pathname): """Accepts a pathname and returns a string formatted as a valid terraform var-file include argument""" return "-var-file={pn}".format(pn=pathname)
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import getpass def get_source_config(): """ Get details of the source database (Oracle) """ print('\n------------------------------------------') print('Enter source database settings:') print('------------------------------------------') config = {} config['username'] = input('- User...
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def calc_score(n_true_positives, n_truth, n_pred): """ # Args detect_boxes : list of box-arrays true_boxes : list of box-arrays """ precision = n_true_positives / max(n_pred, 1e-5) recall = n_true_positives / max(n_truth, 1e-5) if precision + recall == 0: fscore = 0 e...
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def word_capitalize(word: str) -> str: """Capitalize the first letter of every word within a sentence.""" return ' '.join(map(str.capitalize, word.split()))
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import requests def get_table_data(endpoint_url, endpoint_params, api_keys, **context): """ gets data at endpoint """ table_data = [] for i, k in enumerate(api_keys): api_key = k['apikey'] school_name = k['school'] payload = {'apikey':api_key} payload.update(endpo...
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def make_line(move): """(str) -> str Determines the line between two dots specified in the string <move> The <move> parameter is one of '01', '12', '03' etc. representing a line connecting the dots in the pattern; 0---1---2 | | | 3---4---5 | | | 6---7---8 ...
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def user_dict(user_l): """ list(dict) -> dict """ id_user = {} for u in user_l: id_user[u['custID']] = u return id_user
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def driver_function(prices,n): """The driver holds the lookup dictionary and makes the original function call to rodcut function. """ dict = {} def rodcut(prices,n): """ Note: this function was found in C++ on: https://www.techiedelight.com/rot-cutting/ In...
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def get_entity_name(battle, entity): """ Determine the identifying string name of the given entity in the battle. Arguments --------- battle : Battle The Battle instance representing the battle. entity : CombatEntity, Player The entity to determine the name of. ...
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def get_redirect_url(request, path=None): """Get redirect url for cas""" scheme = request.scheme host = request.get_host() if path: url = "{}://{}{}".format(scheme, host, path) else: url = "{}://{}".format(scheme, host) return url
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import uuid def get_random_id() -> str: """ Generate a random ID string. The random ID will start with the '_' character. """ # It is very important that these random IDs NOT start with a number. random_id = '_' + uuid.uuid4().hex return random_id
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import numpy def concatenate_transforms(*args): """Merge multiple transformation matrices into one.""" M = numpy.identity(4, dtype=numpy.float64) for i in args: M = numpy.dot(M, i) return M
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def allowed_xml_tag_fragments(): """ tuples of whitelisted tag startswith values for matching tags found in inline text prior to being converted to HTML values can be a complete tag for exact matching just the first few characters of a tag such as the case would be for mml: or table td tags """ ...
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def config_section_data(): """Produce the default configuration section for app.config, when called by `resilient-circuits config [-c|-u]` """ config_data = u"""[fn_docker] # A comma separated list of approved images that can be used. May not be blank. docker_approved_images=volatility,nsrl,amass # ...
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def set_user_password(client, profile, user, password="N0t-permanent!"): """ Sets the specified user's password """ try: response = client.admin_set_user_password( UserPoolId=profile["user_pool_id"], Username=user.email, Password=password, Permanent=False,...
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def encode_date(o): """ Encodes a Python datetime.date object as an ECMA-262 compliant date string.""" return o.isoformat()
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import os def _dir_or_none(path): """Returns None if path does not exist.""" if os.path.isdir(path): return path return None
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import functools def elect_if_no_active_ep(func): """if there is no active endpoint, we will elect one before function""" @functools.wraps(func) def _wrapped(self, *args, **kwargs): if not self.active: self.elect() return func(self, *args, **kwargs) return _wrapped
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def format_discord_link(link: str, guild_id: int): """ Format a discord link to a channel or message """ link = link.lstrip("<").rstrip(">").rstrip("/") for prefix in ( f"https://discord.com/channels/{guild_id}/", f"https://www.discord.com/channels/{guild_id}/", ): if li...
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from datetime import date, timedelta from urllib.request import urlopen from bs4 import BeautifulSoup def current_rate(ccy_rq_id): """ Функция возвращает кортеж из двух элементов: курс валюты и разница с предыдущим курсом. ccy_rq_id с значением "R01235" -- это USD :type ccy_rq_id: str """ #...
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def get_species(df): """Return species of top hit from input DataFrame of Mash results.""" try: species = df.sort_values("Mash-distance").loc[0, "species"] return species except KeyError: print("Can't find the species in the input mash_dict!")
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def locus_tag(ncrna): """ Get the locus tag of the gene, if present. """ return ncrna.get("gene", {}).get("locusTag", None)
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def triangle_area(base, height): """Returns the area of a triangle""" base = float(base) height = float(height) if (base < 0.0 or height < 0.0): raise ValueError('Negative numbers are not allowed') return base * height / 2.0
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import math def printXYZDegrees(self): """Print X, Y, and Z components in degrees.""" return ("[%f, %f, %f]" % (math.degrees(self.x), math.degrees(self.y), math.degrees(self.z)))
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def substitui_x_por_branco(gray): """ Localiza todas as posições em que há um X 3x3 na imagem de entrada e pinta estas posições com tom de cinza 127. Na saída deve ficar um quadrado cinza onde havia X """ res = gray.copy() return res
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def level_0(): """Compute the calculation 2^38.""" return 2 ** 38
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import itertools def fast_filter(msgs): """ Grabs an arbitrary subset of 100 messages from the stream. Convenient for fast testing. """ return itertools.islice(msgs, 100, 1100, 10)
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def float_general_format(): """Float general format representation. Default float format.""" return "({0:.2g}, {1:.2g}) or ({0:.2g}, {1:.2G})".format(1/3, 10**-9/3)
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def suspend_ha(fw_conn): """Suspend HA Args: fw_conn (PanDevice): A panos object for device Returns: results (Element): XML results from firewall """ command = ('<request><high-availability><state><suspend>' '</suspend></state></high-availability></request>') res...
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def api_info(): """Entry point into backend API.""" return "This is the Metador backend. If you see this, then you are authenticated."
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import argparse def get_params(): """Returns the command line arguments.""" parser = argparse.ArgumentParser(description=""" This script takes an input of a gff file (usually generated by Prokka) with a ##FASTA section containing the sequence data, rotates the sequences to their repli...
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def array_to_text(arr, n): """Convert f1 results into readable text""" txt = list(arr) # transform array to list if n == 3: txt = ["%.3f" % item for item in txt] # format decimals else: txt = ["%.0f" % item for item in txt] return ' | '.join(e for e in txt)
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import os def get_iids_from_cvg_stat(cvg, nodenames, fullpath): """parse cvg st output into iid file""" d = {} outpath = os.path.dirname(fullpath) taxon = os.path.dirname(os.path.dirname(fullpath)).replace('-', '_') if '/assembly' in taxon: taxon = os.path.dirname(taxon) outfile_name =...
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import os def deconvolution_is_complete(psfs, output_prefix, im_name): """Check for saved deconvolution results """ estimate_filenames = [os.path.join(output_prefix, im_name + '_' + name + '_estimate_history.tif') for name in sorted(psfs.keys())] ft_...
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def round_half_integer(x): """ Rounds number to nearest floating point half integer. Args: x (number): quantity to be rounded Returns: float: number rounded to (generally exact) integer or half integer """ return round(2*float(x))/2
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from typing import Dict from typing import List import sys def unpack_meta_scraper_config(config_options: Dict) -> List: """Unpack meta scraper configuration.""" if config_options is False: print("\nMissing, empty or wrongly named config file. \ Program will terminate.") sys.exit()...
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def get_dimensions(response): """ Extract asked dimensions from api response @list_dimensions : list of dict """ return response['reports'][0]['columnHeader']['dimensions']
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def RPCCall(method): """Enables the method to be Umpire RPC function. Args: method: an unbound derived UmpireRPC class method. Example: class Foo(UmpireRPC): def NonRPCFunction(): pass @RPCCall def RPCFunction(parameter, ...): pass """ method.is_rpc_method = True ...
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def path_from_schedule(jobs, start): """ The evaluation is based on building the travel path. For example in the network A,B,C with 4 trips as: 1 (A,B), 2 (A,C), 3 (B,A), 4 (C,A) which have the travel path: [A,B,A,C,B,A,C,A] The shortest path for these jobs is: [A,C,A,B,A] which uses the order:...
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def _temp_analyze_files(tmpdir): """Generate temporary analyze file pair.""" orig_img = tmpdir.join("orig.img") orig_hdr = tmpdir.join("orig.hdr") orig_img.open('w+').close() orig_hdr.open('w+').close() return str(orig_img), str(orig_hdr)
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def is_all_upper(s): """Returns True if the whole of the string s is upper case.""" return sum(c.isupper() for c in s) == len(s)
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import hashlib def hash_password_hashlib(password: str) -> str: """encrypt user password using hashlib Args: password (str): user password Returns: str: password encrypted """ return hashlib.md5(password.encode('utf-8')).hexdigest()
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def sorted_dict(item, key=None, reverse=False): """Return a new sorted dictionary from the `item`.""" if not isinstance(item, dict): return item return {k: sorted_dict(v) if isinstance(v, dict) else v for k, v in sorted(item.items(), key=key, reverse=reverse)}
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def replace_spaces(s): """Creates a new copy to replace spaces.""" c = '%20' t = '' for ch in s: if ch == ' ': t += c else: t += ch return t
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def approx_eq(x, y, tolerance=1e-15): """Whether x is within tolerance of y.""" return abs(x - y) < tolerance
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import typing def transform_any_str_list(data: typing.Any) -> typing.List[str]: """ Helper function for transforming any type to an list of strings split by "\n" :param data: the data to transform :return: the transformed data """ if type(data) == str: return data.split("\n") if ty...
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import os def findpeakpath(folder, proteiname): """ given a folder of bigwigs and a protein name, finds the right bigwig """ res = None for val in os.listdir(folder): if str(proteiname) in val: if res: raise ValueError('more than 1 bigwig file found') res= val if res: return res raise ValueError(...
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def node2feature(node_idx, data_shape): """Convert node index from CNN activation vector into 3 features including index of channel, row and column position of the filter. Return a tuple of (channel index, row index, column index). """ #data_size = {'conv1': [96, 55, 55], # 'conv2': ...
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def authority_and_code(valid_authority): """ Returns authority for httpbin and return code it should return For the testing of connection reuse is just one valid authority sufficient. """ return valid_authority, 200
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import itertools def feature_engineering(df, cat_cols): """ This function is used for feature engineering :param df: the pandas dataframe with train/test data :param cat_cols: list of categorical columns :return: dataframe with new features """ # this will create all 2-combinations of valu...
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def parabola_1D(xdata, a, b, c): """ Calculates a parabola of the form: a*(x-b)**2 + c """ return a*(xdata-b)**2 + c
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def remove_file_extension(file_name): """e.g.: remove_file_extension("hi.jpg") == "hi" It does not mutate file_name (str is immutable anyway) :param file_name: <str> :return: it returns the file_name without the extension """ return file_name[:file_name.rindex('.')]
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