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import os def load_sentiments(file_name="data"+os.sep+"data/sentiments.csv"): """Read the sentiment file and return a dictionary containing the sentiment score of each word, a value from -1 to +1. """ sentiments = {} for line in open(file_name, encoding='utf8'): word, score = line.split(',...
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import os def readConfig(): """ Read conf file and returns (editorName, pathToSave) """ confPath = os.path.expanduser("~") confFile = os.path.join(confPath, ".forcecode") if not os.path.isfile(confFile): fileI = open(confFile, "w") fileI.write("editor:gedit:") fileI.wr...
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def switch(*args): """:yaql:switch Returns the value of the first argument for which the key evaluates to true, null if there is no such arg. :signature: switch([args]) :arg [args]: mappings with keys to check for true and appropriate values :argType [args]: chain of mapping :returnType: a...
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import subprocess def cmdline(command): """This loads the bestmatchfinder homepage.""" process = subprocess.Popen( command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, ) out, error = process.communicate() # print("out", out) # print("error", erro...
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def extract_segment_types(urml_document_element, namespace): """Return a map from segment node IDs to their segment type ('nucleus', 'satellite' or 'isolated'). """ segment_types = \ {namespace+':'+seg.attrib['id']: seg.tag for seg in urml_document_element.iter('nucleus', 'satellite')} ...
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def convert2voxels(x_um_rw, imExtends, voxelSize): """ Converting from real world um coordinates to 0 origin voxel. :param x_um_rw: coordinates in real world frame, dimensions in um :param imExtends (list of lists): the first list are the initial extends of the image, and the second list the final...
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import os def get_blacklist(api): """Returns a function to filter unimportant files normally ignored.""" git_path = os.path.sep + '.git' + os.path.sep svn_path = os.path.sep + '.svn' + os.path.sep return lambda f: ( f.startswith(api.IGNORED) or f.endswith('.pyc') or git_path in f or sv...
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def moeda(x=0.0, moeda='R$'): """ ==> Formata valor de x para f'string de moeda local (BRL). :param x: Valor que será formatado. :param moeda: Cifrão da moeda local (BRL). :return: retorna f'string formatada para moeda local (BRL). """ return f'{moeda}{x:.2f}'.replace('.', ',')
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def fill_big_gaps(array, gap_size): """ Insert values into the given sorted list if there is a gap of more than ``gap_size``. All values in the given array are preserved, even if they are within the ``gap_size`` of one another. >>> fill_big_gaps([1, 2, 4], gap_size=0.75) [1, 1.75, 2, 2.75, 3.5, 4] ...
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from pathlib import Path def get_package_root() -> Path: """Returns package root folder.""" conf_folder = Path(__file__).parent.parent dirs_in_scope = [x.name for x in conf_folder.iterdir() if x.is_dir()] if "mapservices" not in dirs_in_scope: msg = ( f"Not the right root director...
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def inversion(permList): """ Description - This function returns the number of inversions in a permutation. Preconditions - The parameter permList is a list of unique positve numbers. Postconditions - The number of inversions in permList has been returned. Input - permList : list...
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def match_rules(rules, app, action): """ This will match rules found in Group. """ for rule in rules.split(','): rule_app, rule_action = rule.split(':') if rule_app == '*' or rule_app == app: if rule_action == '*' or rule_action == action or action == '%': ret...
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def calc_acc(top_action, bot_aspect_action, bot_opinion_action, gold_labels, mode): """ Get accuracy. Args: top_action (list): List of predicted sentiments with their positions in a sequence. bot_action (list): List of list(s) of sequence length, where each list of predicted entity correspo...
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def thrift_attrs(obj_or_cls): """Obtain Thrift data type attribute names for an instance or class.""" return [v[1] for v in obj_or_cls.thrift_spec.values()]
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def s3so(worker_id): """ Returns s3 storage options to pass to fsspec """ endpoint_port = ( 5000 if worker_id == "master" else 5550 + int(worker_id.lstrip("gw")) ) endpoint_uri = f"http://127.0.0.1:{endpoint_port}/" return {"client_kwargs": {"endpoint_url": endpoint_uri}}
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def find_one_or_more(element, tag): """Return subelements with tag, checking that there is at least one.""" s = element.findall(tag) assert len(s) >= 1, 'expected at least one <%s>, got %d' % (tag, len(s)) return s
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def find_max_simultaneous_events(events): """ Question 14.5: Given a list of intervals representing start and end times of events, find the maximum number of simultaneous events that we can schedule """ transitions = [] simultaneous = 0 max_simultaneous = 0 for event in events: ...
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def G(x: int, y: int, z: int) -> int: """2ラウンド目に行う演算処理""" return (x & z) | (y & ~z)
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def get_top(cards, colour): """ Get the top card played of the given colour string. """ iter = [card.rank for card in cards if card.colour.lower() == colour.lower()] if not iter: return 0 return max(iter)
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def transform_objects(objects): """Transform objects.""" obj_list = [] for i, obj in objects.items(): data = dict(obj, instance_id=i) if data['destroyed'] is None: data['destroyed_x'] = None data['destroyed_y'] = None obj_list.append(data) return obj_list
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import math def distance(x1, y1, x2, y2): """distance: euclidean distance between (x1,y1) and (x2,y2)""" return math.sqrt((x2 - x1)**2 + (y2 - y1)**2)
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def repeated_definitions_of_repo_in_config(config, repo): """Check if there are multiple definitions of the same repository in a pre-commit configuration object. Parameters ---------- config : dict Pre-commit configuration dictionary. repo : str Repository to check for multiple de...
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def get_links_from_wiki(soup, n=5, prefix="https://en.wikipedia.org"): """ Extracts `n` first links from wikipedia articles and adds `prefix` to internal links. Parameters ---------- soup : BeautifulSoup Wikipedia page n : int Number of links to return prefix : str, defa...
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import bisect def find_ge(array, x): """Find leftmost item greater than or equal to x. Example:: >>> find_ge([0, 1, 2, 3], 1.0) 1 **中文文档** 寻找最小的大于等于x的数。 """ i = bisect.bisect_left(array, x) if i != len(array): return array[i] raise ValueError
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from typing import List import subprocess def _commit_files(files: List[str], message: str) -> bool: """ Stages the given files and creates a commit with the given message. Returns True if a new commit was created, False if the files are unchanged. """ subprocess.check_call(["git", "add"] + files...
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def reverse_list (list): """ :param: list :return: list Return a list, whose elements are in reversed order e.g. reverse_list([30,40,50]) returns [50,40,30] """ reversed=[] #Copy the first element of the given list into empty reversed list: reversed list is now [30] reversed.append(list[0]) #Insert second ele...
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def inputInt(prompt, min=0, max=100): """ inputInt retourne un entier saisit par l'utilisteur. La saisit est sécurisée: en de mauvaises entrés on redemande à l'utilisateur l'entier. Si l'utilisateur quitte le proggrame avec Contrôle+C, le programme s'arrête. """ while True: try: i = int(input(prompt)) exce...
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import torch def max_log_loss(logits, targets=None, reduction='mean'): """ Loss. :param logits: predicted classes :type logits: torch.autograd.Variable :param targets: target classes :type targets: torch.autograd.Variable :param reduction: reduction type :type reduction: str :retu...
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import re def clear_comments(data): """Return the bibtex content without comments""" res = re.sub(r"(%.*\n)", '', data) res = re.sub(r"(comment [^\n]*\n)", '', res) return res
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async def list_top_communities(context, limit=25): """List top communities. Returns lite community list.""" assert limit < 100 #sql = """SELECT name, title FROM hive_communities # WHERE rank > 0 ORDER BY rank LIMIT :limit""" sql = """SELECT name, title FROM hive_communities WH...
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def get_file_name(path): """ :param path: :return: """ parts = path.split("/") return parts[len(parts) - 1]
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def get_op_output_unit(unit_op, first_input_units, all_args=None, size=None): """Determine resulting unit from given operation. Options for `unit_op`: - "sum": `first_input_units`, unless non-multiplicative, which raises OffsetUnitCalculusError - "mul": product of all units in `all_args` - "...
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import getpass def smtp_config_generator_password(results): """ Generate password config. :param results: Values. Refer to `:func:smtp_config_writer`. :type results: dict """ if results['password'] is None: results['password'] = getpass.getpass(prompt="PASSWORD: ") return results
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from pathlib import Path def is_single_repository(repo_path: str) -> bool: """ This function returns True if repo_path points to a single repository (regular or bare) rather than a folder containing multiple repositories. """ # For regular repositories if Path("{}/.git".format(repo_path))...
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def requires_to_requires_dist(requirement): """Compose the version predicates for requirement in PEP 345 fashion.""" requires_dist = [] for op, ver in requirement.specs: requires_dist.append(op + ver) if not requires_dist: return '' return " (%s)" % ','.join(sorted(requires_dist))
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def load_cows(filename): """ Read the contents of the given file. Assumes the file contents contain data in the form of comma-separated cow name, weight pairs, and return a dictionary containing cow names as keys and corresponding weights as values. Parameters: filename - the name of the data ...
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import math def create_space(lat, lon, s=10): """Creates a s km x s km square centered on (lat, lon)""" v = (180/math.pi)*(500/6378137)*s # roughly 0.045 for s=10 return lat - v, lon - v, lat + v, lon + v
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import numpy def aperture(npix=256, cent_obs=0.0, spider=0): """ Compute the aperture image of a telescope Args: npix (int, optional): number of pixels of the aperture image cent_obs (float, optional): central obscuration fraction spider (int, optional): spider size in pixels Returns: ...
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def compose_tweet(media_id=None, data={}): """ writes tweet """ if data['status'] == 'tweeted': status = '.@{} tweeted @ {} (#{})'.format(data['user'], data['timestamp'], data['tweet_id']) elif data['status'] in ['retweeted', 'replied to']: status = '.@{} {} @{} @ {} (#{})'.format(data['us...
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def s_interp(sAvg,xeAvg,deltaP): """ Searches for value to interpolate for s vs 1/H, relationships as described by Ambwain and Fort Jr., 1979. sAvg = float - average s value over two halves of droplet xeAvg = float - average xe value over two halves of droplet """ if sAvg >= .9: ...
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import math def count_taxes(common, precious, mineral, nether): """ Conta quanti IC devono essere pagati per quelle api """ total = 0 common_category = math.ceil(common/15) precious_category = math.ceil(precious/15) mineral_category = math.ceil(mineral/15) nether_category = math.ceil(...
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import random def uniqueof20(k, rep=10000): """Sample k times out of alphabet, how many different?""" alphabet = 'ACDEFGHIKLMNPQRSTVWY' reps = [len(set(random.choice(alphabet) for i in range(k))) for j in range(rep)] return sum(reps) / len(reps)
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import itertools import glob import os def find_strings_files(): """Return the paths of the strings source files.""" return itertools.chain( glob.iglob("strings*.json"), glob.iglob(f"*{os.sep}strings*.json") )
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def policy_name_as_regex(policy_name): """Get the correct policy name as a regex (e.g. OOF_HAS_vCPE.cloudAttributePolicy ends up in policy as OOF_HAS_vCPE.Config_MS_cloudAttributePolicy.1.xml So, for now, we query it as OOF_HAS_vCPE..*aicAttributePolicy.*) :param policy_name: Example: OOF_HAS_vCPE.aicAt...
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import struct def int2hexstr(num, intsize=4): """ Convert a number to hexified string """ if intsize == 8: if num < 0: result = struct.pack("<q", num) else: result = struct.pack("<Q", num) else: if num < 0: result = struct.pack("<l", num)...
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def get_primary_key_params(obj): """ generate a dict from a mapped object suitable for formatting a primary key logline """ params = {} for key in obj.__table__.primary_key.columns.keys(): params[key] = getattr(obj, key) return params
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def mean(numbers): """Return the arithmetic mean of a list of numbers""" return float(sum(numbers)) / float(len(numbers))
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def PySelectCoins_MultiInput_SingleValue( \ unspentTxOutInfo, targetOutVal, minFee=0): """ This method should usually be called with a small number added to target val so that a tx can be constructed that has room for user to add some extra fee if necessary. However, ...
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def annual_Norm(dataframe): """This is a function that calculateing the annual production of the panel Args: dataframe(string):The name of the dataframe you want to adjust Returns: annual_values(list): the sum of the past 12 months energy production mon...
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def margined(arr, prop): """Returns (min(arr) - epsilon, max(arr) - epsilon), where epsilon = (max(arr) - min(arr)) * prop. This gives the range of values within arr along with some margin on the ends. ARR: a NumPy array PROP: a float""" worst = arr.min() best = arr.max() margin ...
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import requests def framework_check(pypi_url: str) -> str: """ 7. Are the tests running with the latest Integration version? """ response = requests.get(pypi_url).json() classifiers = response.get("info").get("classifiers") frameworks = [s.replace("Framework Django", "Framework").replace(" ::"...
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def faceAreaE3(face): """Computes the area of a triangular DCEL face with vertex coordinates given as PointE3 objects. Args: face: A triangular face of a DCEL with vertex .data given by PointE3 objects. Returns: The area of the triangular face. """ p0, p1, p2...
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import asyncio def get_active_loop() -> asyncio.AbstractEventLoop: """returns the current active asyncio loop or creates a new one. Returns: asyncio.AbstractEventLoop """ loop = asyncio.events._get_running_loop() loop = asyncio.new_event_loop() if loop is None else loop return loo...
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def gen_datavalue_list(soup): """Create a list of all the datavalues on the BLS EAG webpage.""" datavalue_list_soup = soup.findAll('span', 'datavalue') datavalue_list = [] for datavalue in datavalue_list_soup: datavalue_list.append(datavalue.text) return datavalue_list
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def bet_size_sigmoid(w_param, price_div): """ Part of SNIPPET 10.4 Calculates the bet size from the price divergence and a regulating coefficient. Based on a sigmoid function for a bet size algorithm. :param w_param: (float) Coefficient regulating the width of the bet size function. :param pric...
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import re def slugify(text): """ Returns a slug of given text, normalizing unicode data for file-safe strings. Used for deciding where to write images to disk. Parameters ---------- text : string The string to slugify Returns ------- slug : string A normalized slu...
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def flight_time_movies_1_brute_force(movie_lengths, flight_length): """ Solution: Brute force iterative solution compares each movie length with all subsequent movie lengths. Complexity: Time: O(n^2) Space: O(1) """ if len(movie_lengths) < 2: raise ValueError('movie length list must be at least 2 items long...
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from datetime import datetime def datetime_type(string): """ Validates UTC datetime. Examples of accepted forms: 2017-12-31T01:11:59Z,2017-12-31T01:11Z or 2017-12-31T01Z or 2017-12-31 """ accepted_date_formats = ['%Y-%m-%dT%H:%M:%SZ', '%Y-%m-%dT%H:%MZ', '%Y-%m-%dT%HZ', '%Y-%m-%d'] for form in accepted...
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import re def _remove_line_end_ellipsis_or_pass_keyword(line: str) -> str: """ Remove ellipsis or pass keyword from end of line (e.g., `def sample_func(): ...` or `def sample_func(): pass`). Parameters ---------- line : str Target line string. Returns ------- result_line ...
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import re def parse_p0f_entry(entry) : """ converts p0f log entry to dict object and returns """ # date data r = re.compile(r'\[(\d{4}/\d{2}/\d{2} \d{2}:\d{2}:\d{2})\] (.+)') match = r.match(entry) # valid date format as extra validity check if match is None : return datetime = match....
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def check_dup(items_, items2_): """ check for duplicates in lists """ result = {} for item in items_: is_dup = False for item2 in items2_: if item.lower() == item2.lower(): is_dup = True if not is_dup: result[item] = item return lis...
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def get_count(input_str: str) -> int: """ Função responsável por fazer a contagem de vogais em uma palavra """ num_vowels = 0 lista = [i for i in input_str if i in 'aeiou'] num_vowels = len(lista) return num_vowels
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def i_to_r(i, L, dx): """Return coordinates of lattice indices in continuous space. Parameters ---------- i: integer array, shape (a1, a2, ..., d) Integer indices, with last axis indexing the dimension. It's assumed that all components of the vector lie within plus or minus (L /...
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def _process_for_token(request): """ Checks for tokens in formdata without prior knowledge of request method For now, returns whether the userid and token formdata variables exist, and the formdata variables in a hash. Perhaps an object is warranted? """ # retrieve the formdata variables if...
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def evaluate_score(rate, level): """ 基金评分标准 基金和基准差值在[-1,1] 之间评分为 0,和基准表现相似,平庸 基金和基准差值在(1,5) 之间评分为 1,基本跑赢标准,及格 基金和基准差值在(5,10) 之间评分为 2,基本跑赢标准,优良 基金和基准差值在(10,20)之间评分为 3,基本跑赢标准, 基金和基准差值在(20 +) 评分为 4,基本跑赢标准,优秀 :param rate: 基金表现 :param level: 基准表现 :return: 返回评分 """ diff = ra...
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def make_response(error, message=None, image_base64=None): """ Generates the ObjectCut JSON response. :param error: True if the response has to be flagged as error, False otherwise. :param message: Message to return if it is a error response. :param image_base64: Image result encoded in base64 if it...
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def _cut(match): """ Cut matched characters from the searched string. Join the remaining pieces with a space. """ string, start, end = match.string, match.start(), match.end() if start == 0: return string[end:] if end == len(string): return string[:start] return ' '.join(...
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def parse_metadata_words(language='english', quality='low'): """ Identifies words corresponding to different metadata in the language Parameters: ----------------------------------- language : str Name of the language whose testing data to fetch quality : str size of the dataset ...
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def make_set(labels): """ Create a new equivalence class and return its class label """ labels[0] += 1 labels[labels[0]] = labels[0] return labels[0].astype(int)
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import torch def bitmap_precision_recall(output, target, threshold=0.5): """ Computes the precision recall over execution bitmap given a interpretation threshold """ with torch.no_grad(): target_one = (target == 1) # target_one_total = torch.sum(target_one).item() output_pred_binary ...
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def device(request): """ This fixture will be called once to return the existing Device instance that was setup in the session start hook function. """ return request.config._nrfu.device
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from typing import List def split_list(lst: List[str], wanted_parts: int = 1) -> List[List[str]]: """ Splits a list into a list of lists of each of size 'wanted_parts' Args: lst: List to be split into smaller parts wanted_parts: Desired size of each smaller list Returns: ...
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def merge_new_data(data, key, value): """ key: cpu.utilization value: {'avg': 1.3} """ item = key.split('.') key1 = item[0] # cpu key2 = item[1] # utilization data1 = data.get(key1, {}) data2 = data1.get(key2, {}) data2.update(value) data1[key2] = data2 data[key1] = dat...
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import os def get_markdown_file_list(directory: str) -> list: """Return the list of Markdown files from directory. Scan subdirectories too. """ file_list = [] for root, dirs, files in os.walk(directory): for name in files: if os.path.splitext(name)[1] == '.md': ...
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def gamma_to_tau_hard_threshold(gamma): """Converts gamma to tau for hard thresholding """ return 0.5 * gamma ** 2
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def supervisor_client(client, supervisor): """A client with a supervisor logged in""" client.force_login(supervisor) return client
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def build_sample_map(flowcell): """Build sample map ``dict`` for the given flowcell.""" result = {} rows = [(lane, lib["name"]) for lib in flowcell["libraries"] for lane in lib["lanes"]] i = 1 for _, name in sorted(set(rows)): if name not in result: result[name] = "S{}".format(i)...
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def get_reshaped_data(dataloader): """Reshape data to fit into DeepHistone Model :param dataloader: HistoneDataset :type dataloader: HistoneDataset wraped by torch.utils.data.DataLoader """ (x, y, gene_name) = next(iter(dataloader)) # this step is slow since it actually loads all data x_histon...
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def get_scan_dir_and_rsfwd(voc, ascending, r_diff, ncompliance): """Determine the scan direction and forward bias series resistance of a sweep. Scan direction is dermined based on the sweep direction and sign of Voc. This may fail for truly dark I-V sweeps that don't have a Voc. Parameters -------...
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def 더하기(a,b): """Returns the sum of a and b >>> 더하기(1,2) 3 """ return 0
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def indent( text, # Text to indent char=' ', # Character to use in indenting indent=2 # Repeats of char ): """ Indent single- or multi-lined text. """ prefix = char * indent return "\n".join([prefix + s for s in text.split("\n")])
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def first_element_or_none(element_list): """ Return the first element or None from an lxml selector result. :param element_list: lxml selector result :return: """ if element_list: return element_list[0] return
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def is_public(data, action): """Check if the record is fully public. In practice this means that the record doesn't have the ``access`` key or the action is not inside access or is empty. """ return "_access" not in data or not data.get("_access", {}).get(action)
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def __slice_scov__(cov, dep, given): """ Slices a covariance matrix keeping only the covariances between the variables indicated by the array of indices of the independent variables. :param cov: Covariance matrix. :param dep: Index of dependent variable. :param given: Array of indices of indepen...
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def forward_pass(output_node, sorted_nodes): """ Performs a forward pass through a list of sorted nodes Arguments: 'output_node' 'sorted_nodes' Returns the output node's value """ for n in sorted_nodes: n.forward() return output_node.value
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def _val(var, is_percent=False): """ Tries to determine the appropriate value of a particular variable that is passed in. If the value is supposed to be a percentage, a whole integer will be sought after and then turned into a floating point number between 0 and 1. If the value is supposed to be a...
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import re def check_project_name(name: str): """project name example: flask_demo :param name: :return: """ match = re.match('^[a-zA-z]\w+', name) if not match: return False if name != match.group(): return False return True
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def blend_html_colour_to_white(html_colour, alpha): """ :param html_colour: Colour string like FF552B or #334455 :param alpha: Alpha value :return: Html colour alpha blended onto white """ html_colour = html_colour.upper() has_hash = False if html_colour[0] == '#': has_hash = Tru...
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import random import string def rnd_string(n=10): """Generate a random string.""" return ''.join(random.SystemRandom().choice(string.ascii_uppercase + string.digits) for _ in range(n))
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def generate_data_for_plot_distribution(x_data, y_data): """ 输出每个类别对应的数据的列表的字典 :param x_data: 类别数据列表 :param y_data: 数值型数据列表 :return: {类别:[数据列表]}的字典 """ digit_data_dict = {} for key, value in zip(x_data, y_data): if key in digit_data_dict: digit_data_dict[key].append(v...
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import subprocess import os import random import string def make_in_filename(cesar_in): """Make filename for the CESAR input.""" if cesar_in: # is defined by user # cesar in - file addr, False --> to mark it is not temp return cesar_in, False # is not defined --> create a folder in dev sh...
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from dill import pickles, copy import sys import sys def errors(obj, depth=0, exact=False, safe=False): """get errors for objects that fail to pickle""" if not depth: try: pik = copy(obj) if exact: assert pik == obj, \ "Unpickling produces %s...
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def replace_digraphs(word_): """Return the given word processed for orthographic changes. Parameters ---------- word_ : str Returns ------- str """ word_ = word_.lower() word_ = word_.replace('ch', 'S') word_ = word_.replace('lh', 'L') word_ = word_.replace('nh', 'N') ...
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import itertools def chain_generators(*sprite_generators): """Chain generators by concatenating output sprite sequences. Essentially an 'AND' operation over sprite generators. This is useful when one wants to control the number of samples from the modes of a multimodal sprite distribution. Note ...
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def checkSlashes(item='', sl_char='/'): """\ This function will make sure that a URI begins with a slash and does not end with a slash. item - the uri to be checked sl_char - the character to be considered a 'slash' for the purposes of this function """ if not item.start...
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from typing import Any from typing import Iterable from typing import Optional def find_in_list(element: Any, container: Iterable[Any]) -> Optional[Any]: """ If the element is in the container, return it. Otherwise, return None :param element: to find :param container: container with element :...
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import collections def _get_tasks_by_domain(tasks): """Returns a dict mapping from task name to a tuple of domain names.""" result = collections.defaultdict(list) for domain_name, task_name in tasks: result[domain_name].append(task_name) return {k: tuple(v) for k, v in result.items()}
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def splitFrom(df, attr, val): """ Split DataFrame in two subset based on year attribute :param df: DataFrame to split :param attr: attribute on which split data :param val: value of attribute where do split :return: two subset """ if attr not in df.columns: raise ValueError("****...
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import sys def check_env(env): """ Ensures all key and values are strings on windows. """ if sys.platform == "win32": win_env = {} for key, value in env.items(): win_env[str(key)] = str(value) env = win_env return env
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import sys import os def argparse(argv): """Parse commandline arguments. Expects input file path """ try: inputfile = str(argv[1]) except: error = argv[0] + " <inputfile>" print(error) sys.exit(2) if os.path.isfile(inputfile): print('Input file is', inpu...
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