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import numpy def _flood_vol_op( rainfall_depth, q_pi_array, q_pi_nodata, pixel_area, target_nodata): """Calculate vol of flood water. Parmeters: rainfall_depth (float): depth of rainfal in mm. q_pi_array (numpy.ndarray): quick flow array. q_pi_nodata (float): nodata for q_pi. ...
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def parse_labels(raw_labels, is_train=True): """ FOR TRAIN LABELS raw labels form: [x,y,w,h, x1,y1,x2,y2, x3,y3,w3,h3, occ_type, occ_degree, gender, race, orientation, x4,y4,w4,h4] (a) (x,y,w,h) is the bounding box of a face, (b) (x1,y1,x2,y2) is the position of two eyes. ...
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def pop_int(conn): """Decode bytes from protocol.""" acc = 0 shift = 0 byte = ord(conn.recv(1)) while byte & 0x80: acc = acc | ((byte & 0x7f) << shift) shift = shift + 7 byte = ord(conn.recv(1)) return acc | (byte << shift)
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import random import copy def _random_decomposition_h(self,current_built=None,lower=1,upper=5): """Returns a new target silhouette, which is a subset of the full silhouette of the world. Moves the construction paper horizontally upwards by a random increment given. Call this from wrapper functions.""" if curr...
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import hashlib def md5(s: str) -> str: """ >>> md5('abc') '900150983cd24fb0d6963f7d28e17f72' """ return hashlib.md5(s.encode("utf8")).hexdigest()
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import torch def euler_to_q(euler): """Converts an Euler angle vector to Quaternion. The Euler angle vector is expected to be (X, Y, Z). Arguments: euler (B,3) - Euler angle vectors. Returns: q (B,4) - Quaternions. """ euler *= 0.5 cx = euler[:, 0].cos() sx = euler[:,...
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import torch import math def mean_logits(logits, dim=0): """Return the mean logit, where the average is taken over across `dim` in probability space.""" # p = e^logit / (sum e^logit) <=> log(p) = logit - log_sum_exp(logit) log_prob = logits - torch.logsumexp(logits, -1, keepdim=True) # mean(p) = 1/Z s...
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import subprocess def call(bin_with_args, stdin_bytes): """ Execute the binary and return (stdout, stderr). """ proc = subprocess.Popen(bin_with_args, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE) ...
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def rotate(string, n): """Rotate characters in a string. Expects string and n (int) for number of characters to move. """ if type(n) != int: return "Not an integer" if n == 0: return string if n > 0: s_new = string[0:n] l = list(string) l[0:n] = "" ...
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import os import shutil import time def remove(path: str, max_retries: int = 3) -> bool: """ Removes the specified path from the local filesystem if it exists. Directories will be removed along with all files and folders within them as well as files. :param path: The location of the file ...
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def extract_telemarketer_code(number): """ Telemarketers' numbers have no parentheses or space, but they start with the area code 140. """ return "140"
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def get_seating_row(plan, seat_number): """ Given a seating plan and a seat number, locate and return the dictionary object for the specified row :param plan: Seating plan :param seat_number: Seat number e.g. 3A :raises ValueError: If the row and/or seat number don't exist in the seating plan ...
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def hex_to_int(hexa): """Convert a hexadecimal string to an int""" vals = {'a': 10, 'b': 11, 'c': 12, 'd': 13, 'e': 14, 'f': 15} num = 0 power = 0 for d in hexa[::-1]: try: num += int(d) * 16 ** power except ValueError: num += vals[d] * 16 ** power po...
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def get_e_rtd(e_dash_rtd, bath_function): """「エネルギーの使用の合理化に関する法律」に基づく「特定機器の性能の向上に関する製造事業者等の 判断の基準等」(ガス温水機器) に定義される「エネルギー消費効率」 から 当該給湯器の効率を取得 (9) Args: e_dash_rtd(float): エネルギーの使用の合理化に関する法律」に基づく「特定機器の性能の向上に関する製造事業者等の 判断の基準等」(ガス温水機器)に定義される「エネルギー消費効率」 bath_function(str): ふろ機能の種類 Returns: ...
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import torch def flatten(lst): """ Flattens a list or iterable. Note that this chunk allocates more memory. Argument: lst (list or iteratble): input vector to be flattened Returns: one dimensional tensor with all elements of lst """ tmp = [i.contiguous().view(-1, 1) for i in lst] ...
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import logging def parse_duration(string): """Parse a duration of the form ``[hours:]minutes:seconds``.""" if string == "": return None duration = string.split(":")[:3] try: duration = [int(i) for i in duration] except ValueError: logger = logging.getLogger(__name__) ...
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def get_all_subclasses(cls): """ Get all subclasses of a given class. Note that the results will depend on current imports. :param cls: a class. :return: the set of all subclasses. """ return set(cls.__subclasses__()).union( [s for c in cls.__subclasses__() for s in get_all_subclasses(c...
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from typing import List def to_pylist(jlist) -> List: """Convert Java list types to :class:`list`.""" try: return list(jlist[:]) except Exception: # java.LinkedList return list(jlist.toArray()[:])
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def module_level_function(param1, param2=None, *args, **kwargs): """Evaluate to true if any paramaters are greater than 100. This is an example of a module level function. Function parameters should be documented in the ``Parameters`` section. The name of each parameter is required. The type and descr...
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import os def sirsam_rf_precomp_predict(sirsam_rf_precomp): """ Path to SirSam random forest precomputed predict outputs. """ return os.path.join(sirsam_rf_precomp, 'predict')
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def create_filename(directory, name, figure_format, base, distance, value): """ Creation of a unique filename """ filename = directory + name filename += '-' filename += '{:.2f}'.format(base) filename += '-' filename += '{:.2f}'.format(distance) filename += '-' filename += '{:.2...
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def join(*paths, seperator="@"): """Join with @.""" non_empty = [] for p in paths: non_empty.append(p) return seperator.join(non_empty)
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def readList_fromFile(fileGiven): """Reads list from the input file provided. One item per row.""" # open file and read content into list lineList = [line.rstrip('\n') for line in open(fileGiven)] return (lineList)
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def rho_dust(f): """ Dust density """ return f['u_dustFrac'] * f['rho']
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def swap_subtree(subtree, primitive_set, terminal_set, tree): """ Args: subtree: New tree primitive_set: dictionary where (key, value) is (output_type, [{"name", "input_types", "group"}, ...]) terminal_set: dictionary where (key, value) is (output_type, [{"name", "generator", "static"},...
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def findMedian(x): """Compute the median of x. Parameters ---------- x: array_like An array that can be sorted. Returns ------- median_x: float If there are an odd number of elements in x, median_x is the middle element; otherwise, median_x is the average of the two...
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from typing import List def remove_existing_nodes_from_new_node_list(new_nodes, current_nodes) -> List[str]: """Return a list of nodes minus the nodes (and masters) already in the inventory (groups 'nodes' and 'masters').""" return [node for node in new_nodes if node not in current_nodes]
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from typing import Dict def get_anthropometrics(segment_name: str, total_mass: float) -> Dict[str, float]: """ Get anthropometric values for a given segment name. For the moment, only this table is available: D. A. Winter, Biomechanics and Motor Control of Human Movement, ...
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def flatten_voting_method(method): """Flatten a voting method data structure. The incoming ``method`` data structure is as follows. At the time of writing, all elections have an identical structure. In practice. the None values could be different scalars. :: { "instructions": { ...
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def get_youtube_url(data: dict) -> str: """ Returns the YouTube's URL from the returned data by YoutubeDL, like https://www.youtube.com/watch?v=dQw4w9WgXcQ """ return data['entries'][0]['webpage_url']
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def expand_request_pixels(request, radius=1): """ Expand request by `radius` pixels. Returns None for non-vals requests or point requests. """ if request["mode"] != "vals": # do nothing with time and meta requests return None width, height = request["width"], request["height"] x1, y1, x2, ...
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import torch def resolve_instability(i, pair, stability, sample_rate, actived, not_actived, active): """Resolve stability issue in input list of value and num_consecutive_occ Args: i (int): The index of the considered pair of value and num_consecutive_occ. pair (list) : Value and num_consecut...
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def enumerate_tagged_methods(instance, tag, expected_value=None): """Enumerates all methods of instance which has an attribute named tag.""" methods = [] for attr in dir(instance): value = getattr(instance, attr) if callable(value): try: tagged_value = getattr(va...
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def verify_result(result, logger, command): """ return True if result contains lines, False otherwise """ if not result.report_lines: logger.warn(f"Command {command.as_string} produced no output") return False if len(result.error_report_lines) > 0: logger.error(f"Command {command...
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def compute_internet_checksum(data): """ Function for Internet checksum calculation. Works for both IP and UDP. """ checksum = 0 n = len(data) % 2 # data padding pad = bytearray('', encoding='UTF-8') if n == 1: pad = bytearray(b'\x00') # for i in range(0, len(data + pad)...
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import os def pwd(): """Get the current working directory""" return os.getcwd()
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def get_bit(z, i): """ gets the i'th bit of the integer z (0 labels least significant bit) """ return (z >> i) & 0x1
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import locale def _encoding(): """Tries to guess the encoding uses by the terminal.""" try: return locale.getdefaultlocale()[1] or 'utf8' except ValueError: # Invalid locale environment variable setting. To avoid # failing entirely for no good reason, assume UTF-8. return '...
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import random import time def calculate_send_time(delay_time): """ delay_time in seconds """ delay_time = random.uniform(0, 2 * delay_time) return time.time() + delay_time
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import torch def unit_sphere(points, return_inverse=False): """Normalize cloud to zero mean and within unit ball""" mean = points[:, :3].mean(axis=0) points[:, :3] -= mean furthest_distance = torch.max(torch.linalg.norm(points[:, :3], dim=-1)) points[:, :3] = points[:, :3] / furthest_distance ...
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import sys def propertyx(function): """Decorator to easily create properties in classes. Example: class Angle(object): def __init__(self, rad): self._rad = rad @property def rad(): def fget(self): return self._r...
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def case4(): """ :path: '/anything/test/anything/low' :status_code: 200 :metrics: product hits, slash backend hits and low method increase, rest didn't increase """ return "/anything/test/anything/low", 200, [1, 1, 0, 1, 0, 0]
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import math def cart2pol_wind(u, v, axes_rotation = 0, magnetic_declination = 0): """ Converts meridional and zonal wind components into speed and direction (in degrees) values. Parameters ---------- u = zonal component v = meridional component axes_rotation = undo axes rotation with p...
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import html import re def data_cleaning(data, mode): """Fixing known differences in input files that are caused by differing versions of pdi but don't result in functional changing of the file.""" # return data data = html.unescape(data) if mode == "PDI": # Issue: Changing whitespaces on e...
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def sanitize_str_xml(text, no_newlines=False): """Returns an instance of the input text with all characters which comply with the xml1.0 charset specification. ie. no NULL characters, ASCII control characters (except newline), etc. text : str input text """ def is_valid_xml_char(c): c = ...
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def check_dims(matIn1, matIn2): """ function to check if dimensions of two matrices are compatible for multiplication input: two matrices matIn1(nXm) and matIn2(mXr) returns: Boolean whether dimensions compatible or not """ m,n = matIn1.shape r,k = matIn2.shape if r == n: return True else: return False
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def check_ascending(ra, dec, vel, verbose=False): """ Check if the RA, DEC and VELO axes of a cube are in ascending order. It returns a step for every axes which will make it go in ascending order. :param ra: RA axis. :param dec: DEC axis. :param vel: Velocity axis. :returns: Step for R...
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def process_binding_data(raw_bricks, raw_linkers): """ Takes raw SDF files, processes them into a usable format Args: raw_bricks: brick SDFs raw_linkers: linker SDFs Returns: Two lists detailing what mols can bind to what, where, and how """ binding_sites_for_bricks = [ ...
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import inspect def get_estimator(estimator): """ Returns an estimator object given an estimator object or class Parameters ---------- estimator : Estimator class or object Returns ------- estimator : Estimator object """ if inspect.isclass(estimator): estimator = estimat...
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def cmd_erasure_code_profile(profile_name, profile): """ Return the shell command to run to create the erasure code profile described by the profile parameter. :param profile_name: a string matching [A-Za-z0-9-_.]+ :param profile: a map whose semantic depends on the erasure code plugin :ret...
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def read_version(): """ Reads the version without self importing """ with open("notepad/__init__.py") as f: lines = f.read().splitlines() for l in lines: if "__version__" in l: return l.split("=")[1].strip().replace('"', "")
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def mask_positions(pos_c, k_length, mask_l=100, mask_r=100): """Return positional counts with removed positions around crosslinks.""" shift = int((k_length + 1) / 2) mask = list(range(-mask_l + shift, mask_r + shift)) for _, value in pos_c.items(): for pos in mask: value.pop(pos, Non...
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import re import sys def sanitise_url(url: str) -> str: """ Make sure the URL correspond to 4chan, trim useless parts and makes it HTTPS :param url: a string corresponding to a 4chan URL :return: a string URL with HTTPS """ # https://boards.4chan.org/s/thread/17829010#p17837211 c = re.comp...
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from pkgutil import iter_modules from typing import Iterable from typing import List def check_dependencies(dependencies: Iterable[str], prt: bool = True) -> List[str]: """ Check whether one or more dependencies are available to be imported. :param dependencies: The list of dependencies to check the availability ...
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def outName(finpName): """Returns output filename by input filename""" i = finpName.rfind('.') if i != -1: finpName = finpName[0:i] return finpName + '.hig'
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def _convert_node_attr_types(G, node_type): """ Convert graph nodes' attributes' types from string to numeric. Parameters ---------- G : networkx.MultiDiGraph input graph node_type : type convert node ID (osmid) to this type Returns ------- G : networkx.MultiDiGraph...
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import hashlib import requests def resolve_gravatar(email): """ Given an email, returns a URL if that email has a gravatar set. Otherwise returns None. """ gravatar = 'https://gravatar.com/avatar/' + hashlib.md5(email).hexdigest() + '?s=512' if requests.head(gravatar, params={'d': '404'}): ...
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import inspect def get_custom_class_mapping(modules): """Find the custom classes in the given modules and return a mapping with class name as key and class as value""" custom_class_mapping = {} for module in modules: for obj_name in dir(module): if not obj_name.endswith("Custom"): ...
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def enough_ambient(df): """ Check to see if there is enough ambient to remove """ S4 = df['SENSOR 4'] value = (S4.max() - S4.min()) / S4.mean() print("Ambient Sensor Change: %s" % value) if value > 1.0: return True else: print("Ambient threshhold is not met by this measu...
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def labels_trick(outputs, labels, criterion): """ Labels trick calculates the loss only on labels which appear on the current mini-batch. It is implemented for classification loss types (e.g. CrossEntropyLoss()). :param outputs: The DNN outputs of the current mini-batch (torch Tensor). :param labels...
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def BiCG(Afun, ATfun, B, x0, par=None, callback=None): """ BiConjugate gradient solver. Parameters ---------- Afun : Matrix, LinOper, or numpy.array of shape (n, n) it stores the matrix data of linear system and provides a matrix by vector multiplication B : VecTri or numpy.arra...
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import warnings def neutralize(weights, assets, group = 'market'): """ :param weights: xarray with weights of the algorithm :param assets: qndata.load_assets :param group: neutralize positions by 'market', 'industry' or 'sector' :return: xarray with neutrlized positions """ result = weight...
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def lfu(x): """ Lfu function """ return 1
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def calculate_tweaked_uc_pc(job): """Calculate unit cell and primitive cell coordinates with tweaked Hydrogen coordinates""" return "../../../codes/calc_htweaked_pc_uc"
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def fill_context_mask(mask, sizes, v_mask, v_unmask): """Fill attention mask inplace for a variable length context. Args ---- mask: Tensor of size (B, N, D) Tensor to fill with mask values. sizes: list[int] List giving the size of the context for each item in the batch. Posit...
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def is_validated_morse_code(user_input): """ Input: - user_input : 문자열값으로 사용자가 입력하는 문자 Output: - 입력한 값이 아래에 해당될 경우 False, 그렇지 않으면 True 1) "-","."," "외 다른 글자가 포함되어 있는 경우 2) get_morse_code_dict 함수에 정의된 Morse Code 부호외 다른 코드가 입력된 경우 ex)...... Examples: >>> import ...
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def has_leaf_sum_helper(root, target, partial_sum): """ Helper function to keep track of partial sum while trying to hit target """ if root is None: return False partial_sum += root.val if partial_sum == target: return True return has_leaf_sum_helper(root.left, target, ...
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import csv from typing import Counter def csv_reader(file_obj): """ Read a csv file :return: list 404 pages, count of pages """ reader = csv.reader(file_obj) error = list() for row in reader: error.append(row[1]) cnt = Counter(error) types_er = [] count_er = [] for...
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def build_dictionary(chars): """ Organizes data read from files in a dictionary :param chars: all chars read from files to learn :return: the dictionary """ d = {} for key in chars: for c in chars[key]: if c[3] not in d: d[c[3]] = set(c[1]) e...
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def index(args): """A welcome page.""" return {"message": "Welcome, {}!".format(args["name"])}
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def celsius_to_fahrenheit(T_celsius): """ Convert celsius temperature to fahrenheit temperature. PARAMETERS ---------- T_celsiu: tuple A celsius expression of temperature RETURNS ---------- T_fahrenheit: float The fahrenheit expression of temperature T_celsius ...
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from threading import Thread import time def coding_problem_10(): """ Implement a job scheduler which takes in a function f and an integer n, and calls f after n milliseconds. Example: >>> coding_problem_10() Before Hello from thread After """ def delayed_execution(f, ms): ...
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def application(environ, start_response): """ 符合WSGI标准的一个HTTP处理函数,web程序入口 :param environ: 请求的信息 :param start_response: 返回响应的回调函数 :return: """ # 响应信息 start_response("200 OK", [("Content-Type", "text/html")]) text = "<h1>hello world</h1>" for i in environ.items(): print(i)...
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import requests import time def find_route(from_code, to_code, date_to, date_back=None, timeout=0.01, max_attempts=10, timeout_inc=0.01): """ Получение списка маршрутов из А в Б на определённую дату. from_code и to_code - коды станций отправления и назначения (берутся из suggest_stations). date_to и date...
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import torch def shuffler(data): """ shuffle the DMM datasets by both permuting the order of GMM instances (w.r.t. DIM1) and permuting the order of data points in each instance (w.r.t. DIM2) """ DIM1, DIM2, DIM3 = data.shape indices_DIM1 = torch.randperm(DIM1) data = data[indices_DIM1] ind...
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def merge(dct1, dct2): """Merges two dictionaries""" return {**dct1, **dct2}
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def validFSUNum(req): """ Valid FSU Num - returns False if FSU Num contains characters, True otherwise """ return str(req['FsuNum']).isdigit()
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import os def ckrflex(filenm: str) -> bool: """Checking file existence or an empty file""" if os.path.exists(filenm): with open(filenm) as rd: if rd.readline(): return False else: return True else: return True
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import os def rainfallChart(): """ function: rainfallChart Write a function rainfallChart that displays this data as a textual bar chart using one asterisk for each mm of rainfall; e.g., given the above data the output should be: Portsmouth ******** London ***** ...
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def remove_duplicates(lst): """ Return input list without duplicates. """ seen = [] out_lst = [] for elem in lst: if elem not in seen: out_lst.append(elem) seen.append(elem) return out_lst
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import stat import os def is_executable(path): """is the given path executable? Limitations: * Does not account for FSACLs. * Most times we really want to know "Can the current user execute this file" This function does not tell us that, only if an execute bit is set. """ # These are a...
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def add_dicts(*args, **kwargs): """ Utility to "add" together zero or more dicts passed in as positional arguments with kwargs. The positional argument dicts, if present, are not mutated. """ result = {} for d in args: result.update(d) result.update(kwargs) return result
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def in_board(pos, board): """returns True if pos (y, x) is within the board's Rect.""" return bool(board.rect.collidepoint(pos))
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import subprocess def apply_dummynet_rules(rule): """ Applies dummynet rules :param rule: Dummynet rule to be applied :return: True if successfully applied or False if failure """ try: print("Applying dummynet rules") output = subprocess.check_output( "dnctl <<< ech...
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import re def preprocess(sent): """ text preprocessing using regular expressions """ # remove tags new_sent = re.sub(r'(<!--.*?-->|<[^>]*>|{[^}]*}|\([^\)]*\)|\[[^\]]*\])',' ', sent) # replace apostrophe and convert letters to lower case new_sent = new_sent.replace('\\\'','\'').lower() # de...
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import argparse def build_parser(): """Creates a command line argument parser.""" parser = argparse.ArgumentParser( description='Copies files from an archive location to a new dated directory in a backup ' 'directory, hardlinking to files in the previous date where possible') parser.add_ar...
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def cases(arg, case_result_pairs, default=None): """ Create a case expression in one shot. Returns ------- case_expr : SimpleCase """ builder = arg.case() for case, result in case_result_pairs: builder = builder.when(case, result) if default is not None: builder = bu...
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from typing import Dict def update_nested_dict(d: Dict, u: Dict) -> Dict: """ Merge two dicts. https://stackoverflow.com/questions/3232943/update-value-of-a-nested-dictionary-of-varying-depth :param d: dict to be overwritten in case of conflicts. :param u: dict to be merged into d. :return: ...
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def to_list(v): """Convert any non list to a singleton list""" if isinstance(v, list): return v else: return [v]
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import pickle def debrine(filename, encoding='latin1'): """pickle.load(open(filename)) Use encoding='latin1' to load datetime, numpy, or scikit objects pickled in Python 2 in Python 3. (Latin-1 works for any input as it maps the byte values 0-255 to the first 256 Unicode codepoints directly: http...
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def __indent_text_block(text): """ Indent a text block """ lines = text.splitlines() if len(lines) > 1: out = lines[0] + "\r\n" for i in range(1, len(lines)-1): out = out + " " + lines[i] + "\r\n" out = out + " " + lines[-1] return out return tex...
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def read_conll_corpus(filename): """ Read a corpus file with a format used in CoNLL. """ data = list() data_string_list = list(open(filename,'r',encoding="utf-8")) element_size = 0 X = list() Y = list() for data_string in data_string_list: words = data_string.strip().split('\t') if len(words) is 0 or len(w...
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def get_tag_list(element_tree): """ Function to generate a list of all element tags from an xml file :param element_tree: :return: """ return list(set([c.tag for c in element_tree.iter()]))
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def scan(ln, char_maps, tokenize=True): """Scan beginning of each line for BASIC keywords, petcat special characters, or ascii characters, convert to tokenized bytes, and return remaining line segment after converted characters are removed Args: ln (str): Text of each line segment to pars...
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def discrete_signal(signal0, step_size): """ SNIPPET 10.3 - SIZE DISCRETIZATION TO PREVENT OVERTRADING Discretizes the bet size signal based on the step size given. :param signal0: (pandas.Series) The signal to discretize. :param step_size: (float) Step size. :return: (pandas.Series) The discre...
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def overlap_coefficient(label1, label2): """ Distance metric comparing set-similarity. """ #the original formula used float, but it doesn't seem to make any difference #return float(len(label1 & label2)) / min(len(label1), len(label2)) if min(len(label1), len(label2)) == 0: return 0 else: return len(label1.int...
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from typing import OrderedDict def separate_orders_by_ticket_type(list_in, ticket_types): """ Inputs: list_in - List containing ticket orders ticket_types - List of all ticket types Outputs: dict_out - A dictionary keyed to ticket types, containing a list of ticket ord...
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import argparse def create_parser(): """ Creates the parser for the command line arguments""" lparser = argparse.ArgumentParser("Parse a config file and verifies it") lparser.add_argument('--filename', default="experiment_ng.yaml", help="Config file to verify") return lparser
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def loadText(): """[loads the text from 'message.txt' file]""" with open("whatsapp-bot/message.txt", "r") as text_file: message = text_file.read().replace("\n", " ") return message
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import math def split_of_number(regular_number): """ split regular number """ return math.floor(regular_number / 2), math.ceil(regular_number / 2)
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