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def Merge2LinkLists(lists1, lists2): """ 链表合并的递归实现 :param lists1: :param lists2: :return: """ if not lists1: return lists2 if not lists2: return lists1 l = None if lists1.val < lists2.val: l = lists1 l.next_ = Merge2LinkLists(lists1.next_, lists2)...
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def pow_notation(number, sig_fig=2): """ Converts a number to scientific notation keeping sig_fig signitifcant figures. """ ret_string = "{0:.{1:d}e}".format(number, sig_fig) a,b = ret_string.split("e") b = int(b) #removed leading "+" and strips leading zeros too. return r"10^{{{0}...
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def neg_edges(data): """ Negate edge half (non-middle) of spectra. """ data[..., :int(data.shape[-1] * 1. / 4)] = \ -data[..., :int(data.shape[-1] * 1. / 4)] data[..., int(data.shape[-1] * 3. / 4):] = \ -data[..., int(data.shape[-1] * 3. / 4):] return data
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def fake_agent() -> str: """ The original FAKE_USER_AGENT in config.py: 'Mozilla/5.0 (Windows NT 6.1; rv:84.0) Gecko/20100101 Firefox/84.0' Works with Startpage when nothing else will. :return: static user agent string. """ # NOTE that the Firefox ver can be any from firefox_agent() re...
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import os def extract_frames(ffmpeg_path, img_path, video_path, n_frames=10): """ Extracts frames from video_path to img_path. """ error = "" print('{} -i {} -framerate {} -vsync 0 -qscale:v 2 {}/%06d.jpg'.format(ffmpeg_path, video_path, n_frames, img_path)) failed_call = os.system('C:\ffmpeg\...
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def data_reverse_(data): """ Reverses a stream of bytes :param data: :return: """ return [b for a in range(len(data) - 8, -1, -8) for b in data[a : a + 8]]
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import math def optimum_qubit_size(precision: int, error: float) -> int: """ Return the number of qubit required for targeted number of decimal and error rate. """ return math.ceil(precision + math.log2(2+1/(2*error)))
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import json import argparse def _unpack_json_args(args): """Restore arguments from --json-args after a restart. When restarting, we serialize the argparse namespace into json, and construct a "fake" argparse.Namespace here based on the data loaded from json. """ new_args = vars(args) data...
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def upper_triangle(n_df, n1, n2): """Makes a (sparse) matrix upper triangular. """ return [edge for edge in n_df if edge[n1] < edge[n2]]
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import requests def associate_label(**validated_data): """Service to associate messenger labels to users. :param validated_data: Serialized data from PSIDListSerializer. :returns: Updated validated_data with label_associated_to field. """ url = 'https://graph.facebook.com' batch_data = '' ...
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def s_share_constant(params, substep, state_history, prev_state, policy_input): """ Checks share multiplicative constant. Use for i,j,k for now """ # MAKE a Product function loop through all assets dynamic # print('constant here 1') pool = prev_state['pool'] Si = pool.get_share('i') Sj...
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def gcp_monitoring_proto_deps(): """Cc proto libraries for GCP monitoring APIs """ return [ "@com_google_googleapis//google/api:distribution_cc_proto", "@com_google_googleapis//google/api:label_cc_proto", "@com_google_googleapis//google/api:metric_cc_proto", "@com_google_goog...
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def handle_refund(loan_id, amount): """Handles a refund postback for the specified loan_id and amount.""" return ''
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def authors_string(authors): """Return formatted string of all authors.""" def is_primary(a): return not isinstance(a, dict) or a.get('primary', True) primary = ' and '.join( a['name'] if isinstance(a, dict) else a for a in authors if is_primary(a)) secondary = ' and '.j...
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import re def parse_integrity_error_message(error): """Parse IntegrityError message Keyword arguments: error -- IntegrityError """ content = re.search('\((.*?)\)=\((.*?)\){1,}(.*)', str(error)) if content: field = content.group(1).title().replace('_', '') formatted = ...
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import re def verify_installation(output): """Verify whether the installation is successful or not. Args: output (str): Output after the execution Returns: TYPE: bool """ found = re.findall( r'([0-9]+\supgraded).*([0-9]+\snewly installed)', output ) upgra...
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def get_current_weather_desc(data): """Get the current weather description. These values are undocumented. :param data: :return: e.g. 'Partly Cloudy', 'Light Rain' """ return data['current_condition'][0]['weatherDesc'][0]['value']
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import torch def max_score_context_matrix(context_matrix_dict, prediction_head): """For each context matrix value in a dict of matrices, project to BxMxK and take max as final score.""" batch_size, M, K, H = list(context_matrix_dict.values())[0].shape preds_to_cat = [] for key in context_matrix_dict: ...
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import csv def save_to_csv(data: list, file_name: str) -> bool: """ Saved given data to .csv file. Parameters ---------- data: list, required Data produced by function prepare_data_to_save(). file_name: str, required Path and file name to where save file. It should not include...
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def formatargvalues(args, varargs, varkw, locals, formatarg=str, formatvarargs=lambda name: '*' + name, formatvarkw=lambda name: '**' + name, formatvalue=lambda value: '=' + repr(value)): """Format an argument spec from the 4 values ret...
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def get_roi_names(contour_data): """ This function will return the names of different contour data, e.g. different contours from different experts and returns the name of each. Inputs: contour_data (dicom.dataset.FileDataset): contour dataset, read by dicom.read_file Returns: roi_se...
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def get_error_title(error_path): """ return error title list. """ error_title_list = [] f = open(error_path, 'r') lines = f.readlines() for ind in range(len(lines)): if '---' in lines[ind]: ind_title = ind+1 title = lines[ind_title].strip() error_t...
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def create_primes_1(max_n): """ creating primes up to a maximum value. The even numbers are not touched. The primes itself are used to check for possible division. """ primes = [] for val in range(3, max_n+1, 2): found = False for divisor in primes: if val % divisor == 0:...
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def is_empty(any_structure): """Helper method to check if structure is empty.""" if any_structure: return False else: return True
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def shift_induction_times(exp, min_start=20, min_end=30): """ Shifts the induction start and end times forward or backward by separately specified numbers of minutes. Returns an experiment object with a new induction record. :param min_start: int Number of minutes to shift induction start ...
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def subfile_time(uniform: int) -> str: """Time format of subtitle files""" subtime = [uniform % 1000] uniform //= 1000 subtime.append(uniform % 60) # seconds uniform //= 60 subtime.append(uniform % 60) # minutes uniform //= 60 subtime.append(uniform % 60) # hours time_builder = [...
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def phalf_from_ps(bk, pk, ps): """Compute pressure of half levels of hybrid sigma-pressure coordinates.""" return ps*bk + pk
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def clean_attribute_name(attribute_name): """ Return the sanitised attribute name to use as parameter name """ new_name = attribute_name.lower() new_name = ''.join(ch for ch in new_name if (ch.isalnum() or ch == '-')) new_name = new_name.replace('-', '_') return new_name
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def get_values(): """Get the acceleration measurements in all axes at once, as a three-element tuple of integers ordered as X, Y, Z. By default the accelerometer is configured with a range of +/- 2g, and so X, Y, and Z will be within the range of +/-2000mg.""" return (2,2,2)
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def get_shape_points(cur, shape_id): """ Given a shape_id, return its shape-sequence. Parameters ---------- cur: sqlite3.Cursor cursor to a GTFS database shape_id: str id of the route Returns ------- shape_points: list elements are dictionaries containing th...
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def control_surface_deflection_command(case,aircraft): """Writes the control surface command template Assumptions: None Source: None Inputs: avl_object case Outputs: em_case_command Properties Used: N/A """ cs_template = \ ...
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def preprocess_rsa_key(key_str): """Make Android and iOS RSA keys compatible with cryptography library. Android and iOS have slightly wonky, non-standard key formats. This updates the key to be standardized and compatible with pyca/cryptography. """ if key_str.startswith("-----BEGIN CERTIFICATE"): ...
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import random def reproduce(parent1, parent2): """generate offspring using random crossover""" # random crossover point crossover = random.randrange(0, len(parent1)) # construct children child1 = parent1[0:crossover] + parent2[crossover:] child2 = parent2[0:crossover] + parent1[crossover:] ...
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import torch def transfer_weights(tf_model, torch_model): """ Example function on how to transfer weights from tensorflow model to pytorch model Parameters ---------- tf_model : tensorflow model Weight donor torch_model : pytorch model (torch.nn.Modules) Weight recipient ...
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import argparse def get_python_args(): """ set up to read project name from command line Returns: (string) the project name """ parser = argparse.ArgumentParser() parser.add_argument("-p", "--project", type=str, ...
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from typing import List def reverse_array2(input: List) -> List: """ Approach2: Sliding Window in place 1. count the number of elements 2. Swap elements in place Time Complexity: O(n) Space Complexity: 0/ no extra memory required """ inp_len = len(input) l_pointer, r_pointer = 0, i...
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def Trouver_ligne(fichier_txt, string_a_chercher): """Donne la ligne du string (vecteur) string demandé""" num_ligne = 0 resultat = [] with open(fichier_txt, 'r', encoding='utf-8') as fichier_lecture: for ligne in fichier_lecture: num_ligne += 1 if string_a_chercher in li...
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def service_level(orders_received, orders_delivered): """Return the inventory management service level metric, based on the percentage of received orders delivered. Args: orders_received (int): Orders received within the period. orders_delivered (int): Orders successfully delivered within the p...
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import argparse def parse_args(): """parse""" parser = argparse.ArgumentParser(description='Test an action recognizer') parser.add_argument('config', help='test config file path') args = parser.parse_args() return args
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import requests import re def get(url: str) -> dict: """ imgs、text """ data = {} headers = { "user-agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_0 like Mac OS X) AppleWebKit/ 53\ 6.26 (KHTML, like Gecko) Version/6.0 Mobile/10A5376e Safari/8536.25" } with requests.ge...
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def easy_emptylist(l): """Takes a list and returns True for empty list, False for nonempty""" return not l
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def remove_dash(string): """ Removes the dash from the end of the string if there is one there. :string: (str) an input string :returns: (str) input string with no dash at the end of it """ if string[-1]=='-': return string[:-1] else: return string
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def regroupOptionsByName(options): """ Regroupe les option d'une liste par nom Args: options: La liste d'option Returns: Liste d'option groupe """ groupedOptions = [] groups = {} for option in options: groups.setdefault(option.name, list()).append(option) for...
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def skewed_percentile_to_label(percentile): """ Assigns a descriptive term to the MMSE T-score based on its degree of skewness. """ if percentile > 24: return 'WNL' elif 9 <= percentile <= 24: return 'Low Average' elif 2 <= percentile <= 8: return 'Below Average' elif...
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import torch def lossFunctionKLD(mu, logvar): """Compute KL divergence loss. Parameters ---------- mu: Tensor Latent space mean of encoder distribution. logvar: Tensor Latent space log variance of encoder distribution. """ kl_error = -0.5 * torch.sum(1 + logvar - mu.pow(2) ...
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import torch def constant_pad_1d(input, target_size, value=0, pad_start=False): """ Assumes that padded dim is the 2, based on pytorch specification. Input: (N,C,Win)(N, C, W_{in})(N,C,Win​) Output: (N,C,Wout)(N, C, W_{out})(N,...
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def deleted_genes_to_reactions(model, genes): """ Convert a set of deleted genes to the respective deleted reactions. Arguments: model (CBModel): model genes (list): genes to delete Returns: list: list of deleted reactions """ if isinstance(genes, str): genes = [ge...
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def paramsDictNormalized2Physical(params, params_range): """Converts a dictionary of normalized parameters into a dictionary of physical parameters.""" # create copy of dictionary params = dict(params) for key, val in params.items(): params[key] = val * (params_range[key][1]-params_ran...
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import sys def ppm2netcdf(base_dir, region, npts, nproc, parameters, out_path, history): """ convert the ppm model to the netcdf model. """ result = "" pyexec = sys.executable result += f"srun -n {nproc} {pyexec} -m seisflow.scripts.mesh.convert_txt_output_2_netcdf --base_dir {base_dir} --regi...
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def REDUCE(_input, initial_value, _in): """ Applies an expression to each element in an array and combines them into a single value. See https://docs.mongodb.com/manual/reference/operator/aggregation/reduce/ for more details :param _input: Can be any valid expression that resolves to an array. :...
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def linear(x: float) -> float: """ Linear activation function (simply returns the input, unchanged). """ return x
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def cross_platform_leading_zeros_removal(s, c="#"): """ | Removes leading zeros. For instance, #05h12 becomes 5h12. | | Required because strftime %#H (Windows) and %-H (Linux) are platform dependant | :param s: string :param c: character that signals possible leading zeros ...
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def years_list(start_date: int, end_date: int) -> list: """ Create a list of all the years in the Calendar object. :param start_date: Start date year. :param end_date: End date year. :return: """ years = list(range(start_date, end_date + 1, 1)) return years
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def complementary_strand(strand): """Get complementary strand Parameters ---------- strand: string +/- Returns ------- rs: string -/+ """ if strand == "+": return "-" elif strand == "-": return "+" else: raise ValueError("Not a v...
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def tree_map(f, *args): """Like the built-in :py:func:`map`, but applies to a tuple tree.""" nonleaf, = set(isinstance(arg, tuple) for arg in args) if nonleaf: ndim, = set(map(len, args)) # asserts equal arity of all args return tuple(tree_map(f, *subargs) for subargs in zip(*args)) els...
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def _pop_next_function(function_list): """Pops and returns the next function in the list.""" if not function_list: raise IndexError('in _pop_next_function: list of functions is empty') return function_list.pop(0)
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def get_symbols(bv): """Return all symbols in binary. Args: bv (BinaryView): top-level binary view handler. Lots of interesting methods can be accessed. Returns: list: list of symbols in binary. """ total_symbols = list() for s in bv.symbols.values(): ...
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import sys def extract_ind_income(loaded_df): """ Extracts the individual income of each row. The coded values are the following: -1 - Invalid value 0 - Not applicable (the person is under 15 years of age) 1 - Less than 0 (net loss) 2 - 0 to 24,999 3 - 25k to 49,999 4 - 50k to 74,999 ...
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def _flatten_list(nested_list): """ Given a nested list, returns flat list of all its elements :param nested_list: nested list :return: flat list """ if not isinstance(nested_list, list): return [nested_list] res = [] for sub_list in nested_list: res += _flatten_list(su...
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def parse_numbers(raw_item): """Enable numerical values, like press codes for remotes.""" if isinstance(raw_item, dict): return {parse_numbers(k): parse_numbers(v) for k, v in raw_item.items()} try: return int(raw_item) except ValueError: try: return float(raw_item) ...
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def dict_subset(d, keys): """Return a dict with the specified keys""" result = {} for key in keys: if '.' in key: field, subfield = key.split('.', 1) if isinstance(d.get(field), dict): subvalue = dict_subset(d[field], [subfield]) result.setdef...
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def ALMAGetBandLetter( freq ): """ Return the project observing band letter from frequency * freq = Frequency in Hz """ if freq<117.0e9: return "A3" elif freq<163.0e9: return "A4" elif freq<211.0e9: return "A5" elif freq<275.0e9: return "A6" elif fre...
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import requests def is_active(url:str) -> bool: """Checks if the url we are parsing is active link. Args: url (str): [description] Returns: bool: True if get a 200 response else """ resp = requests.get(url) return True if resp.status_code == 200 else False
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import socket def is_address_bindable(address,isTcp=True): """ Test address,port has been binded. :param address: (host,port) :return: """ if isTcp: isTcp = socket.SOCK_STREAM else: isTcp = socket.SOCK_DGRAM sock = socket.socket(type = isTcp) try: sock.bind(...
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def is_peer_tuple(p): """Is p a (str,int) tuple? I.E. an (ip_address,port)""" if type(p) == tuple and len(p) == 2: return type(p[0]) == str and type(p[1]) == int else: return False
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def rgb_to_irb_array(im_rgb_array): """Transforms an RGB image into an IXY image, where I is intensity, X is related to G and Y is related to B.""" igb_3d_array = im_rgb_array.copy() intensity = igb_3d_array.mean(axis=2) igb_3d_array[:, :, 1] = (igb_3d_array[:, :, 1] - intensity + 170.0) / (intensity + ...
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def convert_to_int(s): """ Convert string to integer :param s: Input string :return: Interpreted value if successful, 0 otherwise """ try: nr = int(s) except (ValueError, TypeError): nr = 0 return nr
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import os def get_dev_key(): """Retrieves the API key for ADS Labs.""" ads_dev_key_filename = os.path.abspath(os.path.expanduser("~/.ads/dev_key")) if os.path.exists(ads_dev_key_filename): with open(ads_dev_key_filename, 'r') as fp: dev_key = fp.readline().rstrip() return de...
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def sub(proto, *args): """ Format string prototype I{proto} with I{args}. This really should be a built-in function. """ try: return proto.format(*args) except: raise ValueError("Proto '{}' couldn't apply args {}", proto, args)
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def flagCounter(df_wide, flag1, flag2): """ Description: Calculates the frequency among the flags Input: df_wide: (Pandas DataFrame) with the flag file flag1: (String) Name of the first flag. flag2: (String) Name of the second flag. Outpu...
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def create_language_method(language_code): """ Creates a manager method that filters given language code """ def get_language(self): return self.filter(i18n_language=language_code) return get_language
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def addArray(pdo, field, vtkArray): """ Adds an array to a vtkDataObject given its field association """ # Point Data if field == 0: pdo.GetPointData().AddArray(vtkArray) # Cell Data: elif field == 1: pdo.GetCellData().AddArray(vtkArray) # Field Data: elif field == 2:...
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def get_mrefresh_content(page): """Get the link of the metarefresh tag if it exists""" tags = page.xpath('//meta[@http-equiv = "refresh"]/@content') return tags[0]
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def get_single_keyword(tokens): """If ``values`` is a 1-element list of keywords, return its name. Otherwise return ``None``. """ if len(tokens) == 1: token = tokens[0] if token.type == 'ident': return token.lower_value
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def get_filename(url): """ get_filename(string) -> string extracts the filename from a given url """ pos = (url.rfind('/')+1) return url[pos:]
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def to_bytes(value, bytes_num, order='big', signed=False) -> bytes: """ Convert value to bytes representation. # Arguments value: int, Value to be converted. bytes_num: int > 0, Number of bytes in representation of `value`. Must be sufficiently big to store `value` order: 'big' or 'small', Ordering of byte...
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def read_saved_comment() -> object: """"It reads comment that have saved duiring write image content.""" with open('comment.txt') as file: message = file.read() return message
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def bunch(**kw): """ Create object with given attributes """ x = type('bunch', (object, ), {})() for k, v in kw.items(): setattr(x, k, v) return x
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def str2seq(st, func=int, sep=None): """ "1 2 3" -> [func('1'), func('2'), func('3')]""" # XXX check usage of this, check if we need list() at all if sep is None: return list(map(func, st.split())) else: return list(map(func, st.split(sep)))
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def detection_collate_fn(batch): """ Collate function used when loading detection datasets using a DataLoader. """ return tuple(zip(*batch))
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def set_combinations(iterable): """ Compute all combinations of sets of sets example: set_combinations({{b}},{{e},{f}}) returns {{b,e},{b,f}} """ def _set_combinations(iter): current_set = next(iter, None) if current_set is not None: sets_to_combine_with = _set_combin...
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def coins_distributed(a, b, c, n) -> str: """ """ sum = a + b + c + n if sum % 3 == 0: if max(a,b,c) <= sum/3: return "YES" else: return "NO" else: return "NO"
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from pathlib import Path from typing import Dict import glob import os def file_watcher_glob(cachedir_path: Path, pattern: str, prev_files: Dict[str, float]) -> Dict[str, float]: """Determines whether files (specified by the given glob pattern) have been either recently created or modified.\n Note that this i...
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def _tuple_2_id(num_single, idx): """Transfrom from tuple representation to id. If idx is a tuple representation of a member of a couple, transform it to id representation. Otherwise do nothing. Raises: TypeError if idx is neither an integer or a tuple """ if isinstance(idx, int): return idx el...
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def remove_title(soup): """ Remove the title element and return the str representation. Args: soup (BeautifulSoup): HTML parsed notebook. Effect: Changes soup object to have title (h1) element removed. Returns: (str): Title text """ title = str(soup.h1.contents[0])...
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def bit_shifter(num: int, shiftright: int): """Shifts the bits of the given number (int) by the designated number (int) given to the "shiftright" parameter. Examples: >>> bit_shifter(151, 4)\n 9 >>> bin(151)\n '0b10010111' >>> bin(151 >> 1)\n '0b1001011' ...
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import os import re def getFilename(s,extension = '.txt',dir=''): """everything that's not a letter or number turns into an underscore""" return os.path.join(dir,re.sub('\W','_',s) + extension)
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def translate_points(points, translation): """ Returns the points translated according to translation. """ return points + translation
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import argparse def get_arguments(): """Get command line arguments.""" parser = argparse.ArgumentParser( description='Image colorization with GANs', formatter_class=argparse.ArgumentDefaultsHelpFormatter ) parser.add_argument('--data_path', type=str, default='./data', ...
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async def message_not_modified_handler(update, error): """ Error handler for except all of callback error """ return True
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def _check_byte_size(size: int) -> bool: """ Checks whether size is a valid size. Sizes include None or >= 0 :param size: The size to check :type size: int :return: Whether the size is valid :rtype: bool """ if size is None: return True return size >= 0
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def _check_boolean(input, name): """Exception raising if input is not a boolean Checks whether input is not ``None`` and if not checks that the input is a boolean. Parameters ---------- input: any The input parameter to be checked name: str The name of the variable for prin...
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import re def remove_space_coding(sentences): """ Remove '\xa0' from every sentence """ return [re.sub(r'\xa0', ' ', sentence) for sentence in sentences]
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def calculate_attack_percents(result, event_list): """Calculates percentages of offensive events""" result['Percents'] = {} for event in event_list: if event == 'Crits' and result[event_list[0]] > 0: result['Percents'][event] = '{0:.2f}'.format( float(result[event])/resul...
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def time_at_timestamp(timestamp_ms: int) -> float: """Convert millisecond Epoch timestamp to Python float time value. Args: timestamp_ms: Epoch timestamp in milliseconds. Returns: Python time value in float. """ return float(timestamp_ms) / 1000.0
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def update_project(p_dict, slug): """Updates project by slug""" updated_param = { "uri": p_dict["uri"] if "uri" in p_dict else None, "name": p_dict["name"] if "name" in p_dict else "TimeSync API", "slugs": p_dict["slugs"] if "slugs" in p_dict else [slug], "created_at": "2014-04-1...
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from io import StringIO import os def run(script_runner, space_tmpdir): """Launch the space command in the dedicated tmp workdir """ def _run(args, stdin=None): # kwargs = {'cwd': str(space_tmpdir)} kwargs = {} if stdin: kwargs['stdin'] = StringIO(stdin) kwa...
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def args_to_str( args, positional_arg=None, fields=None, to_flag=True, arg_joiner=' ', val_sep=' ', list_joiner=' ', ): """Convert an argparse.ArgumentParser object back into a string, e.g. for running an external command.""" def val_to_str(v):...
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def _acer_input(endfin, pendfin, aceout, dirout, mat, temp=293.6, iprint=False, itype=1, suff=".00", header="sandy runs acer", photons=True, **kwargs): """Write acer input for fast data. Parameters ---------- endfin : `int` tap...
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def _splitnport(host, defport=-1): """Split host and port, returning numeric port. Return given default port if no ':' found; defaults to -1. Return numerical port if a valid number are found after ':'. Return None if ':' but not a valid number.""" host, delim, port = host.rpartition(':') if not...
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