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def prepare_mongo_query(query): """ Internal function to prepare the ElasticSearch search query from a given json """ archived = query.get('archived') authors = query.get('authors') tags = query.get('tags') status = query.get('status') date_from = query.get('date_from') date_to = query.g...
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import random def weighted_choice(values, weights, rng=random.Random()): """Stolen shamelessly from https://stackoverflow.com/a/3679747/459780.""" assert len(values) == len(weights) total = sum(weights) r = rng.uniform(0, total) cumsum = 0 for v, w in zip(values, weights): if cumsum + ...
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def name(obj): """ Utility function that adds space before 'Serv' in the name of the object Args: obj (any): object Returns: str: returns human readable name of name of the specified object """ return type(obj).__name__.replace("Serv", " Serv")
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def val2bits(val, nbits): """Convert decimal integer to list of {0, 1}.""" # We return the bits in order high to low. For example, # the value 6 is being returned as [1, 1, 0]. return [int(c) for c in format(val, '0{}b'.format(nbits))]
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def format_string(number): """ INPUT: a number with "," as thousand delimiter and "." as deciaml delimiter. OUTPUT: a string number with "." as thousand delimiter and "," as decimal delimiter. """ # convert to string number = str(number) # split the number into integer and decimal parts splitted = number.spl...
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from typing import Callable import sys from typing import cast def suppress_print(func: Callable) -> Callable: """suppress_print Decorator to supress stdout of decorated function Examples: >>> @slp.util.system.timethis >>> def very_verbose_function(...): ... """ def func_wrapper(*args...
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from sys import version def get_name_version(): """ Print and return the name and version based on _version.py :returns: abimap name and version """ name_version = "abimap-" + version print (name_version) return name_version
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import collections def generate_palindromes(s): """ Given a string s, return all the palindromic permutations (without duplicates) of it. Return an empty list if no palindromic permutation could be form. :param s: String s :return: List[string] """ ans = [] n = len(s) counter = co...
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def merge(left_array, right_array): """ Merge function which merge two subarrays left_array - left piece of main array right_array - right piece of main array """ # temp array temp_array = [] while len(left_array) != 0 and len(right_array) != 0: if left_array[0] < right_array[0...
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import torch def batch_linear(x, W, b=None): """Computes y_i = x_i W_i + b_i where i is each observation index. This is similar to `torch.nn.functional.linear`, but a version that supports a different W for each observation. x: has shape [obs, in_dims] W: has shape [obs, out_dims, in_dims] b...
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import re def timedur_standardize(timedur: str) -> str: """ Convert a user-input ambiguous time duration string to standard abbreviations, following the rules: 1. No space. 2. One letter represents unit. 3. s,m,h,d,W,M for seconds, minutes, hours, days, weeks and months. :param t...
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def hr_button_id(button_id): """Convert a button identifier to human readable format.""" buttons = { 1: 'LEFT', 2: 'MIDDLE', 3: 'RIGHT' } return buttons[button_id]
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def conf_simple(): """simple config used for tests. only mandatory elements """ return {"jwt_secret": "SECRET"}
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def get_export_filename(objects, current_time, exportable_objects): """Generate export file name""" if exportable_objects: object_names = "_".join(obj['object_name'] for index, obj in enumerate(objects) if index in exportable_objects) else: object_na...
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import base64 import requests def speech2text(speech_data, token, dev_pid=1537): """ 音频转文字 """ FORMAT = 'wav' RATE = '16000' CHANNEL = 1 CUID = 'baidu_workshop' SPEECH = base64.b64encode(speech_data).decode('utf-8') data = { 'format': FORMAT, 'rate': RATE, '...
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def find_point_by_order(E, l): """ Find a Elliptic Curve Point P which has order l. Args: E: The Elliptic Curve l: Order of Point on E Returns: Point on E which has order l. """ i = 3 while True: r = E.get_corresponding_y(i) if r != None: P = E(i, r) if (P * l).is_infinity...
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def complete_reverse_graph(gph): """Given directed graph represented as a dict from nodes to iterables of nodes, return representation of graph that is complete (i.e. has each vertex pointing to some iterable, even if empty), and a complete version of reversed too. Have returns be sets, for easy removal""" ...
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def tkeoFour(data): """ Teager-Kaiser Energy Operator: is analogous to the total (kinetic and potential) energy of a signal. This variation uses the 4th order derivative. Parameters ---------- data: array-like 2D matrix of shape (time, data) Returns ------- tkeoFourData: 1D numpy array cont...
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def ql_patchplot(ax,vals,plottitle,grid,heatmap=None): """ Make patch plot of specific metrics provided in configuration file Args: ax: matplotlib subplot vals: QA metric to be plotted plottitle: plot title from configuration file grid: shape of patch plot Optional: ...
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import re def note_filename_from_query(fn: str) -> str: """ Remove characters from note title that could cause filename problems """ fn = re.sub(r"[^a-zA-Z0-9 _\-\/]", "", fn) fn = re.sub(r"\s+", " ", fn) fn = re.sub(r"^\s+", "", fn) fn = re.sub(r"\s+$", "", fn) return fn
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def threshold_abs(image, threshold): """Return image thresholded using the mean.""" return image > threshold
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import uuid def get_client_token(**_): """Generate a random client token.""" return str(uuid.uuid4())
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import hashlib def md5(origin): """返回小写的32位16进制的md5值""" if isinstance(origin, str): origin = origin.encode('utf-8') return hashlib.md5(origin).hexdigest()
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def groups_per_user(group_dictionary): """The groups_per_user function receives a dictionary, which contains group names with the list of users. Users can belong to multiple groups. It returns a dictionary with the users as keys and a list of their groups as values.""" user_groups = {} for group, users in group_di...
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import os def is_readable_dir(dir_location): """Returns whether string argument is a readable directory.""" return os.path.isdir(dir_location) and os.access(dir_location, os.R_OK)
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def grab_bad_words(): """Collects a list of bad words from textfile""" with open('google_profanity_words.txt') as f: bad_words = f.readlines() bad_words = [word.strip() for word in bad_words] return bad_words
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def save_fill(C, J): """Fill question marks at beginning, up to one before the first digit.""" first_digit = 0 for c, j in zip(C, J): if c != '?' or j != '?': break first_digit += 1 for i in range(first_digit-1): if C[i] == '?': C = list(C) C[i...
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def set_firewall_fail_open_behavior(api, configuration, api_version, api_exception, fail_open, policy_id): """ Configures Firewall to operate in fail open or fail closed mode for a policy. Demonstrates how to configure multiple policy settings. :param api: The Deep Security API modules. :param configuratio...
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from pathlib import Path def dir_is_empty(dir_path, start_pattern="."): """ Check that the directory at `dir_path` is empty, except maybe for some files starting with `start_pattern` """ # Ensure input is a Path type dir_path = Path(dir_path) dir_files = list(dir_path.rglob(f'[!{start_patt...
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def _calculate_f_rates(df, gfcf): """ Calculates GF% or CF% (plus off) :param dataframe: dataframe :param gfcf: str. Use 'G' for GF% and GF% Off and 'C' for CF% and CF% Off :return: dataframe """ # Select columns fa = df.filter(regex='\d+-game') cols_wanted = {gfcf + x for x in {'...
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import argparse def get_args(): """ Supports the command-line arguments listed below. """ parser = argparse.ArgumentParser( \ 'Connects to docker via a unix socket and runs commands against it.') parser.add_argument('-i', '--image', default='iitgdocker/iperf', action='store', \ he...
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def get(attr): """ record.__getitem__(attr) """ def wrapped(record): return record[attr] return wrapped
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import os def estimateNbLines(filename, learn_size_bytes=1024*1024): """ Estimate the number of lines in the given file without reading the whole file.""" file_size = os.path.getsize(filename) learn_size_bytes = min(learn_size_bytes, file_size) # Not necessary? with open(filename, 'rb') as file: ...
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def search_country(data, countries): """Narrow search results for confirmed, deaths""" sub_data = data[data['Country/Region'].isin(countries)] return sub_data
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import typing import json def transform_default_json_encoder(obj) -> typing.Tuple[typing.Dict, bool]: """ Try to encode the object with the default python json encoder. If success, we do not need to do any more recursive call. This is a base case. The First returned value can not be a dict but a ...
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from typing import List from typing import Dict def get_attributes(data: dict, case: str) -> List[Dict[str, str]]: """ Get all user defined attributes of an order, station or the factory. cases: 'station', 'order', 'factory' """ res = [] pre_defined_station = ['name', 'capacity', 'storage', 'me...
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def heap_item(clock, record, shard): """Create a tuple of (ordering, (record, shard)) for use in a RecordBuffer.""" # Primary ordering is by event creation time. # However, creation time is *approximate* and has whole-second resolution. # This means two events in the same shard within one second can't b...
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import random def drawCard(player): """Generates and returns a random number that represents a card's value""" card = random.randint(0, 14) print(f"{player} drew a {card}") return card
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import argparse def build_parser(): """Build argument parser.""" parser = argparse.ArgumentParser( description=__doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter) parser.add_argument("in_gct_path", type=str, help="full path to input gct") parser.add_argument("out_dir", type=str,...
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import requests def is_website_online(path, timeout): """ Checks wether a given website is currently online. To do that, it reads the HTTP status code. However, you could also add addidtional checks, e. g. testing if a specific text is returned. Parameters ---------- - path : str ...
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def lightness_correlate(Y_b, Y_w, Q, Q_w): """ Returns the *Lightness* correlate :math:`J`. Parameters ---------- Y_b : numeric Tristimulus values :math:`Y_b` the background. Y_w : numeric Tristimulus values :math:`Y_b` the reference white. Q : numeric *Brightness*...
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import os def factory_env_variable(env_variable): """ Return a generator function that reads from an environment variable """ def return_variable(): variable_name = env_variable while(True): yield os.environ.get(variable_name) return return_variable
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def write_i2c(string, bus, address): """Method for writing via i2c""" converted = [] for b in string: #Convert string to bytes converted.append(ord(b)) #Write converted string to given address with 0 offset bus.write_i2c_block_data(address,0, converted) return -1
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from typing import Dict from typing import Any import os import yaml def _get_rooted_template_config(root: str, template_name: str) -> Dict[str, Any]: """Load the template config from root""" # Append .yaml extension if the name doesn't include if not template_name.endswith(".yaml"): template_name...
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import shutil import sys import os import unittest def ensure_available(executable): """ Checks if a command is available. If a command MUST be available, because we are in a CI environment, raises an AssertionError. In the docker containers, on Travis and on Windows, CI=true is set. """ ...
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def ScalarProperty(cdescriptor): """Returns a scalar property for the given descriptor.""" def Getter(self): return self._cmsg.GetScalar(cdescriptor) def Setter(self, value): self._cmsg.SetScalar(cdescriptor, value) return property(Getter, Setter)
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import argparse def get_args(): """Get command-line arguments""" parser = argparse.ArgumentParser( description='''BE534 Final Project - 1A2B Game\n The program will create a random 4-digit secret number and the digits will all be different. (Four is the default value, but you can change it in the gam...
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def get_X_y(df): """ get features(X) and target(y) as separate variables """ cols = df.columns try: xcols = cols.drop(['ID','target']) except: xcols = cols.drop('ID') X = df[xcols].values try: y = df['target'].values except: y = [] return X,y
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def regularity()-> float: """ regularity NOT IMPLEMENTED """ return 0.
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from typing import Optional from typing import Union from typing import List from typing import Set from typing import Tuple def enforce_list(scope: Optional[Union[str, List, Set, Tuple]]) -> List: """ Converts a space separated string to a list of scopes. Note: If an iterable is passed to this m...
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def bani(registers, opcodes): """bani (bitwise AND immediate) stores into register C the result of the bitwise AND of register A and value B.""" test_result = registers[opcodes[1]] & opcodes[2] return test_result
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import logging from pathlib import Path import sys def get_logger(name, level=logging.INFO): """ Create logger for main process. """ logger = logging.getLogger(name) log_format = "[%(asctime)s] %(message)s" date_format = "%d.%m.%Y %H:%M:%S" formatter = logging.Formatter(log_format, date_format) ...
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import json def index(): """ form = NameForm() if form.validate_on_submit(): # ... return redirect(url_for('.index')) return render_template('index.html', form=form, name=session.get('name'), known=session.get('known', False), ...
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def _apply_if_callable(maybe_callable, obj, **kwargs): """ Evaluate possibly callable input using obj and kwargs if it is callable, otherwise return as it is """ if callable(maybe_callable): return maybe_callable(obj, **kwargs) return maybe_callable
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def cacheProperty(getter, attr_name, fdel=None, doc=None): """a property type for getattr functions that only need to be called once per instance. future calls to getattr for this property will return the previous non-null value. attr_name is the name of an attribute in which to store the cached val...
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def check_empty_list(m): """checks if the matrix is empty of sub matrix is empty """ if ((m is None or len(m) == 0) or (m[0] is None or len(m[0]) == 0)): return False return True
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def odd_or_even(arr): """ Given a list of numbers, determine whether the sum of its elements is odd or even. Give your answer as a string matching "odd" or "even". If the input array is empty consider it as: [0] (array with a zero). :param arr: A list of numbers. :return: 'even' if the sum of the nu...
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def F(p, d=2): """ Given the depolarizating probabilty of a twirled channel in :math:`d` dimensions, returns the fidelity of the original gate. :param float p: Depolarizing parameter for the twirled channel. :param int d: Dimensionality of the Hilbert space on which the gate acts. """ r...
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import string def genout(filmentry): """ Take a record from IMDB and manipulate the heck out of it to create conforming XML and regimented canonical filenames. Filenames for film will be <director(s)>-<canonical_title,the>-<year>.xml Filenames for episodes will be <series,the>-...
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def get_role_features_from_annotations(role_annotations): """Splits the verb and role information (in original annotations file) to separate values""" head, role = role_annotations.split(")] ") head_pos, head_wf = head.lstrip("[(").split() span, tokens = role.split(maxsplit=1) span, label = span.rst...
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import math def frame_shift_in_samples(sampling_rate, frame_shift_ms=10): """Work out the frame shift in samples, given the signal sampling rate and the frame shift in milliseconds. Analogous to Kaldi10's FrameExtractionOptions::WindowShift(). Code-wise the same as window_size_in_samples(), see docs...
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def calculate_effective_notional(first_value, second_value): """ Calculates effective notional amount for each hedging set Parameters ---------- first_value : The square of sum of individual hedging currencies. DESCRIPTION. Individual hedging currencies are squared and then summed up for th...
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import os def uniquify_filename(filename): """ If a file having filename "filename" exists, return a unique filename. """ root, ext = os.path.splitext(filename) if os.path.exists(filename): i = 1 uniq_filename = ''.join((root, " (", str(i), ")", ext)) while os.path.exists(uniq_filename): ...
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def ELECTRONMASS(): """ Electron mass, kg """ return 9.10938215e-31
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def filter_song_md(song, md_list=['id'], no_singletons=True): """Returns a list of desired metadata from a song. Does not modify the given song. :param song: Dictionary representing a GM song. :param md_list: (optional) the ordered list of metadata to select. :param no_singletons: (optional) if md_...
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def _prepare_gdal_options(options: dict, split_by_option_type: bool = False) -> dict: """ Prepares the options so they are ready to pass on to gdal. - Uppercase the option key - Check if the option types are on of the supported ones: - LAYER_CREATION: layer creation option (lco) ...
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import os def normalize_path(path: str, parent: str = os.curdir) -> str: """Normalize a single-path. :returns: The normalized path. """ # NOTE(sigmavirus24): Using os.path.sep and os.path.altsep allow for # Windows compatibility with both Windows-style paths (c:\foo\bar) and # Unix st...
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def _calculate_vms_size(ns, dc=None): """Used in node_storage.get_vms_size()""" res = 0 qs = ns.node.vm_set if dc: qs = qs.filter(dc=dc) for vm in qs.all(): res += vm.get_disk_size(zpool=ns.zpool) return res
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import random import string def gen_random_str(min_length, max_length, prefix=None, suffix=None, has_letter=True, has_digit=False, has_punctuation=False): """ 指定一个前后缀、字符串长度以及字符串包含字符类型,返回随机生成带有前后缀及指定长度的字符串 :param: * min_length: (int) 字符串最小长度 * max_length: (int) 字符串最小长度 ...
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import os def root_name(filename): """Return the root file name (without _ev, _lc, etc.). Parameters ---------- filename : str Examples -------- >>> root_name("file.evt.gz") 'file' >>> root_name("file.ds") 'file' >>> root_name("file.1.ds") 'file.1' >>> root_name("...
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def naive_implicit_least_squares_bwd(_, residuals, g): """Backward pass for naive implicit least squares objective.""" cost, w = residuals grad = g * cost @ w.T return grad, None
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def getURL(key): """Takes in Spreadsheet key and appends url attributes. key -- Google Spreadsheet Key """ return "https://spreadsheets.google.com/feeds/list/"+str(key)+"/od6/public/basic?alt=json"
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import os def split_all_ext(path): """ General function for removeing all potential extensions from a file. Parameters ---------- path : str Path or file name with potential extension Returns ------- base : str Path or file name with all potnetial extensi...
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import configparser def get_default_choice_index_from_config(config, section, option, choice_list, fallback=1): """Get index + 1 of the current choice value from cong, replacing with fallback if not found""" try: config_val = config.get(section, option) return [i for i, x in enumerate(choice_l...
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import math def coords_to_kavrayskiy(coords): """Convert geographical coordinates to Kavrayskiy VII coordinates. A Kavrayskiy VII map is defined with the following dimensions: - Height: pi units - Width: sqrt(3) * pi units """ # convert degrees to radians lat, lng = map(lambda deg: deg * ...
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def change_week_day(current_day): """Changes current_day to the next day n the 7-day cycle""" if current_day == 'Sunday': return 'Monday' elif current_day == 'Monday': return 'Tuesday' elif current_day == 'Tuesday': return 'Wednesday' elif current_day == 'Wednesday': ...
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def denormalize(data, mean, std): """ Invert `normalize` :param data: :param mean: :param std: :return: denormalized data """ return (data * std) + mean
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def get_point(pi, points): """Get a point from a numpy array. If the numpy array has 3 dimensions, will return all three (x,y,z) Arguments: pi {int} -- Point index in numpy array points {ndarray} -- Numpy array of points Returns: [list] -- List of poins [x,y,(z)] """ ...
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def nicenum(num): """Return a nice string (eg "1.23M") for this integer.""" index = 0; n = num; while n >= 1024: n /= 1024 index += 1 u = " KMGTPE"[index] if index == 0: return "%u" % n; elif n >= 100 or num & ((1024*index)-1) == 0: # it's an exact multiple of its index, or it wouldn't # fit as float...
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import io def load_vectors(fname): """ This function load pre-trained word vectors :param fname: filename :return: a python dictionary with embedding vectors """ fin = io.open(fname, 'r', encoding='utf-8', newline='\n', errors='ignore') data = {} for line in fin: tokens = line...
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def create_new_calculator(operations=None): """ Creates a configuration dict for a new calculator. Optionally pre loads an initial set of operations. By default a calculator with no operations is created. :param operations: Dict with initial operations. ie: {'sum': sum_functi...
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import os import glob def auto_file(filename, where='.') -> str: """ Helper function to find a unique filename in subdirectory without specifying fill path to it :param filename: :return: """ prob = os.path.join(where, filename) if os.path.exists(prob) and os.path.isfile(prob): ret...
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def enable_headless(browser_test_case): """Enable headless browser test execution for a class :param browser_test_case: Browser test case class to configure for BrowserStack usage :return: ``browser_test_case`` class with :attr:`ENABLE_HEADLESS <webdriver_test_tools.testcase.webdriver.WebD...
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def is_complete(effect): """all required information has been submitted""" return not list(effect.instance.required)
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def _login(item): """Handle login entries Returns: title, username, password, url, notes (include any extra URLs) """ title = item['name'] notes = item.get('notes', '') or '' url = None if len(item['login'].get('uris', [])) > 0: urls = [i['uri'] or '' for i in item['login']['u...
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from typing import Union import os from pathlib import Path import requests import cgi import zipfile import io def download( api_key: str, bite_number: int, directory: Union[str, "os.PathLike[str]"] ) -> Path: """Download a codechalleng.es bite exercise.""" url = f"https://codechalleng.es/api/bites/downl...
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def parse_values(values): """Create a new dictionary version from the sheet values passed in. Arguments: values -- (list) a 2d list of values from the google sheet Returns: new_sheet -- (dictionary) a dictionary representation of 'values' """ new_sheet = {} header = values[0] ...
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def sort_selective(list_in): """ Selective sort Arg: list_in : a list return: sorted list """ for item in range(len(list_in)-1,0,-1): positionOfMax=0 for index in range(1,item+1): if list_in[index]>list_in[positionOfMax]: positionOfMax = index ...
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def binary_to_int(vector): """ Given a binary vector, return the integer value. >>> binary_to_int(binary(0, 5)) 0 >>> binary_to_int(binary(15, 4)) 15 >>> binary_to_int(binary(14, 4)) 14 """ return sum([v * 2 ** (len(vector) - 1 - i) for i,v in enumerate(vector)])
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def remove_small_variance(df, var_threshold): """ Remove those features with variance less than var_threshold. For dataset NASA cm1, searched var_threshold from 0 to 500 and showed 0 gives the best auc. But it actually overfits. :param var_threshold: :return: Dataframe with feature variance > va...
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def has_path(graph, src, dst): """ n = number of nodes e = number edges Time: O(e) Space: O(n) """ if src == dst: return True for neighbor in graph[src]: if has_path(graph, neighbor, dst) == True: return True return False
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import argparse def parse_args(): """ Parses command line arguments """ parser = argparse.ArgumentParser(description="Pretraining Experiment") parser.add_argument( "data", help="path to dataset", metavar="DIR", ) parser.add_argument( "--exp-dir", type=str, help="directo...
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def _update_trend(summary, trend): """Return updated trend. Append result summary to the trend list if the last one result is different than current, otherwise replace last summary. Trend is a list of report summaries per date. This enable tracking number of failed and passed tests. Summary example...
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import socket def get_free_tcp_port() -> str: """ Semi safe method for getting a random port. This may contain a race condition. """ with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as tcp: tcp.bind(("", 0)) _addr, port = tcp.getsockname() return str(port)
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def _get_s_exon_paths(s_exon, path_list, s_exon2path): """ Return the set of path with a given s_exon. It uses s_exon2path to memoize the result. """ if s_exon not in s_exon2path: s_exon2path[s_exon] = set( filter(lambda x: '/' + s_exon + '/' in x, path_list)) return s_exon...
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def schema(): """API schema""" return { '/': 'api root', '/jobs': 'list jobs', '/job/:id': 'get job id', '/queues': 'list queues' }
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import re def parse_imports(filename): """ Reads the file, and scans for imports. Returns all the assumed filename of all the imported modules (ie, module name appended with ".by") Args: filename (str): Path to file Returns: list of str: All imported modules, suffixed with '....
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def check_size(input_image, factor): """ Check if the subsampling factor is too large. """ condition1 = ((input_image.shape[0] // factor) == 0) condition2 = ((input_image.shape[1] // factor) == 0) if condition1 or condition2: print('Error! Subsampling rate is too large.') r...
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def getconfirmation_input(action): """ Method collects user confirmation to proceed with action INPUTS: action as str, description of the action OUTPUT: Returns boolean, True to proceed, False to not proceed. """ loop = True while loop: user_input = input(f"Confirm to...
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def filter_songplays(df): """ Returns songplay rows """ return df.loc[df['page'] == "NextSong"]
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