content
stringlengths
35
416k
sha1
stringlengths
40
40
id
int64
0
710k
import platform def is_os_64bit(): """ returns True if os is 64bit, False if 32bit """ return platform.machine().endswith('64')
12a1d0c5c6bfa87044aa134e2b48fa113b7efd0e
625,335
import os def prepare_train(df, train_ratio, data_dir, task, x_column, y_column): """ Prepare data for the training/evaluation process :param df: a clean and ready for training/evaluation DataFrame :param train_ratio: the train and evaluation split ratio :param data_dir: the data directory :pa...
0d7d7dad88a24cc3a37844d07362b6ab40db4de8
625,336
import torch def inference(model, inputs_list, hparams): """ Do an inference with the model for each input tensor from the provided list and return three lists, one with the inference results, another with the differences in the [-1,1] range and a third one with the differences scaled up and shifted f...
264ddd17edfa9b44e35b946baf46fb58f5c552c7
625,338
import glob def is_flagged(grid): """ :param grid: :class:`gridInfo` :rtype: bool :returns: true if flagged_grid_file_name exists and false if it doesn't exist """ return bool(glob.glob(grid.file_name))
083821e878bd70cdd4ec727f4fd23a63af77a03a
625,339
import textwrap def format_ordinary_line(source_line, line_offset): """Format a single C++ line with a diagnostic indicator""" return textwrap.dedent( f"""\ ```cpp {source_line} {line_offset * " " + "^"} ``` """ )
504f23b9ac2026ff59cd3d1ab184d9ad236fca96
625,340
def check_NWIS_site(input): """Checks that the USGS station site id is valid. """ msg = "NWIS station id(s) should be a string or list of strings, \ often in the form of an eight digit number enclosed in quotes. \ Actual value: {}".format(input) output = "" if input is None: ...
21f43c3fac1cb08c210312d5f3034f6223ba68df
625,342
def recta(p1,p2): """ Modela una linea recta, devuelve su pendiente y la funcion que modela la recta. """ m = (p2[1]-p1[1])/(p2[0]-p1[0]) b = m*(-p1[0]) + p1[1] return m, (lambda x : m*x + b)
15819d4fff39073e54adc92f461c34e01e56c5af
625,343
import argparse import sys def argparser(): """parse command line arguments""" parser = argparse.ArgumentParser(prog='parse') parser.description = 'Earley parser' parser.formatter_class = argparse.ArgumentDefaultsHelpFormatter parser.add_argument('grammar', type=str, help...
44f6fd6c349894643ae6d9a41b21b5568de90712
625,344
def transpose(collection): """ Turn a list of index upside down [[1,2,3] --- [[1,4] [4,5,6]] --- [2,5] --- [3,6]] @param collection: The original collection of indexes @return: The transposed values """ return map(list, zip(*collection))
0228969459774ecc587f35e7b91f9ba17ac0f20e
625,345
def _flatten_list_of_lists(_2d_list): """Input a list of lists and output one single list""" flat_list = [] # Iterate through the outer list for element in _2d_list: if type(element) is list: # If the element is of type list, iterate through the sublist for item in ele...
40c5ba01d789cf80cc1bf59c1ec2875cce3eff6f
625,346
def has_core_metadata(response, file_type): """ Return True if a query response contains core metadata, False otherwise. """ try: # try to access the core_metadata response["data"][file_type][0]["core_metadata_collections"][0] except: return False return True
57d472d8f8311dcd981c8e39f9918fc271e0ab70
625,348
import argparse def parser_get_args(): """Collect the path to the SNP data (forward and reverse), vcf data, and base name for output files""" parser = argparse.ArgumentParser( description="""Input the desired information to run POPEase.""" ) parser.add_argument( "--runst...
b2b02c0f5144a29985cc5885274ac45852d2581c
625,349
import datetime import time def list_datetime_to_unixtime(date_list:list)-> list: """ 날짜데이터를 unixtime으로 바꿔주는 함수 date_list : list type """ # db로부터 조회한 데이터를 데이터프레임에 씌우면 컬럼값이 0, 1, 2 ... # 보통 첫번째 컬럼이 date컬럼인 경우가 많아 0으로 설정 for index in range(len(date_list)): # string 타입의 날짜...
e9a43b042e023fe47b393fa5a36749befdc87f9f
625,350
import json def render_values(context, value): """ Render query to their value """ if value in context.dicts[-1]: return json.dumps(context.dicts[-1][value]) return ""
b073d7bfd4d70fe81a6e5a3f4ed71b876c7f4856
625,352
import sys def running_under_virtualenv(): """ Return True if we're running inside a virtualenv, False otherwise. Note: copied from pip. """ if hasattr(sys, 'real_prefix'): return True elif sys.prefix != getattr(sys, "base_prefix", sys.prefix): return True return False
e4c53d74dd01ae37db34021b4b906244083f55b9
625,353
def delete_behavior_validator(value): """ Property: SchemaChangePolicy.DeleteBehavior """ valid_values = [ "LOG", "DELETE_FROM_DATABASE", "DEPRECATE_IN_DATABASE", ] if value not in valid_values: raise ValueError("% is not a valid value for DeleteBehavior" % value)...
773d8e82f876592383ef94e38b688f3967f83ca2
625,354
import platform def get_system_type() -> str: """Attempts to determine what type of system we're on, limited to systems this addon can usefully do things with""" system = platform.uname()[0].lower() if system in ["windows"]: return system return "unknown"
a10f417089eecbff138cdfa3c7eb216bdb95828d
625,355
import string def filter_unicode(data): """ Function to remove all non-printable characters from a string :param data: str: String to be analysed :return: String with all non-printable characters removed """ return "".join(c for c in str(data) if c in string.printable)
97acaabbe0d67cc4733d6f94d421517e06cb3e09
625,356
def bdev_get_histogram(client, name): """Get histogram for specified bdev. Args: bdev_name: name of bdev """ params = {'name': name} return client.call('bdev_get_histogram', params)
08929f759fff30a6832b23e5ec5b162b55e19799
625,357
def _set_shapes(img_bl, img_fu, mask): """ Sets the shapes of the tensors inside tf.Dataset object. # Arguments image_bl: array, contains the baseline image. image_fu: array, contains the follow-up image. mask: array, contains the segmentation mask. # Returns A tuple containi...
320aa7ceb0951e99f6b7f4395d3a2854a8146700
625,358
def quantile(xs, q=(0.25, 0.5, 0.75), sort=True): """Returns the qth quantile of an unsorted or sorted numeric vector. There are a number of different ways to calculate the sample quantile. The method implemented by igraph is the one recommended by NIST. First we calculate a rank n as q(N+1), where N i...
1a5fc9eff79118a4b4b31bb1b7d35174b640ffe2
625,359
def clean_currency(x): """ Remove comma in currency numeric Add space between currency symbol and value """ if isinstance(x, int) or isinstance(x, float): return ('', x) if isinstance(x, str): numeric_start_at = 0 for i in range(len(x)): if x[i].isnumeric(): ...
88cc5f896fb4add0860f2f5af7945cedf31f1bd5
625,360
import asyncio def create_checked_task(coro_or_future): """ Wrapper for `asyncio.ensure_future` that always propagates exceptions. """ def raise_any_exc(task): return task.result() task = asyncio.ensure_future(coro_or_future) task.add_done_callback(raise_any_exc) return task
f1c0df2858bacf679ff07de28463b677d33d40bd
625,361
def scalar_function(x, y): """ Returns the f(x,y) defined in the problem statement. """ if x <= y: return x * y return x / y
8a18b4a1f0e6c67a2b9331cf8a819ebc7fda9525
625,363
def wikigapfinder_campaign_filter(item): """People who are women or identify themselves as women""" return (item.claims.get('P31', [{}])[0] .get('mainsnak', {}).get('datavalue', {}).get('value', {}) .get('id', '') == 'Q5')\ and \ (item.claims.get('P21', [{}])[0] ...
86771ea79b51062e1cd727ec63b7e7c9ee7c4a6a
625,364
def _clean_accounting_column(x: str) -> float: """ Perform the logic for the `cleaning_style == "accounting"` attribute. This is a private function, not intended to be used outside of `currency_column_to_numeric``. It is intended to be used in a pandas `apply` method. :returns: An object with...
a14d717ca4d37b7e443f64d78c78cedfa885b8b9
625,365
def merge_and_count(array_b, array_c): """Merge two arrays and sort them""" count = 0 merged_array = [] b_ptr = 0 c_ptr = 0 while b_ptr < len(array_b) and c_ptr < len(array_c): if array_c[c_ptr] < array_b[b_ptr]: merged_array.append(array_c[c_ptr]) c_ptr += 1 ...
657653c3e9578200fc03eb0a88989724165831dd
625,368
def data_sanity_check(data, inplace=True): """ DOCSTRING: Eliminates viewing of empty and duplicate rows from input DataFrame based on repeated 'Order ID' and 'Order Item ID', if any. But those empty rows still hold their Index position as we are only excluding them ffrom future operations, once passed through ...
e6a7635e2fcf13abc68f0b83a3703baedbdd9028
625,369
def bytes_to_int(b: bytes): """ Convert a byte array to an integer. :param b: the byte array :return: the integer """ neg = False # Have we determined the value to be negative? We'll see. i=0 # This is the variable in which we'll store the value. # Now we need to do some tap dancing ...
db9b1e205def6e3652aa6de0aca0a00c54dad4a2
625,370
def merge(source, destination, overwrite=True): """Deep merge 2 dicts Warning: the source dict is merged INTO the destination one. Make a copy before using it if you do not want to destroy the destination dict. """ for key, value in list(source.items()): if isinstance(value, dict): ...
fa6546f0f687c0134eae967d816321419105fb2e
625,371
import re def get5words_en_2(n=2700): """Return sorted word list, most frequent on top. Corpus size 2700 seems to be about what Wordle uses. """ words = open('data/wordlist-en-freq.txt').read().split('\n') exp = re.compile('[A-Za-z]{5}$') words = [ w.lower() for w in words ...
1dac80b6162ca2c00ebd2415afb948e1b2a7a630
625,372
import functools def with_sync_paused(func): """ Decorator which pauses syncing before a method call, resumes afterwards. This should only be used to decorate Maestral methods. """ @functools.wraps(func) def wrapper(self, *args, **kwargs): # pause syncing resume = False ...
192f7a775a67c70d7e2769caf38272a89babac31
625,373
import string import random def passwordGenerator(lenght=12): """assumes lenght is an int, representing how long the password should be returns a string of ASCII characters, representing a suggested password""" if not isinstance(lenght, int): raise TypeError("lenght must be an int") password =...
66651a9c15d2fb1b6c73f64ae25926b6efde467e
625,374
import os def get_result_file(result_idx, save_folder): """Gets the jsonl label file for the `result_idx` batch. Args: result_idx: result index of the result batch save_folder: save folder Returns: string """ return os.path.join(save_folder, f"result_label_file_{result_idx}.jsonl...
2f8363c957f9853f38ed208adc3489fdea409f6a
625,375
import argparse def get_args() -> argparse.Namespace: """ Get hyperparameters from arguments and set default parameters. """ parser = argparse.ArgumentParser() parser.add_argument("--gpu", type=str, default='0', help="The GPU to train the agent on") parser.add_argument...
c06bf8e97fbcf6909b4a47c5c406048ae0d32841
625,376
import pickle import hashlib def generate_hash(data_in): """ Generate a hash from the data_in that can be used to uniquely identify equivalent data_in. Args: data_in (any): The data from which a hash is to be generated. This can be of any type that can be pickled. ...
3d7b2fb97c3d82325a8f4819247b33365a3042cc
625,377
import os import codecs def load_tsv_data(input_file): """load data from tsv file""" if os.path.exists(input_file): context_data = [] response_data = [] label_data = [] context_lookup = {} item_separator = "\t" subitem_separator = "|" with codecs.getread...
453b89c03fe6842ba137e857eed4b3924d82293b
625,378
def eat_ghost(power_pellet_active: bool, touching_ghost: bool) -> bool: """ Args: power_pellet_active (bool): does the player have an active power pellet? touching_ghost (bool): is the player touching a ghost? Returns: bool """ return power_pellet_active and touching_ghost
0123309f491b5773b08460f4c0411bf3e238f571
625,379
def _check_values(set1: set, set2: set) -> int: """This checks how many of the values present inside of the first set are in the second set.""" match = 0 if set1.issuperset(set2): match += 1 for item in set2: if set1.issuperset({item}): match += 1 return match
fe951f4471471eeb83bd2b666c74868fc42f16b7
625,381
def render_event_time(datetime, whole_day, request, no_time=''): """Render time of event human readable and localized to locale of user.""" if whole_day: return no_time formatter = request.locale.dates.getFormatter( 'time', 'short') time = formatter.format(datetime) if request.locale...
1cd93a78021ee8ab51f8d652a44cb58fe4f301c4
625,382
import subprocess def have_minio(): """Check if minio is available.""" try: subprocess.check_output(["minio", "--version"]) return True except: raise ImportError("minio: command not found") from None
f1540f4d6aaac2086534757cd48f57ea65598bf6
625,383
def getFile(path): """ Extract report metadata from top of report """ print(path) with open(path, "r") as in_file: data = {"data_file": [], "site_code": ""} append_lines = False current_channel = "" for i, line in enumerate(in_file): if len(line) < 5: ...
e4c7dd5b18428f7ac9d2f5c50ff6d7f6a8908906
625,384
import pathlib def load_words(): """ Loads words from english-words repo. :return: Set of valid words. """ words_repo_path = pathlib.PurePath(__file__).parent words_repo_path = str(words_repo_path / 'english-words' / 'words_alpha.txt') with open(words_repo_path, 'r') as word_file: ...
980f42113e86561071864f25be8670b40a2b5167
625,386
def fastaRecordSizer(recordLines): """ Returns the number of charcters in every line excluding: the first (header) line whitespace at the start and end of lines """ size=0 for i in range(1,len(recordLines)): size+=len(recordLines[i].strip()) return size
328b2e6fca07098616ba305520c7c64d754d4225
625,387
def argmin(list_obj): """Returns the index of the min value in the list.""" min = None best_idx = None for idx, val in enumerate(list_obj): if min is None or val < min: min = val best_idx = idx return best_idx
6b01fff02d9be5dc0bda6ad170f0b964b10373d9
625,388
def remove_prefix(text, prefix): """ Remove the prefix from the text if it exists. >>> remove_prefix('underwhelming performance', 'underwhelming ') 'performance' >>> remove_prefix('something special', 'sample') 'something special' """ null, prefix, rest = text.rpartition(prefix) re...
90399fec8ede1cbd2b13e8ec93d1d5ef6624d069
625,389
def get_map_bounds(cat1, cat2=None): """Generate map bounds and gridsize.""" if cat2 is not None: minlat1, maxlat1 = cat1['latitude'].min(), cat1['latitude'].max() minlon1, maxlon1 = cat1['longitude'].min(), cat1['longitude'].max() minlat2, maxlat2 = cat2['latitude'].min(), cat2['latitud...
f0bf59a027daacc647f3fb6cf12a8660f7646e0e
625,390
import requests def find_answer(question_url: str) -> str: """ Return answer link. """ answer_url = None # Prepare mark scheme links if "https://pmt.physicsandmathstutor.com" in question_url: # This is how physicsandmathstutor organizes URL. The question paper # has "QP.pdf" a...
ccd1a92be6e14625d718d2607940e4c3a3068f71
625,391
def flip_v(grid): """Flip grid vertically.""" return '\n'.join(reversed(grid.split('\n')))
ee5096714a0f1916a8ec2ff5dfa35b2edc839585
625,392
import ipaddress def parse_ip(ip_bytes): """ Convert an IPv4/IPv6 address in bytes to a valid IP address in string format, if it is indeed valid. :param bytes ip_bytes: bytes of IPv4/IPv6 address. :returns: IP address in string format, None if input invalid. """ try: retu...
0a6f48281da50d89418f6f48b22b2e5ddfd53adb
625,393
import struct def extract_string_packet(packet: bytes): """ :rtype: (bytes, str) """ strlen = struct.unpack('i', packet[:4])[0] packet = packet[4:] s = packet[:strlen].decode('utf-8') packet = packet[strlen:] return packet, s
2d57393ebbd9a804ed9a20ec1e7babe864123da7
625,394
def _insert_type_to_globals(kind: type, globals: dict) -> str: """ Inserts the given type into the namespace """ name = kind.__name__ globals[name] = kind return name
085394db7c3c24238c2258853f6173b9d9887dd7
625,395
import struct import socket import fcntl def get_interface_IP(interface_name): """Retrieve IP address of the specified network interface. Args: interface_name (str): Name of the interace. Returns: str: Standard dotted-quad string representation of the IP address. """ IFNAMSIZ = 1...
0191e325447dfe9b6a7dcb330fdb3f2fe8329454
625,396
def calcCorrelates(n1, n2, period=None, maxstep=3): """ For two input vectors n1 and n2 this returns the value of their correlation in the timeframe 'period' and for each # days offset up to 'maxstep', in the format of a list of (offset, correlation_coefficient) """ # period = period (range of t...
854b4c9bf4c354bef3e30ac421c26723e5a23da9
625,397
def mlo(i, j): # pragma: no cover """Auxiliary function for La Budde's algorithm. See `arXiv:1104.3769 <https://arxiv.org/abs/1104.3769v1>`_. .. note:: The La Budde paper uses indices that start counting at 1 so this function lowers them to start counting at 0. Args: matrix (...
6d3a6279dde492d260675f9f2c9300db46a2b3c4
625,398
def load_dataset(filename): """Load data from a csv file. Args: filename (string): path of input file. CSV format [coordinate, ...] + [label] Returns: Dataset: dataset """ return [( lambda point: { 'coordinate': tuple(map(float, point[:-...
10272891d08040faf9af6f25ddeab2aa20615df3
625,399
import textwrap def format_tooltip(text, *args, **kwargs): """ Wrapper around textwrap.fill that preserves newline characters """ return '\n'.join(textwrap.fill(t, *args, **kwargs) \ for t in text.splitlines())
231ee50f092e6fc29b88bb36ed13458e67c1d193
625,400
def months_interval(start_date, end_date): """ Generate the monthly intervals between a start date and an end date """ months_num = [str(i+1).zfill(2) for i in range(12)] start_year = int(start_date[0:4]) start_month = int(start_date[4:6]) end_year = int(end_date[0:4]) end_month = int(en...
2e25ec3d129993c50c39a167b58eddf7d84dcd40
625,401
def calculate_reff(fit): """ Calculate number of effective samples divided by the number of actual samples. """ df_summary = fit.summary() neff = float(df_summary[['N_Eff']].astype(int).mean()) return neff / (fit.chains * fit.draws)
6faeac089bc77009263e35999105be85480fb973
625,402
def update_message_command(): """Fixture for mocking an incoming update of type message/command.""" return { "update_id": 1, "message": { "message_id": 1, "from": { "id": 12345678, "is_bot": False, "first_name": "Firstname",...
0c1f85c50ad3c058d8ec9d64198ebfd1613a4cd3
625,403
from typing import Sequence from typing import Tuple def named_range(name, stop: int) -> Sequence[Tuple[str, int]]: """Equivalent to `range()` but suitable for use with ``named_parameters``.""" return tuple(((f"{name}_{i}", i) for i in range(stop)))
dab4b7c8f4fec0717e98608f1b7277c207797727
625,406
from typing import Any from typing import Iterable def stringify(value: Any) -> Any: """Creates an equivalent data structure representing data values as string Parameters ---------- value Value to be stringified Returns ------- stringified_value """ if value is None or is...
87504cd807af6ed50e610c8676d51e3037e0f673
625,407
def filter_kwargs(keywords, **kwargs): """ Filter provided keyword arguments and remove all but those matching a provided list of relevant keywords. Parameters ---------- keywords : list of string Keywords to search for within the provided keyword arguments kwargs : dict Diction...
5bf8493e81a0e3e0db18cd94e152d65f691817ca
625,408
import asyncio import time def _get_timediff(): """Return the difference between loop and Unix time bases.""" loopnow = asyncio.get_running_loop().time() unixnow = time.time() return unixnow - loopnow
bf4356740b34fb7135ace3ea51c1f5fa83daf392
625,409
def centralize_gradient(x, gc_conv_only=False): """credit - https://github.com/Yonghongwei/Gradient-Centralization """ size = len(list(x.size())) # print(f"size = {size}") if gc_conv_only: if size > 3: x.add_(-x.mean(dim=tuple(range(1, size)), keepdim=True)) else: if si...
6e7c322c5343874c8463a9a72386ea9822916b00
625,410
def dummy_permissions_exclude(model): """ A dummy function that excludes nothing, :param model: :return: """ return False
dbd4d497b720c227fc8de940b28f47ebb75fc8d6
625,411
def elementwise_list_addition(increment, list_to_increment): """ Simple method to element-wise increment a list by the values in another list of the same length. """ if not list_to_increment: return increment assert len(increment) == len(list_to_increment), 'Attempted to add two lists of di...
7e7020604ebeb3ab227e3d64999bb0e8cf255986
625,412
def visible_organizations(vesting_user, viewing_user): """ Return just the orgs that viewing_user is allowed to know about. """ if viewing_user.is_staff: return vesting_user.organizations.all() elif viewing_user.is_registrar_member(): return vesting_user.organizations.filter(reg...
1c2331183e14138a5f336f6576458581d637743e
625,413
def merge_cliques(clique1,clique2): """ Merge two sets of cliques, return a new dictionary of clique. As always, dict keys are random. """ # copy clique1 into new one new_clique = {} new_clique.update( zip( range(1,len(clique1)+1), clique1.values() ) ) clique_id = len(clique1) # reve...
9486c0bb968280a48d5d0474fb2737adc56c53ea
625,414
def CppMutableToNonMutable(scope, type_defn, expr): """Gets the string converting a mutable expression to a non-mutable one. Args: scope: a Definition for the scope in which the expression will be written. type_defn: a Definition for the type. expr: a string for the mutable expression. Returns: ...
89e8e656ca7e1ad442d0c3674afb64c74e547b2f
625,416
def top_ties(data, num, sort_by='summ'): """ A function that handles top ties problem. :param sort_by: the name of columns which dataframe was sorted by :param data: pandas dataframe type that contains sorted value :param num: the number of values that we want to get :return: a pandas dataframe ...
4fb6af2f83b5696753e508f63b73bf28ecdc5227
625,417
import typing import math def line( x1: float, y1: float, x2: float, y2: float, color: int = 1 ) -> typing.List[int]: """Return a pixel data with a line.""" pixels: typing.List[int] = list() dx: float = x2 - x1 dy: float = y2 - y1 hip: float = math.sqrt(dy ** 2 + dx ** 2) sin: float = dy /...
6cd5891aef4c1abd349237b6c8fb0d72d95be563
625,418
def expand_differentia(differentia_code): """ In most cases, the differentia remains unmodified :param differentia_code: :return: """ return "No differentia" if "*" in differentia_code else differentia_code
bc8941ee67b9d696f2d290e66f41facd8758ab06
625,420
import os def CEELAN(): """ Returns True if the current machine appears to be on the Sandia CEE LAN. """ if os.environ.get( 'SNLSYSTEM', '' ) == 'cee': return True netfile = '/etc/sysconfig/network' if os.path.exists( netfile ): try: fp = open( netfile, 'r' ) ...
7d02c952ed68c583188fafbcc2ed5297a0d2f01c
625,421
import re def apply_annotations_to_sql(raw_query, aliases): """ Django's ORM understandably doesn't allow aliases to be the same names as other fields available. However, if we want to use the efficiency of psql's \copy method and keep the column names, we need to allow these scenarios. This function ...
5e3840ebfb2872341cc7a9b1c1eda94a8a453a97
625,423
import click def validate_delete_input(ctx, param, value): """This function validates the device delete input""" if not value.isalnum(): click.secho(f"[x] Provided input is not supported!", fg="red") click.secho(f"[*] Use comma separated values", fg="cyan") ctx.abort() else: ...
7e8b8e1bb62d604228912fc76283d3aca2c77c99
625,424
def i2c_bus_id(): """Return the I2C bus ID. It varies depending on the version of your Pi. """ revision = ([l[12:-1] for l in open('/proc/cpuinfo', 'r').readlines() if l[:8] == "Revision"]+['0000'])[0] return 1 if int(revision, 16) >= 4 else 0
8b77202f40b70e4d09d76c81811596eb85368e92
625,425
import numpy def get_pause_length(pauses): """Compute the length of pause. Args: pauses (numpy array, bool): True indicates occurrence of pause. Returns: res (numpy array): The length of consecutive pauses. """ res = [] cnt = 0 for pause in pauses: ...
3fc187e355cf26bafb4355a87320eb777cf18020
625,426
def _payload_check_(args, creation=False, cmd=None): """ Checks payload for correct JSON format for a given command. Args: args (dict): Pass in payload creation (bool): True if "create", false otherwise cmd (None or str): str if "Add...", None otherwise Returns: ...
74eedd11e5c5fb5f106e89a62d9220a96d73e40a
625,427
import os def getproxies_environment(): """Return a dictionary of scheme -> proxy server URL mappings. Scan the environment for variables named <scheme>_proxy; this seems to be the standard convention. In order to prefer lowercase variables, we process the environment in two passes, first matches an...
1ed31e40e493397ab5b9124a53ee9da5cd890c4d
625,428
import torch def _get_triplet_mask(targets): """Generates a mask (anchor, positive, negative). Taken from: https://github.com/omoindrot/tensorflow-triplet-loss/blob/master/model/triplet_loss.py """ indexes_not_equal = ~torch.eye(len(targets)).bool().to(targets.device) i_not_j = indexes_n...
97fbf057fa7a5095ebdcdd69f6073fdb7938a269
625,429
import os def open_output_file(name, mode="w"): """Helper function to open a file even if it doesn't exist.""" if os.path.dirname(name) != "" and \ not os.path.exists(os.path.dirname(name)): os.makedirs(os.path.dirname(name)) return open(name, mode)
2386faec0b565dec7d82739d28ec8d9ecffe5a32
625,430
def utc_iso8601(datetime): """Convert a UTC datetime into an ISO8601 timestamp string.""" return datetime.strftime("%Y-%m-%dT%H:%M:%S.%f+00:00")
985f6333f7977f9709b652fe992dc06cfba3403d
625,431
import torch def proj(x, epsilon=0.00001): """ Projects a matrix of vectors in hyperbolic geometry back into the unit ball Parameters ---------- x the matrix with each row representing a vector epsilon the small difference to subtract to ensure that vectors remain in the unit b...
79cf720790d325f811888ff9e93fd1c489a9cd53
625,433
def quotes_finder(sentence): """ Returns 1 if sentence contains question mark, 0 otherwise """ if "'" or "`" in sentence: return 1 else: return 0
fb021ba96b3a69a89814181be923f9c924ab24cb
625,434
import socket def get_host_name() -> str: # pragma: no cover - we're just proxying """Get hostname of the machine Returns: str: host name """ return socket.gethostname()
e060a7a0efe1a5cf327aa36219091cb249bbd27f
625,435
def reverse_complement(dna, reverse=True, complement=True): """ Make the reverse complement of a DNA sequence. You can also just make the complement or the reverse strand (see options). Input: A DNA sequence containing 'ATGC' base pairs and wild card letters Output: DNA sequence as a string. ...
a7e651721df61241200fe50e8006956b2c982dba
625,436
def _check_if_provider_is_defined(documents): """Make sure "provider" is defined for all documents.""" return all( "provider" in item and item["provider"] == "any" for item in documents )
44c9d548633803fbe5ec02b4b270fbffed77a92e
625,437
def predict(x_tst, model): """ The method predicts labels for testing data samples by using trained learning model. Parameters ---------- x_tst: features of testing data model: trained learning model """ predictions = model.predict(x_tst) return predictions
ef0e23bbd70a1d8340b5893b42f7fd72f0ee17d0
625,438
from typing import Any import re def __is_condition_met(condition_type: str, condition_value: Any, value: Any) -> bool: """ Checks if given value meets the given condition Args: condition_type: condition type, could be "equal" or "regex" condition_value: the value of the condition, in case...
1bf7a80df9c12bedc6e843851947bf94c64ae120
625,439
def y_coordinate(block): """Returns the y-coordinate component in block as a string.""" start = block.find(',')+1 # Skip the first space end = block.find(' ', block.find(' ')+1) return block[start:end]
4714d9646d9f80a9218c9d8b3f85e17ca205e4f3
625,440
def is_just_a_number(line): """ :param line: Tag instance :return: """ if line.text.isdigit(): return True return False
5ab3c2bd9fd0900953341a61414971324bd8df83
625,441
def checkPatch_index_inImages_naive(Index_check_patch,Num_patches_perImage,num_col,num_row): """check the index of patches and the size of images""" aaa = int(Index_check_patch/Num_patches_perImage) nn = Index_check_patch%Num_patches_perImage bbb = int(nn/num_col) ccc = nn%num_col # aaa = np.wher...
d7614e088a6a830ae7caf6cfbbe52b437f9104bc
625,442
import subprocess def minimap2_proc(ref, fast5, threads=1, spliced=0, sensitive=1): """Run minimap2 and return its stdout""" mode = ["-axmap-ont", ] if spliced: mode = ["-axsplice", "-uf"] args1 = ["minimap2", "--MD", "-Y", "-t%s"%threads] + mode if sensitive: args1 += ["-k7", "-w...
42e40945bc9c2e73a1cbd3084637b8658e5c6aa1
625,443
def write_coord(coord): """ Adjusts whitespace for coordinates """ return "{:06.8f}".format(coord) if coord < 0.0 else " " + "{:06.8f}".format(coord)
4782c6ab2940dd35516d7c373a3f2e6d93ad3671
625,444
import torch def compute_batch_accuracy(output, target): """Computes the accuracy for a batch""" with torch.no_grad(): batch_size = target.size(0) _, pred = output.max(1) correct = pred.eq(target).sum() return correct * 100.0 / batch_size
c264a863cbf45afaddbf3c5a9e1cad23f515cff9
625,446
from typing import List def get_card_colors(mana_cost: str) -> List[str]: """ For some cards, we may have to manually determine the card's color. :param mana_cost: Mana cost string :return: Colors based on mana cost """ color_options: List[str] = ["W", "U", "B", "R", "G"] ret_val = [] ...
cd8f7e11b3b32512c93cfe0ba0f69a214a71d470
625,447
def WrapText(text, max): """Inserts a newline if any line of a file is > max chars. Note that the newline is inserted at the first whitespace character, so there may be lines longer than max. """ char_list = list(text) last_linebreak = 0 for i in range(0, len(char_list)): if char_list[i] == '\n' or c...
22ba518e265ada6d44fecf949cf712f9e2cb9e5e
625,448
def client(api_client, service): """ 1. Test if request with default session have status code 200 2. Delete default service mapping rule 3. Create session without retry for session """ assert api_client().get('/get').status_code == 200 proxy = service.proxy.list() proxy.mapping_rules.d...
220892bd661904a987c44376972dbe734cc15c62
625,449
def twitter_auth_required(view_func): """ Decorator for views that requires the authenicated user to have authorized the site on Twitter. If no credentials are on record, user will be directed to a page to authorize the site. """ view_func.twitter_auth_required = True return view_func
6f39b325f876af8d4b499c88324152b7caed545e
625,450