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import datetime import sys import logging import urllib import urlparse from tornado import template import tornado.httpserver import tornado.ioloop import tornado.web import tornado.wsgi import tornado.escape import tornado.options import os The provided code snippet includes necessary dependencies for implementing t...
attempts to add spaces in a SQLi so it renders nicely on the webpage
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import datetime import sys import logging import urllib import urlparse from tornado import template import tornado.httpserver import tornado.ioloop import tornado.web import tornado.wsgi import tornado.escape import tornado.options def chunks(l, n): import os def breakify(s): output = "" for c in chunks(s, 20...
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import datetime import sys import logging import urllib import urlparse try: import libinjection except: pass from tornado import template import tornado.httpserver import tornado.ioloop import tornado.web import tornado.wsgi import tornado.escape import tornado.options def print_token(tok): """ prints ...
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import sys import re import libinjection import urllib import urlparse logre = re.compile(r' /diagnostics\?([^ ]+) HTTP') notsqli = set([ '1ov', 'UEvEv', 'v', 'Uv', 'Uv,', 'UoEvE', '1v', 'sov', '1nn', 'UonnE', 'no1', 'Evk', 'E1k', 'E11k', 'Ek', 'Uv,Ev', 'UvEvk', 'UvEv,', 'Uvon' ]) The provided code snippet includes ne...
...GET /diagnostics?id=%22union+select HTTP/1.1
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import sys import logging import urllib import tornado.httpserver import tornado.ioloop import tornado.web import libinjection import os def boring(arg): if arg == '': return True if arg == 'foo': return True if arg == 'NULL': return True try: float(arg) retur...
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import datetime import json import sys from urlparse import * import urllib import libinjection from tornado import template from tornado.escape import * import re import calendar def chunks(l, n): """ Yield successive n-sized chunks from l. """ for i in xrange(0, len(l), n): yield l[i:i+n] def...
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import datetime import json import sys from urlparse import * import urllib import libinjection from tornado import template from tornado.escape import * import re import calendar def parse_apache(line): mo = apachelogre.match(line) if not mo: return None (time_iso, timestamp) = parse_date(mo.group(...
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import os import re import sys def load_files(path): file_contents = {} for root, _, files in os.walk(path): for file in files: if file.endswith(".lua"): p = os.path.join(root.replace(path, ""), file).lstrip("/") with open(os.path.join(root, file)) as f: ...
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import os import re import sys token = "[a-zA-Z0-9_]" def find_cdefs(files): cdefs = { "funcs": {}, "types": {}, } for path, lines in files.items(): start = False for i in range(len(lines)): line = lines[i] if "ffi.cdef" in line: star...
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import os import re import sys token = "[a-zA-Z0-9_]" ignore_list = [ "OSSL_PARAM_(?:set|get)_", "PEM_read_bio_", "fake_openssl_", "(?:d2i|i2d)_(?:PUBKEY|PrivateKey)_bio", "_(?:gettable|settable)_params", "_(?:get|set)_params", "_do_all_(?:sorted|provided)", "_get0_name", ] def check_cd...
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import os import re import sys token = "[a-zA-Z0-9_]" def display(unused, undefined): for name, tokens in unused.items(): if len(tokens) == 0: continue print(f"Unused {name} ({len(tokens)}):") for token, path in tokens.items(): print(f" {token} on {path}") for...
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types = { "BASIC_CONSTRAINTS": { "ca": "ca_bool_int", "pathlen": "ASN1_INTEGER", }, } getter_conv_tmpl = { "ca_bool_int": "ctx.{k} == 0xFF", "ASN1_INTEGER": "tonumber(C.ASN1_INTEGER_get(ctx.{k}))", } c2t_assign_locals = ''' local {k} = {conv}''' c2t_return_table = ''' {k} = {k},'...
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types = { "BASIC_CONSTRAINTS": { "ca": "ca_bool_int", "pathlen": "ASN1_INTEGER", }, } setter_conv_tmpl = { "ca_bool_int": ''' toset.{k} = cfg_lower.{k} and 0xFF or 0''', "ASN1_INTEGER": ''' local {k} = cfg_lower.{k} and tonumber(cfg_lower.{k}) if {k} then C.ASN1_INTEGER_free(to...
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from base64 import b64encode from io import BytesIO from os.path import join from typing import List, Optional from qrcode.main import QRCode def check_settings(settings: dict, check: str) -> bool: return any(setting["context"] == check for setting in settings.values())
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
Set the Content-Security-Policy header to prevent XSS attacks.
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
It takes a CSRFError exception as an argument, and returns a Flask response :param e: The exception object :return: A template with the error message and a 401 status code.
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
It returns the home page :return: The home.html template is being rendered with the following variables: check_version: a boolean indicating whether the local version is the same as the remote version remote_version: the remote version version: the local version instances_number: the number of instances services_number...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from contextlib import suppress from os import _exit, getenv, listdir, sep, urandom from os.path import basename, dirname, join from secrets import choice from string import ascii_letters, digits from sys import path as sys_path, modules as sys_modules from pathlib import Path from bs4 import BeautifulSoup from copy im...
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from glob import glob from os import listdir, replace, sep, walk from os.path import basename, dirname, join from pathlib import Path from re import compile as re_compile from shutil import rmtree, move as shutil_move from typing import Any, Dict, List, Tuple from utils import path_to_dict def generate_custom_configs(...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from argparse import ArgumentParser from copy import deepcopy from glob import glob from hashlib import sha256 from io import BytesIO from json import load as json_load from os import _exit, chmod, environ, getenv, getpid, listdir, sep, walk from os.path import basename, dirname, join, normpath from pathlib import Path...
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from os import _exit, getenv, sep from os.path import join from signal import SIGINT, SIGTERM, signal from sys import exit as sys_exit, path as sys_path from traceback import format_exc from pathlib import Path from logger import setup_logger from SwarmController import SwarmController from IngressController import In...
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import fileinput, string, sys def regexp_char(char, evasion): def regexp_str(str, evasion): # By convention, if the line starts with ' char, copy the rest # verbatim. if str[0] == "'": return str[1:] result = '' for i, char in enumerate(str): if i > 0: result += evasion...
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import argparse args = parser.parse_args() def commonprefix(m): def flatten(dict): def set(strings, index, flags): def prepare(s, offset): def run(): strings = args.strings r = "" r += set(strings, 0, "^") c = "" d = {} # Only find common string if we have more than one if len(strings) >...
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from os import getenv, sep from pathlib import Path from requests import request as requests_request, ReadTimeout from typing import Literal, Optional, Tuple, Union def request(method: Union[Literal["POST"], Literal["GET"]], url: str, _id: Optional[str] = None) -> Tuple[bool, Optional[int], Union[str, dict]]: data ...
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from os import getenv, sep from pathlib import Path from requests import request as requests_request, ReadTimeout from typing import Literal, Optional, Tuple, Union def request(method: Union[Literal["POST"], Literal["GET"]], url: str, _id: Optional[str] = None) -> Tuple[bool, Optional[int], Union[str, dict]]: data ...
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from hashlib import sha256 from io import BytesIO from os import getenv, listdir, chmod, _exit, sep from os.path import basename, dirname, join, normpath from pathlib import Path from stat import S_IEXEC from sys import exit as sys_exit, path as sys_path from threading import Lock from uuid import uuid4 from glob impor...
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from contextlib import suppress from ipaddress import ip_address, ip_network from os import _exit, getenv, sep from os.path import join, normpath from pathlib import Path from re import IGNORECASE, compile as re_compile from sys import exit as sys_exit, path as sys_path from traceback import format_exc from typing impo...
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from os import getenv, sep from os.path import join, normpath from pathlib import Path from sys import exit as sys_exit, path as sys_path from traceback import format_exc from base64 import b64decode from jobs import cache_file, cache_hash, file_hash from Database import Database from logger import setup_logger logge...
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from contextlib import suppress from ipaddress import ip_address, ip_network from os import _exit, getenv, sep from os.path import join, normpath from pathlib import Path from re import IGNORECASE, compile as re_compile from sys import exit as sys_exit, path as sys_path from traceback import format_exc from typing impo...
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from os import _exit, environ, getenv, sep from os.path import join from pathlib import Path from subprocess import DEVNULL, STDOUT, run, PIPE from sys import exit as sys_exit, path as sys_path from traceback import format_exc from tarfile import open as tar_open from io import BytesIO from shutil import rmtree from re...
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from os import _exit, environ, getenv, sep from os.path import join from pathlib import Path from subprocess import DEVNULL, STDOUT, run, PIPE from sys import exit as sys_exit, path as sys_path from traceback import format_exc from tarfile import open as tar_open from io import BytesIO from shutil import rmtree from re...
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from contextlib import suppress from ipaddress import ip_address, ip_network from os import _exit, getenv, sep from os.path import join, normpath from pathlib import Path from sys import exit as sys_exit, path as sys_path from traceback import format_exc from requests import get from Database import Database from logg...
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from datetime import timedelta from os import getenv, sep from os.path import join from pathlib import Path from subprocess import DEVNULL, STDOUT, run from sys import exit as sys_exit, path as sys_path from threading import Lock from traceback import format_exc from typing import Tuple from cryptography import x509 fr...
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from dotenv import dotenv_values from os import getenv, sep from os.path import join from pathlib import Path from redis import StrictRedis from sys import path as sys_path from typing import Optional, Tuple from API import API from ApiCaller import ApiCaller from logger import setup_logger def format_remaining_time...
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from os import getegid, geteuid from pathlib import Path from stat import ( S_IRGRP, S_IROTH, S_IRUSR, S_IWGRP, S_IWOTH, S_IWUSR, S_IXGRP, S_IXOTH, S_IXUSR, ) from typing import List def has_permissions(path: str, need_permissions: List[str]) -> bool: uid = geteuid() gid = g...
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from argparse import ArgumentParser from os import R_OK, X_OK, access, environ, getenv, sep from os.path import join, normpath from pathlib import Path from re import compile as re_compile from sys import exit as sys_exit, path as sys_path from time import sleep from traceback import format_exc from typing import Any f...
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from contextlib import suppress from datetime import datetime from hashlib import sha512 from inspect import getsourcefile from io import BufferedReader from json import dumps, loads from os.path import basename, normpath from pathlib import Path from sys import _getframe from threading import Lock from traceback impor...
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from contextlib import suppress from datetime import datetime from hashlib import sha512 from inspect import getsourcefile from io import BufferedReader from json import dumps, loads from os.path import basename, normpath from pathlib import Path from sys import _getframe from threading import Lock from traceback impor...
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from contextlib import suppress from datetime import datetime from hashlib import sha512 from inspect import getsourcefile from io import BufferedReader from json import dumps, loads from os.path import basename, normpath from pathlib import Path from sys import _getframe from threading import Lock from traceback impor...
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from contextlib import suppress from datetime import datetime from hashlib import sha512 from inspect import getsourcefile from io import BufferedReader from json import dumps, loads from os.path import basename, normpath from pathlib import Path from sys import _getframe from threading import Lock from traceback impor...
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from logging import ( CRITICAL, DEBUG, ERROR, INFO, WARNING, Logger, _nameToLevel, addLevelName, basicConfig, getLogger, setLoggerClass, ) from os import getenv from typing import Optional, Union default_level = _nameToLevel.get(getenv("LOG_LEVEL", "INFO").upper(), INFO) getL...
Set up local logger
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import logging import os import types from functools import reduce import numpy as np logger = logging.getLogger(__name__) def environ(backend): os.environ["SOFA_BACKEND"] = backend from .models import sbert, veco, SbertConfig, SbertTokenizer, SbertTokenizerFast, SbertModel, SbertForSequenceClassification ...
Run a classsification task with transformers code. Support regression/single_label/multi_label tasks :param config_args: :param pretrain_model_path: The local dir of pretrained model :param train_file_path: The local dir or path of train files :param task_type: The task type, support: - regression: a regression task(MS...
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import logging import os import types from functools import reduce from typing import Optional, List, Union import importlib logger = logging.getLogger(__name__) def environ(backend): os.environ["SOFA_BACKEND"] = backend from .models import sbert, veco, SbertConfig, SbertTokenizer, SbertTokenizerFast, SbertMod...
Run a classsification task with transformers code. Support regression/single_label/multi_label tasks :param config_args: :param pretrain_model_path: The local dir of pretrained model :param train_file_path: The local dir of train file :param first_sequence: Way to get the first sentense, should be "FunctionType" Will b...
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import logging import os import types from functools import reduce import numpy as np import torch from torch import nn logger = logging.getLogger(__name__) class TextGenerator: """ Uses a model to translate a batch of sentences. Args: model (:obj:`onmt.modules.NMTModel`): NMT model to use ...
TODO Run a generation task with transformers code. :param pretrain_model_path: The local dir of pretrained model :param output_dir: The output directory where the model predictions and checkpoints will be written :param task_type: The task type, only support generation currently :param train_file_path: The local dir of...
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import torch import deepspeed import random import os import numpy as np from sofa.utils import mpu The provided code snippet includes necessary dependencies for implementing the `set_random_seed` function. Write a Python function `def set_random_seed(seed)` to solve the following problem: Set random seed for reproduc...
Set random seed for reproducability.
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import torch import deepspeed import random import os import numpy as np from sofa.utils import mpu def set_deepspeed_activation_checkpointing(args): deepspeed.checkpointing.configure(mpu, deepspeed_config=args.deepspeed_config, num_checkpoints=args.num_layers) mpu.checkpoint = deepspeed.checkpointing.checkpo...
Initialize torch.distributed.
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import math import torch import torch.utils.checkpoint from packaging import version from torch import nn from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss from ...utils.activations import ACT2FN, gelu from ...utils.file_utils import ( add_code_sample_docstrings, add_start_docstrings, add_st...
Replace non-padding symbols with their position numbers. Position numbers begin at padding_idx+1. Padding symbols are ignored. This is modified from fairseq's `utils.make_positions`. Args: x: torch.Tensor x: Returns: torch.Tensor
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import json import os from functools import lru_cache from typing import TYPE_CHECKING, List, Optional, Tuple import regex as re from ...utils.tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging The provided code snippet includes necessary dependencies for implementing the `bytes_to_...
Returns list of utf-8 byte and a mapping to unicode strings. We specifically avoids mapping to whitespace/control characters the bpe code barfs on. The reversible bpe codes work on unicode strings. This means you need a large # of unicode characters in your vocab if you want to avoid UNKs. When you're at something like...
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import json import os from functools import lru_cache from typing import TYPE_CHECKING, List, Optional, Tuple import regex as re from ...utils.tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging The provided code snippet includes necessary dependencies for implementing the `get_pairs...
Return set of symbol pairs in a word. Word is represented as tuple of symbols (symbols being variable-length strings).
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import os import json import torch import random import logging import h5py import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from .tokenization_plug import BertTokenizer from .data_plug import get_train_val_test_data_clean from sofa.utils import mpu from .da...
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import os import json import torch import random import logging import h5py import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from .tokenization_plug import BertTokenizer from .data_plug import get_train_val_test_data_clean from sofa.utils import mpu from .da...
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import os import json import torch import random import logging import h5py import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from .tokenization_plug import BertTokenizer from .data_plug import get_train_val_test_data_clean from sofa.utils import mpu from .da...
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import os import json import torch import random import logging import h5py import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from .tokenization_plug import BertTokenizer from .data_plug import get_train_val_test_data_clean from sofa.utils import mpu from .da...
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Loads a vocabulary file into a dictionary.
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Runs basic whitespace cleaning and splitting on a piece of text.
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Checks whether `chars` is a whitespace character.
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Checks whether `chars` is a control character.
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Checks whether `chars` is a punctuation character.
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from __future__ import absolute_import, division, print_function, unicode_literals import collections import os import six import unicodedata from io import open from ...utils import cached_path from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_...
Returns text encoded in a way suitable for print or `tf.logging`.
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
Load the data on rank zero and boradcast number of tokens to all GPUS.
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
null
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
null
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
makes training/val/test
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
null
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
Creates `TrainingInstance`s for a single document.
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
null
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import os import json import torch import random import collections import logging import h5py import copy import torch.distributed as dist from torch.utils.data import Dataset, Subset from multiprocessing import Pool from itertools import repeat import multiprocessing as mp from .tokenization_plug import BertTokenizer...
null
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from __future__ import absolute_import, division, print_function, unicode_literals import os import copy import json import math import logging import tarfile import tempfile import shutil import torch from torch import nn import torch.nn.functional as F from torch.nn import CrossEntropyLoss from .configuration_plug im...
null
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from __future__ import absolute_import, division, print_function, unicode_literals import os import copy import json import math import logging import tarfile import tempfile import shutil import torch from torch import nn import torch.nn.functional as F from torch.nn import CrossEntropyLoss from .configuration_plug im...
Init method based on N(0, sigma/sqrt(2*num_layers).
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from __future__ import absolute_import, division, print_function, unicode_literals import os import copy import json import math import logging import tarfile import tempfile import shutil import torch from torch import nn import torch.nn.functional as F from torch.nn import CrossEntropyLoss from .configuration_plug im...
Load tf checkpoints in a pytorch model
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from __future__ import absolute_import, division, print_function, unicode_literals import os import copy import json import math import logging import tarfile import tempfile import shutil import torch from torch import nn import torch.nn.functional as F from torch.nn import CrossEntropyLoss from .configuration_plug im...
Implementation of the gelu activation function. For information: OpenAI GPT's gelu is slightly different (and gives slightly different results): 0.5 * x * (1 + torch.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * torch.pow(x, 3))))
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from __future__ import absolute_import, division, print_function, unicode_literals import os import copy import json import math import logging import tarfile import tempfile import shutil import torch from torch import nn import torch.nn.functional as F from torch.nn import CrossEntropyLoss from .configuration_plug im...
null
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import collections import os import unicodedata from typing import List, Optional, Tuple from ...utils.tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace from ...utils.file_utils import logging The provided code snippet includes necessary dependencies for implementing the `load...
Loads a vocabulary file into a dictionary.