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# flake8: noqa: F401, F403
import abc
import argparse
import copy as cp
import csv
import datetime
import multiprocessing as mp
import os
import os.path as osp
import random as rd
import shutil
import subprocess
import warnings
from collections import OrderedDict, defaultdict
from multiprocessing import Pool, current_process
import matplotlib.pyplot as plt
import pandas as pd
import requests
import seaborn as sns
from huggingface_hub import scan_cache_dir
from sty import bg, ef, fg, rs
from tabulate import tabulate, tabulate_formats
from tqdm import tqdm
def process_punctuation(inText):
import re
outText = inText
punct = [
';', r'/', '[', ']', '"', '{', '}', '(', ')', '=', '+', '\\', '_', '-',
'>', '<', '@', '`', ',', '?', '!'
]
commaStrip = re.compile('(\d)(,)(\d)') # noqa: W605
periodStrip = re.compile('(?!<=\d)(\.)(?!\d)') # noqa: W605
for p in punct:
if (p + ' ' in inText or ' ' + p in inText) or (re.search(
commaStrip, inText) is not None):
outText = outText.replace(p, '')
else:
outText = outText.replace(p, ' ')
outText = periodStrip.sub('', outText, re.UNICODE)
return outText
def h2r(value):
if value[0] == '#':
value = value[1:]
assert len(value) == 6
return tuple(int(value[i:i + 2], 16) for i in range(0, 6, 2))
def r2h(rgb):
return '#%02x%02x%02x' % rgb
def colored(s, color):
if isinstance(color, str):
if hasattr(fg, color):
return getattr(fg, color) + s + fg.rs
color = h2r(color)
return fg(*color) + s + fg.rs
def istype(s, type):
if isinstance(s, type):
return True
try:
return isinstance(eval(s), type)
except Exception as _:
return False
def bincount(lst):
bins = defaultdict(lambda: 0)
for item in lst:
bins[item] += 1
return bins
def get_cache_path(repo_id):
hf_cache_info = scan_cache_dir()
repos = list(hf_cache_info.repos)
repo = None
for r in repos:
if r.repo_id == repo_id:
repo = r
break
if repo is None:
return None
revs = list(repo.revisions)
rev2keep, last_modified = None, 0
for rev in revs:
if rev.last_modified > last_modified:
rev2keep, last_modified = rev, rev.last_modified
if rev2keep is None:
return None
return str(rev2keep.snapshot_path)
def proxy_set(s):
import os
for key in ['http_proxy', 'HTTP_PROXY', 'https_proxy', 'HTTPS_PROXY']:
os.environ[key] = s
def get_rank_and_world_size():
local_rank = int(os.environ.get("RANK", 0))
world_size = int(os.environ.get("WORLD_SIZE", 1))
return local_rank, world_size
def get_local_rank_and_world_size():
local_rank = int(os.environ.get("LOCAL_RANK", 0))
world_size = int(os.environ.get("WORLD_SIZE", 1))
return local_rank, world_size
def splitlen(s, sym='/'):
return len(s.split(sym))
def listinstr(lst, s):
assert isinstance(lst, list)
for item in lst:
if item in s:
return True
return False
def d2df(D):
return pd.DataFrame({x: [D[x]] for x in D})
def cn_string(s):
import re
if re.search(u'[\u4e00-\u9fff]', s):
return True
return False
try:
import decord
except ImportError:
pass
def timestr(second=True, minute=False):
s = datetime.datetime.now().strftime('%Y%m%d%H%M%S')[2:]
if second:
return s
elif minute:
return s[:-2]
else:
return s[:-4]
def dict_merge(dct, merge_dct):
for k, _ in merge_dct.items():
if (k in dct and isinstance(dct[k], dict) and isinstance(merge_dct[k], dict)): # noqa
dict_merge(dct[k], merge_dct[k])
else:
dct[k] = merge_dct[k]
def youtube_dl(idx):
cmd = f'youtube-dl -f best -f mp4 "{idx}" -o {idx}.mp4'
os.system(cmd)
def run_command(cmd):
if isinstance(cmd, str):
cmd = cmd.split()
return subprocess.check_output(cmd)
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