
'''simple docstring'''

from datetime import datetime

import matplotlib.pyplot as plt
import torch







def 	A  (   UpperCamelCase_       :  Tuple   )       ->							int:







			'''simple docstring'''



			for param in module.parameters():
						lowerCAmelCase__										=				False







def 	A  (   )       ->							Tuple:







			'''simple docstring'''



			lowerCAmelCase__										=				"cuda" if torch.cuda.is_available() else "cpu"
			if torch.backends.mps.is_available() and torch.backends.mps.is_built():
						lowerCAmelCase__										=				"mps"
			if device == "mps":
						print(
						    "WARNING: MPS currently doesn't seem to work, and messes up backpropagation without any visible torch"
						    " errors. I recommend using CUDA on a colab notebook or CPU instead if you're facing inexplicable issues"
						    " with generations."   )
			return device







def 	A  (   UpperCamelCase_       :  Optional[int]   )       ->							Optional[Any]:







			'''simple docstring'''



			lowerCAmelCase__										=				plt.imshow(UpperCamelCase_   )
			fig.axes.get_xaxis().set_visible(UpperCamelCase_   )
			fig.axes.get_yaxis().set_visible(UpperCamelCase_   )
			plt.show()







def 	A  (   )       ->							Union[str, Any]:







			'''simple docstring'''



			lowerCAmelCase__										=				datetime.now()
			lowerCAmelCase__										=				current_time.strftime("%H:%M:%S"   )
			return timestamp









'''simple docstring'''






import inspect
import re
from hashlib import shaaaa
from typing import Dict, List

from .arrow import arrow
from .audiofolder import audiofolder
from .csv import csv
from .imagefolder import imagefolder
from .json import json
from .pandas import pandas
from .parquet import parquet
from .sql import sql  # noqa F401
from .text import text





def lowerCamelCase__     (		__lowerCamelCase			:				List[str]				):







   '''simple docstring'''




   _UpperCAmelCase  :  int				       =[]
   for line in lines:
      _UpperCAmelCase  :  Dict				       =re.sub(R'#.*'			,       ''			,       __lowerCamelCase				)  # remove comments
      if line:
         filtered_lines.append(__lowerCamelCase				)
   _UpperCAmelCase  :  str				       ='\n'.join(__lowerCamelCase				)

   # Make a hash from all this code
   _UpperCAmelCase  :  str				       =full_str.encode('utf-8'				)
   return shaaaa(__lowerCamelCase				).hexdigest()


# get importable module names and hash for caching
lowercase				={
    'csv': (csv.__name__, _hash_python_lines(inspect.getsource(csv).splitlines())),
    'json': (json.__name__, _hash_python_lines(inspect.getsource(json).splitlines())),
    'pandas': (pandas.__name__, _hash_python_lines(inspect.getsource(pandas).splitlines())),
    'parquet': (parquet.__name__, _hash_python_lines(inspect.getsource(parquet).splitlines())),
    'arrow': (arrow.__name__, _hash_python_lines(inspect.getsource(arrow).splitlines())),
    'text': (text.__name__, _hash_python_lines(inspect.getsource(text).splitlines())),
    'imagefolder': (imagefolder.__name__, _hash_python_lines(inspect.getsource(imagefolder).splitlines())),
    'audiofolder': (audiofolder.__name__, _hash_python_lines(inspect.getsource(audiofolder).splitlines())),
}

# Used to infer the module to use based on the data files extensions
lowercase				={
    '.csv': ('csv', {}),
    '.tsv': ('csv', {'sep': '\t'}),
    '.json': ('json', {}),
    '.jsonl': ('json', {}),
    '.parquet': ('parquet', {}),
    '.arrow': ('arrow', {}),
    '.txt': ('text', {}),
}
_EXTENSION_TO_MODULE.update({ext: ('imagefolder', {}) for ext in imagefolder.ImageFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext.upper(): ('imagefolder', {}) for ext in imagefolder.ImageFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext: ('audiofolder', {}) for ext in audiofolder.AudioFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext.upper(): ('audiofolder', {}) for ext in audiofolder.AudioFolder.EXTENSIONS})
lowercase				={'imagefolder', 'audiofolder'}

# Used to filter data files based on extensions given a module name
lowercase				={}
for _ext, (_module, _) in _EXTENSION_TO_MODULE.items():
 _MODULE_TO_EXTENSIONS.setdefault(_module, []).append(_ext)

_MODULE_TO_EXTENSIONS["imagefolder"].append('.zip')




_MODULE_TO_EXTENSIONS["audiofolder"].append('.zip')

