





"""simple docstring"""






import argparse
import os
import re

import packaging.version


lowerCAmelCase_			=							'''examples/'''
lowerCAmelCase_			=							{
    '''examples''': (re.compile(r'''^check_min_version\("[^"]+"\)\s*$''', re.MULTILINE), '''check_min_version("VERSION")\n'''),
    '''init''': (re.compile(r'''^__version__\s+=\s+"([^"]+)"\s*$''', re.MULTILINE), '''__version__ = "VERSION"\n'''),
    '''setup''': (re.compile(r'''^(\s*)version\s*=\s*"[^"]+",''', re.MULTILINE), r'''\1version="VERSION",'''),
    '''doc''': (re.compile(r'''^(\s*)release\s*=\s*"[^"]+"$''', re.MULTILINE), '''release = "VERSION"\n'''),
}
lowerCAmelCase_			=							{
    '''init''': '''src/diffusers/__init__.py''',
    '''setup''': '''setup.py''',
}
lowerCAmelCase_			=							'''README.md'''

def       __lowerCamelCase    (       SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE							)		->       Tuple:






       """simple docstring"""




       with open(SCREAMING_SNAKE_CASE,'r',encoding='utf-8',newline='\n'							) as f:
              _UpperCAmelCase     =     f.read()
       _UpperCAmelCase    ,							_UpperCAmelCase     =     REPLACE_PATTERNS[pattern]
       _UpperCAmelCase     =     replace.replace('VERSION',SCREAMING_SNAKE_CASE							)
       _UpperCAmelCase     =     re_pattern.sub(SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE							)
       with open(SCREAMING_SNAKE_CASE,'w',encoding='utf-8',newline='\n'							) as f:
              f.write(SCREAMING_SNAKE_CASE							)

def       __lowerCamelCase    (       SCREAMING_SNAKE_CASE							)		->       Optional[Any]:






       """simple docstring"""




       for folder, directories, fnames in os.walk(SCREAMING_SNAKE_CASE							):
              # Removing some of the folders with non-actively maintained examples from the walk
              if "research_projects" in directories:
                     directories.remove('research_projects'							)
              if "legacy" in directories:
                     directories.remove('legacy'							)
              for fname in fnames:
                     if fname.endswith('.py'							):
                            update_version_in_file(os.path.join(SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE							),SCREAMING_SNAKE_CASE,pattern='examples'							)

def       __lowerCamelCase    (       SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE=False							)		->       Any:






       """simple docstring"""




       for pattern, fname in REPLACE_FILES.items():
              update_version_in_file(SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE,SCREAMING_SNAKE_CASE							)
       if not patch:
              update_version_in_examples(SCREAMING_SNAKE_CASE							)

def       __lowerCamelCase    (       )		->       int:






       """simple docstring"""




       _UpperCAmelCase     =     '🤗 Transformers currently provides the following architectures'
       _UpperCAmelCase     =     '1. Want to contribute a new model?'
       with open(SCREAMING_SNAKE_CASE,'r',encoding='utf-8',newline='\n'							) as f:
              _UpperCAmelCase     =     f.readlines()

       # Find the start of the list.
       _UpperCAmelCase     =     0
       while not lines[start_index].startswith(_start_prompt							):
              start_index += 1
       start_index += 1

       _UpperCAmelCase     =     start_index
       # Update the lines in the model list.
       while not lines[index].startswith(_end_prompt							):
              if lines[index].startswith('1.'							):
                     _UpperCAmelCase     =     lines[index].replace(
                         'https://huggingface.co/docs/diffusers/main/model_doc','https://huggingface.co/docs/diffusers/model_doc',)
              index += 1

       with open(SCREAMING_SNAKE_CASE,'w',encoding='utf-8',newline='\n'							) as f:
              f.writelines(SCREAMING_SNAKE_CASE							)

def       __lowerCamelCase    (       )		->       Any:






       """simple docstring"""




       with open(REPLACE_FILES['init'],'r'							) as f:
              _UpperCAmelCase     =     f.read()
       _UpperCAmelCase     =     REPLACE_PATTERNS['init'][0].search(SCREAMING_SNAKE_CASE							).groups()[0]
       return packaging.version.parse(SCREAMING_SNAKE_CASE							)

def       __lowerCamelCase    (       SCREAMING_SNAKE_CASE=False							)		->       str:






       """simple docstring"""




       _UpperCAmelCase     =     get_version()
       if patch and default_version.is_devrelease:
              raise ValueError('Can\'t create a patch version from the dev branch, checkout a released version!'							)
       if default_version.is_devrelease:
              _UpperCAmelCase     =     default_version.base_version
       elif patch:
              _UpperCAmelCase     =     F"""{default_version.major}.{default_version.minor}.{default_version.micro + 1}"""
       else:
              _UpperCAmelCase     =     F"""{default_version.major}.{default_version.minor + 1}.0"""

       # Now let's ask nicely if that's the right one.
       _UpperCAmelCase     =     input(F"""Which version are you releasing? [{default_version}]"""							)
       if len(SCREAMING_SNAKE_CASE							) == 0:
              _UpperCAmelCase     =     default_version

       print(F"""Updating version to {version}."""							)
       global_version_update(SCREAMING_SNAKE_CASE,patch=SCREAMING_SNAKE_CASE							)

def       __lowerCamelCase    (       )		->       Optional[int]:






       """simple docstring"""




       _UpperCAmelCase     =     get_version()
       _UpperCAmelCase     =     F"""{current_version.major}.{current_version.minor + 1}.0.dev0"""
       _UpperCAmelCase     =     current_version.base_version

       # Check with the user we got that right.
       _UpperCAmelCase     =     input(F"""Which version are we developing now? [{dev_version}]"""							)
       if len(SCREAMING_SNAKE_CASE							) == 0:
              _UpperCAmelCase     =     dev_version

       print(F"""Updating version to {version}."""							)
       global_version_update(SCREAMING_SNAKE_CASE							)


#    print("Cleaning main README, don't forget to run `make fix-copies`.")
#    clean_main_ref_in_model_list()


if __name__ == "__main__":
   lowerCAmelCase_			=							argparse.ArgumentParser()
   parser.add_argument('''--post_release''', action='''store_true''', help='''Whether this is pre or post release.''')
   parser.add_argument('''--patch''', action='''store_true''', help='''Whether or not this is a patch release.''')
   lowerCAmelCase_			=							parser.parse_args()
   if not args.post_release:
      pre_release_work(patch=args.patch)
   elif args.patch:
      print('''Nothing to do after a patch :-)''')
   else:
      post_release_work()













"""simple docstring"""






from datetime import datetime

import matplotlib.pyplot as plt
import torch

def       __lowerCamelCase    (       SCREAMING_SNAKE_CASE							)		->       Any:






       """simple docstring"""




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

def       __lowerCamelCase    (       )		->       Dict:






       """simple docstring"""




       _UpperCAmelCase     =     'cuda' if torch.cuda.is_available() else 'cpu'
       if torch.backends.mps.is_available() and torch.backends.mps.is_built():
              _UpperCAmelCase     =     '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       __lowerCamelCase    (       SCREAMING_SNAKE_CASE							)		->       str:






       """simple docstring"""




       _UpperCAmelCase     =     plt.imshow(SCREAMING_SNAKE_CASE							)
       fig.axes.get_xaxis().set_visible(SCREAMING_SNAKE_CASE							)
       fig.axes.get_yaxis().set_visible(SCREAMING_SNAKE_CASE							)
       plt.show()


def       __lowerCamelCase    (       )		->       Dict:






       """simple docstring"""




       _UpperCAmelCase     =     datetime.now()
       _UpperCAmelCase     =     current_time.strftime('%H:%M:%S'							)
       return timestamp






