from manim import *



class 		UpperCamelCase__  (	__lowercase   ):
   def 				lowerCAmelCase      (self			: List[str]       ):
    __a			:  Union[str, Any]		    =  Rectangle(height=0.5 ,    width=0.5       )
    __a			:  Union[str, Any]		    =  Rectangle(height=0.46 ,    width=0.46       ).set_stroke(width=0       )

    __a			:  Optional[int]		    =  Rectangle(height=0.25 ,    width=0.25       )

    __a			:  Tuple		    =  [mem.copy() for i in range(6       )]
    __a			:  Dict		    =  [mem.copy() for i in range(6       )]
    __a			:  str		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  Optional[int]		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  Dict		    =  VGroup(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  str		    =  Text('''CPU''' ,    font_size=2_4       )
    __a			:  Union[str, Any]		    =  Group(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0.5 ,    aligned_edge=snake_case_       )
    cpu.move_to([-2.5, -0.5, 0]       )
    self.add(snake_case_       )

    __a			:  List[Any]		    =  [mem.copy() for i in range(4       )]
    __a			:  List[Any]		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  List[Any]		    =  Text('''GPU''' ,    font_size=2_4       )
    __a			:  Union[str, Any]		    =  Group(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0.5 ,    aligned_edge=snake_case_       )
    gpu.move_to([-1, -1, 0]       )
    self.add(snake_case_       )

    __a			:  str		    =  [mem.copy() for i in range(6       )]
    __a			:  Optional[Any]		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )

    __a			:  Tuple		    =  Text('''Model''' ,    font_size=2_4       )
    __a			:  Dict		    =  Group(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0.5 ,    aligned_edge=snake_case_       )
    model.move_to([3, -1.0, 0]       )
    self.add(snake_case_       )

    __a			:  List[str]		    =  []
    __a			:  Any		    =  []

    for i, rect in enumerate(snake_case_       ):
     __a			:  Dict		    =  fill.copy().set_fill(snake_case_ ,    opacity=0.8       )
     target.move_to(snake_case_       )
     model_arr.append(snake_case_       )

     __a			:  int		    =  Rectangle(height=0.46 ,    width=0.46       ).set_stroke(width=0.0       ).set_fill(snake_case_ ,    opacity=0.8       )
     cpu_target.move_to(cpu_left_col_base[i]       )
     model_cpu_arr.append(snake_case_       )

    self.add(*snake_case_ ,    *snake_case_       )

    __a			:  List[str]		    =  [meta_mem.copy() for i in range(6       )]
    __a			:  Union[str, Any]		    =  [meta_mem.copy() for i in range(6       )]
    __a			:  Union[str, Any]		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  Dict		    =  VGroup(*snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  Tuple		    =  VGroup(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0       )
    __a			:  int		    =  Text('''Disk''' ,    font_size=2_4       )
    __a			:  Any		    =  Group(snake_case_ ,    snake_case_       ).arrange(snake_case_ ,    buff=0.5 ,    aligned_edge=snake_case_       )
    disk.move_to([-4, -1.25, 0]       )
    self.add(snake_case_ ,    snake_case_       )

    __a			:  Optional[int]		    =  Square(side_length=2.2       )
    key.move_to([-5, 2, 0]       )

    __a			:  Optional[int]		    =  MarkupText(
        f"<b>Key:</b>\n\n<span fgcolor='{YELLOW}'>●</span> Empty Model" ,    font_size=1_8 ,    )

    key_text.move_to([-5, 2.4, 0]       )

    self.add(snake_case_ ,    snake_case_       )

    __a			:  Dict		    =  MarkupText(
        f"<span fgcolor='{BLUE}'>●</span> Checkpoint" ,    font_size=1_8 ,    )

    blue_text.next_to(snake_case_ ,    DOWN * 2.4 ,    aligned_edge=key_text.get_left()       )
    self.add(snake_case_       )

    __a			:  Optional[int]		    =  MarkupText(
        f"Now watch as an input is passed through the model\nand how the memory is utilized and handled." ,    font_size=2_4 ,    )
    step_a.move_to([2, 2, 0]       )

    self.play(Write(snake_case_       )       )

    __a			:  Any		    =  Square(0.3       )
    input.set_fill(snake_case_ ,    opacity=1.0       )
    input.set_stroke(width=0.0       )
    input.next_to(model_base[0] ,    snake_case_ ,    buff=0.5       )

    self.play(Write(snake_case_       )       )

    input.generate_target()
    input.target.next_to(model_arr[0] ,    direction=snake_case_ ,    buff=0.02       )
    self.play(MoveToTarget(snake_case_       )       )

    self.play(FadeOut(snake_case_       )       )

    __a			:  Dict		    =  Arrow(start=snake_case_ ,    end=snake_case_ ,    color=snake_case_ ,    buff=0.5       )
    a.next_to(model_arr[0].get_left() ,    snake_case_ ,    buff=0.2       )

    model_cpu_arr[0].generate_target()
    model_cpu_arr[0].target.move_to(gpu_rect[0]       )

    __a			:  Optional[Any]		    =  MarkupText(
        f"As the input reaches a layer, the hook triggers\nand weights are moved from the CPU\nto the GPU and back." ,    font_size=2_4 ,    )
    step_a.move_to([2, 2, 0]       )

    self.play(Write(snake_case_ ,    run_time=3       )       )

    __a			:  Any		    =  {'''run_time''': 1, '''fade_in''': True, '''fade_out''': True, '''buff''': 0.02}

    self.play(
        Write(snake_case_       ) ,    Circumscribe(model_arr[0] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(model_cpu_arr[0] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(gpu_rect[0] ,    color=snake_case_ ,    **snake_case_       ) ,    )
    self.play(MoveToTarget(model_cpu_arr[0]       )       )

    __a			:  List[Any]		    =  a.copy()
    for i in range(6       ):
     a_c.next_to(model_arr[i].get_right() + 0.02 ,    snake_case_ ,    buff=0.2       )

     input.generate_target()
     input.target.move_to(model_arr[i].get_right() + 0.02       )

     __a			:  List[Any]		    =  AnimationGroup(
         FadeOut(snake_case_ ,    run_time=0.5       ) ,    MoveToTarget(snake_case_ ,    run_time=0.5       ) ,    FadeIn(snake_case_ ,    run_time=0.5       ) ,    lag_ratio=0.2       )

     self.play(snake_case_       )

     model_cpu_arr[i].generate_target()
     model_cpu_arr[i].target.move_to(cpu_left_col_base[i]       )

     if i < 5:
      model_cpu_arr[i + 1].generate_target()
      model_cpu_arr[i + 1].target.move_to(gpu_rect[0]       )
      if i >= 1:
       __a			:  int		    =  0.7

      self.play(
          Circumscribe(model_arr[i] ,    **snake_case_       ) ,    Circumscribe(cpu_left_col_base[i] ,    **snake_case_       ) ,    Circumscribe(cpu_left_col_base[i + 1] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(gpu_rect[0] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(model_arr[i + 1] ,    color=snake_case_ ,    **snake_case_       ) ,    )
      if i < 1:
       self.play(
           MoveToTarget(model_cpu_arr[i]       ) ,    MoveToTarget(model_cpu_arr[i + 1]       ) ,    )
      else:
       self.play(
           MoveToTarget(model_cpu_arr[i] ,    run_time=0.7       ) ,    MoveToTarget(model_cpu_arr[i + 1] ,    run_time=0.7       ) ,    )
     else:
      model_cpu_arr[i].generate_target()
      model_cpu_arr[i].target.move_to(cpu_left_col_base[-1]       )
      input.generate_target()
      input.target.next_to(model_arr[-1].get_right() ,    RIGHT + 0.02 ,    buff=0.2       )

      self.play(
          Circumscribe(model_arr[-1] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(cpu_left_col_base[-1] ,    color=snake_case_ ,    **snake_case_       ) ,    Circumscribe(gpu_rect[0] ,    color=snake_case_ ,    **snake_case_       ) ,    )

      self.play(MoveToTarget(model_cpu_arr[i]       )       )

     __a			:  Any		    =  a_c
     __a			:  Dict		    =  a_c.copy()

    input.generate_target()
    input.target.next_to(model_base[-1] ,    RIGHT + 0.02 ,    buff=0.5       )
    self.play(
        FadeOut(snake_case_       ) ,    FadeOut(snake_case_ ,    run_time=0.5       ) ,    )

    __a			:  List[str]		    =  MarkupText(f"Inference on a model too large for GPU memory\nis successfully completed." ,    font_size=2_4       )
    step_a.move_to([2, 2, 0]       )

    self.play(Write(snake_case_ ,    run_time=3       ) ,    MoveToTarget(snake_case_       )       )

    self.wait()


import argparse
import os
import re

import packaging.version


lowercase__          ='examples/'
lowercase__          ={
    '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'),
}
lowercase__          ={
    'init': 'src/transformers/__init__.py',
    'setup': 'setup.py',
}
lowercase__          ='README.md'




def        __UpperCamelCase					(    lowerCAmelCase__							:    List[Any]  ,       lowerCAmelCase__							:    Dict  ,       lowerCAmelCase__							:    Tuple  ):
 with open(lowerCAmelCase__  ,       '''r'''  ,       encoding='''utf-8'''  ,       newline='''\n'''  ) as f:
  __a			:  Tuple		    =  f.read()
 __a    ,	__a			:  Optional[int]		    =  REPLACE_PATTERNS[pattern]
 __a			:  List[Any]		    =  replace.replace('''VERSION'''  ,       lowerCAmelCase__  )
 __a			:  Any		    =  re_pattern.sub(lowerCAmelCase__  ,       lowerCAmelCase__  )
 with open(lowerCAmelCase__  ,       '''w'''  ,       encoding='''utf-8'''  ,       newline='''\n'''  ) as f:
  f.write(lowerCAmelCase__  )




def        __UpperCamelCase					(    lowerCAmelCase__							:    Tuple  ):
 for folder, directories, fnames in os.walk(lowerCAmelCase__  ):
  # 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(lowerCAmelCase__  ,       lowerCAmelCase__  )  ,       lowerCAmelCase__  ,       pattern='''examples'''  )




def        __UpperCamelCase					(    lowerCAmelCase__							:    Optional[int]  ,       lowerCAmelCase__							:    Dict=False  ):
 for pattern, fname in REPLACE_FILES.items():
  update_version_in_file(lowerCAmelCase__  ,       lowerCAmelCase__  ,       lowerCAmelCase__  )
 if not patch:
  update_version_in_examples(lowerCAmelCase__  )




def        __UpperCamelCase					(    ):
 __a			:  Optional[int]		    =  '''🤗 Transformers currently provides the following architectures'''
 __a			:  int		    =  '''1. Want to contribute a new model?'''
 with open(lowerCAmelCase__  ,       '''r'''  ,       encoding='''utf-8'''  ,       newline='''\n'''  ) as f:
  __a			:  Tuple		    =  f.readlines()

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

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

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




def        __UpperCamelCase					(    ):
 with open(REPLACE_FILES['''init''']  ,       '''r'''  ) as f:
  __a			:  Optional[int]		    =  f.read()
 __a			:  str		    =  REPLACE_PATTERNS['''init'''][0].search(lowerCAmelCase__  ).groups()[0]
 return packaging.version.parse(lowerCAmelCase__  )




def        __UpperCamelCase					(    lowerCAmelCase__							:    Union[str, Any]=False  ):
 __a			:  str		    =  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:
  __a			:  Union[str, Any]		    =  default_version.base_version
 elif patch:
  __a			:  Tuple		    =  f"{default_version.major}.{default_version.minor}.{default_version.micro + 1}"
 else:
  __a			:  List[str]		    =  f"{default_version.major}.{default_version.minor + 1}.0"

 # Now let's ask nicely if that's the right one.
 __a			:  List[str]		    =  input(f"Which version are you releasing? [{default_version}]"  )
 if len(lowerCAmelCase__  ) == 0:
  __a			:  Tuple		    =  default_version

 print(f"Updating version to {version}."  )
 global_version_update(lowerCAmelCase__  ,       patch=lowerCAmelCase__  )
 if not patch:
  print('''Cleaning main README, don\'t forget to run `make fix-copies`.'''  )
  clean_main_ref_in_model_list()




def        __UpperCamelCase					(    ):
 __a			:  Dict		    =  get_version()
 __a			:  str		    =  f"{current_version.major}.{current_version.minor + 1}.0.dev0"
 __a			:  Any		    =  current_version.base_version

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

 print(f"Updating version to {version}."  )
 global_version_update(lowerCAmelCase__  )
 print('''Cleaning main README, don\'t forget to run `make fix-copies`.'''  )
 clean_main_ref_in_model_list()


if __name__ == "__main__":
      lowercase__          =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.')
      lowercase__          =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()
