from manim import *





class 					A							(    __snake_case					):


   def       lowercase_				(self					:						List[str]		)						->    Optional[Any]:
         """simple docstring"""



         UpperCAmelCase__								=  Rectangle(height=0.5	,  width=0.5		)
         UpperCAmelCase__								=  Rectangle(height=0.46	,  width=0.46		).set_stroke(width=0		)

         UpperCAmelCase__								=  [mem.copy() for i in range(6		)]
         UpperCAmelCase__								=  [mem.copy() for i in range(6		)]
         UpperCAmelCase__								=  VGroup(*lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0		)
         UpperCAmelCase__								=  VGroup(*lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0		)
         UpperCAmelCase__								=  VGroup(lowerCamelCase_	,  lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0		)
         UpperCAmelCase__								=  Text("CPU"	,  font_size=2_4		)
         UpperCAmelCase__								=  Group(lowerCamelCase_	,  lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0.5	,  aligned_edge=lowerCamelCase_		)
         cpu.move_to([-2.5, -0.5, 0]		)
         self.add(lowerCamelCase_		)

         UpperCAmelCase__								=  [mem.copy() for i in range(1		)]
         UpperCAmelCase__								=  VGroup(*lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0		)
         UpperCAmelCase__								=  Text("GPU"	,  font_size=2_4		)
         UpperCAmelCase__								=  Group(lowerCamelCase_	,  lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0.5	,  aligned_edge=lowerCamelCase_		)
         gpu.align_to(lowerCamelCase_	,  lowerCamelCase_		)
         gpu.set_x(gpu.get_x() - 1		)

         self.add(lowerCamelCase_		)

         UpperCAmelCase__								=  [mem.copy() for i in range(6		)]
         UpperCAmelCase__								=  VGroup(*lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0		)

         UpperCAmelCase__								=  Text("Model"	,  font_size=2_4		)
         UpperCAmelCase__								=  Group(lowerCamelCase_	,  lowerCamelCase_		).arrange(lowerCamelCase_	,  buff=0.5	,  aligned_edge=lowerCamelCase_		)
         model.move_to([3, -1.0, 0]		)

         self.play(
             Create(lowerCamelCase_	,  run_time=1		)	,  Create(lowerCamelCase_	,  run_time=1		)	,  Create(lowerCamelCase_	,  run_time=1		)	,  )

         UpperCAmelCase__								=  MarkupText(
             f"""First, an empty model skeleton is loaded\ninto <span fgcolor=\'{YELLOW}\'>memory</span> without using much RAM."""	,  font_size=2_4	,  )

         UpperCAmelCase__								=  Square(side_length=2.2		)
         key.move_to([-5, 2, 0]		)

         UpperCAmelCase__								=  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]		)

         step_a.move_to([2, 2, 0]		)
         self.play(Write(lowerCamelCase_	,  run_time=2.5		)	,  Write(lowerCamelCase_		)	,  Write(lowerCamelCase_		)		)

         self.add(lowerCamelCase_		)

         UpperCAmelCase__								=  []
         UpperCAmelCase__								=  []
         UpperCAmelCase__								=  []
         for i, rect in enumerate(lowerCamelCase_		):
               UpperCAmelCase__								=  Rectangle(height=0.46	,  width=0.46		).set_stroke(width=0.0		).set_fill(lowerCamelCase_	,  opacity=0.7		)
               cpu_target.move_to(lowerCamelCase_		)
               cpu_target.generate_target()
               UpperCAmelCase__								=  0.46 / 4
               UpperCAmelCase__								=  0.46 / 3

               if i == 0:
                     cpu_target.target.next_to(cpu_left_col_base[0].get_corner(DOWN + LEFT		)	,  buff=0.02	,  direction=lowerCamelCase_		)
                     cpu_target.target.set_x(cpu_target.target.get_x() + 0.1		)
               elif i == 3:
                     cpu_target.target.next_to(cpu_targs[0].target	,  direction=lowerCamelCase_	,  buff=0.0		)
               else:
                     cpu_target.target.next_to(cpu_targs[i - 1].target	,  direction=lowerCamelCase_	,  buff=0.0		)
               cpu_targs.append(lowerCamelCase_		)

               first_animations.append(rect.animate(run_time=0.5		).set_stroke(lowerCamelCase_		)		)
               second_animations.append(MoveToTarget(lowerCamelCase_	,  run_time=1.5		)		)

         self.play(*lowerCamelCase_		)
         self.play(*lowerCamelCase_		)

         self.wait()




# Lint as: python3
import itertools
import os
import re


UpperCamelCase__    							= re.compile(R'([A-Z]+)([A-Z][a-z])')
UpperCamelCase__    							= re.compile(R'([a-z\d])([A-Z])')

UpperCamelCase__    							= re.compile(R'(?<!_)_(?!_)')
UpperCamelCase__    							= re.compile(R'(_{2,})')

UpperCamelCase__    							= R'^\w+(\.\w+)*$'

UpperCamelCase__    							= R'<>:/\|?*'




def        lowerCAmelCase_			(					__A							)					->    Dict:







      '''simple docstring'''


      UpperCAmelCase__								=  _uppercase_uppercase_re.sub(r"\1_\2",  __A							)
      UpperCAmelCase__								=  _lowercase_uppercase_re.sub(r"\1_\2",  __A							)
      return name.lower()




def        lowerCAmelCase_			(					__A							)					->    Optional[Any]:







      '''simple docstring'''


      UpperCAmelCase__								=  _single_underscore_re.split(__A							)
      UpperCAmelCase__								=  [_multiple_underscores_re.split(__A							) for n in name]
      return "".join(n.capitalize() for n in itertools.chain.from_iterable(__A							) if n != ""							)




def        lowerCAmelCase_			(					__A							)					->    List[str]:







      '''simple docstring'''


      if os.path.basename(__A							) != name:
            raise ValueError(f"""Should be a dataset name, not a path: {name}"""							)
      return camelcase_to_snakecase(__A							)




def        lowerCAmelCase_			(					__A,  __A							)					->    Optional[int]:







      '''simple docstring'''


      if os.path.basename(__A							) != name:
            raise ValueError(f"""Should be a dataset name, not a path: {name}"""							)
      if not re.match(_split_re,  __A							):
            raise ValueError(f"""Split name should match '{_split_re}'' but got '{split}'."""							)
      return f"""{filename_prefix_for_name(__A							)}-{split}"""




def        lowerCAmelCase_			(					__A,  __A,  __A,  __A=None							)					->    str:







      '''simple docstring'''


      UpperCAmelCase__								=  filename_prefix_for_split(__A,  __A							)
      if filetype_suffix:
            prefix += f""".{filetype_suffix}"""
      UpperCAmelCase__								=  os.path.join(__A,  __A							)
      return f"""{filepath}*"""







def        lowerCAmelCase_			(					__A,  __A,  __A,  __A=None,  __A=None							)					->    Any:







      '''simple docstring'''


      UpperCAmelCase__								=  filename_prefix_for_split(__A,  __A							)
      UpperCAmelCase__								=  os.path.join(__A,  __A							)

      if shard_lengths:
            UpperCAmelCase__								=  len(__A							)
            UpperCAmelCase__								=  [f"""{prefix}-{shard_id:05d}-of-{num_shards:05d}""" for shard_id in range(__A							)]
            if filetype_suffix:
                  UpperCAmelCase__								=  [filename + f""".{filetype_suffix}""" for filename in filenames]
            return filenames
      else:
            UpperCAmelCase__								=  prefix
            if filetype_suffix:
                  filename += f""".{filetype_suffix}"""
            return [filename]



