

'''simple docstring'''

from math import ceil

def 					__UpperCamelCase				(						lowercase__    :	List[Any],       lowercase__    :	Optional[Any]			):






     '''simple docstring'''





     __lowercase      		=list(range(0,       lowercase__			)			)

     __lowercase      		=[item for sublist in list(device_map.values()			) for item in sublist]

     # Duplicate check
     __lowercase      		=[]
     for i in device_map_blocks:
          if device_map_blocks.count(lowercase__			) > 1 and i not in duplicate_blocks:
               duplicate_blocks.append(lowercase__			)
    # Missing blocks
     __lowercase      		=[i for i in blocks if i not in device_map_blocks]
     __lowercase      		=[i for i in device_map_blocks if i not in blocks]

     if len(lowercase__			) != 0:
          raise ValueError(
              'Duplicate attention blocks specified in device_map. Attention blocks must be specified to one device.'
              ' These attention blocks were specified more than once: ' + str(lowercase__			)			)
     if len(lowercase__			) != 0:
          raise ValueError(
              'There are attention blocks for this model that are not specified in the device_map. Add these attention '
              'blocks to a device on the device_map: ' + str(lowercase__			)			)
     if len(lowercase__			) != 0:
          raise ValueError(
              'The device_map contains more attention blocks than this model has. Remove these from the device_map:'
              + str(lowercase__			)			)







def 					__UpperCamelCase				(						lowercase__    :	Optional[Any],       lowercase__    :	str			):






     '''simple docstring'''





     __lowercase      		=list(range(lowercase__			)			)
     __lowercase      		=int(ceil(n_layers / len(lowercase__			)			)			)
     __lowercase      		=[layers[i : i + n_blocks] for i in range(0,       lowercase__,       lowercase__			)]

     return dict(zip(lowercase__,       lowercase__			)			)






"""simple docstring"""



from manim import *







class _lowerCAmelCase							( snake_case_      ):







   def 					lowerCamelCase						(      self		)      ->						Any:

       '''simple docstring'''




       snake_case       : List[str]    =       Rectangle(height=0.5		,      width=0.5		)
       snake_case       : Dict    =       Rectangle(height=0.46		,      width=0.46		).set_stroke(width=0		)

       snake_case       : Tuple    =       [mem.copy() for i in range(6		)]
       snake_case       : Any    =       [mem.copy() for i in range(6		)]
       snake_case       : Tuple    =       VGroup(*UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0		)
       snake_case       : Optional[Any]    =       VGroup(*UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0		)
       snake_case       : Optional[Any]    =       VGroup(UpperCamelCase__		,      UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0		)
       snake_case       : Optional[Any]    =       Text("CPU"		,      font_size=24		)
       snake_case       : Optional[int]    =       Group(UpperCamelCase__		,      UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0.5		,      aligned_edge=UpperCamelCase__		)
       cpu.move_to([-2.5, -0.5, 0]		)
       self.add(UpperCamelCase__		)

       snake_case       : Optional[Any]    =       [mem.copy() for i in range(1		)]
       snake_case       : List[str]    =       VGroup(*UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0		)
       snake_case       : Optional[int]    =       Text("GPU"		,      font_size=24		)
       snake_case       : Tuple    =       Group(UpperCamelCase__		,      UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0.5		,      aligned_edge=UpperCamelCase__		)
       gpu.align_to(UpperCamelCase__		,      UpperCamelCase__		)
       gpu.set_x(gpu.get_x() - 1		)

       self.add(UpperCamelCase__		)

       snake_case       : Any    =       [mem.copy() for i in range(6		)]
       snake_case       : Any    =       VGroup(*UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0		)

       snake_case       : Dict    =       Text("Model"		,      font_size=24		)
       snake_case       : Optional[Any]    =       Group(UpperCamelCase__		,      UpperCamelCase__		).arrange(UpperCamelCase__		,      buff=0.5		,      aligned_edge=UpperCamelCase__		)
       model.move_to([3, -1.0, 0]		)

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

       snake_case       : Optional[Any]    =       MarkupText(
           F'First, an empty model skeleton is loaded\ninto <span fgcolor=\'{YELLOW}\'>memory</span> without using much RAM.'		,      font_size=24		,      )

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

       snake_case       : Any    =       MarkupText(
           F'<b>Key:</b>\n\n<span fgcolor=\'{YELLOW}\'>●</span> Empty Model'		,      font_size=18		,      )

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

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

       self.add(UpperCamelCase__		)

       snake_case       : Optional[Any]    =       []
       snake_case       : Dict    =       []
       snake_case       : Union[str, Any]    =       []
       for i, rect in enumerate(UpperCamelCase__		):
           snake_case       : Any    =       Rectangle(height=0.46		,      width=0.46		).set_stroke(width=0.0		).set_fill(UpperCamelCase__		,      opacity=0.7		)
           cpu_target.move_to(UpperCamelCase__		)
           cpu_target.generate_target()
           snake_case       : Optional[int]    =       0.46 / 4
           snake_case       : Any    =       0.46 / 3

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

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

       self.play(*UpperCamelCase__		)
       self.play(*UpperCamelCase__		)

       self.wait()





