




from manim import *







class 						lowercase							(   UpperCamelCase__		):

     def 					a__	(  self				)						->							Dict:
           _A							:     List[Any]			=						Rectangle(height=0.5		,     width=0.5				)
           _A							:     Optional[int]			=						Rectangle(height=0.46		,     width=0.46				).set_stroke(width=0				)

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

           _A							:     Optional[Any]			=						[mem.copy() for i in range(4				)]
           _A							:     Optional[int]			=						VGroup(*_a				).arrange(_a		,     buff=0				)
           _A							:     Optional[Any]			=						Text("""GPU"""		,     font_size=24				)
           _A							:     Union[str, Any]			=						Group(_a		,     _a				).arrange(_a		,     buff=0.5		,     aligned_edge=_a				)
           gpu.move_to([-1, -1, 0]				)
           self.add(_a				)

           _A							:     str			=						[mem.copy() for i in range(6				)]
           _A							:     int			=						VGroup(*_a				).arrange(_a		,     buff=0				)

           _A							:     str			=						Text("""Model"""		,     font_size=24				)
           _A							:     List[Any]			=						Group(_a		,     _a				).arrange(_a		,     buff=0.5		,     aligned_edge=_a				)
           model.move_to([3, -1.0, 0]				)
           self.add(_a				)

           _A							:     List[str]			=						[]
           for i, rect in enumerate(_a				):
                 rect.set_stroke(_a				)
                 # target = fill.copy().set_fill(YELLOW, opacity=0.7)
                 # target.move_to(rect)
                 # self.add(target)

                 _A							:     str			=						Rectangle(height=0.46 / 4		,     width=0.46 / 3				).set_stroke(width=0.0				).set_fill(_a		,     opacity=0.7				)

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

           _A							:     Union[str, Any]			=						[mem.copy() for i in range(6				)]
           _A							:     str			=						VGroup(*_a				).arrange(_a		,     buff=0				)

           _A							:     List[str]			=						Text("""Loaded Checkpoint"""		,     font_size=24				)
           _A							:     Optional[int]			=						Group(_a		,     _a				).arrange(_a		,     aligned_edge=_a		,     buff=0.4				)
           checkpoint.move_to([3, 0.5, 0]				)

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

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

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

           self.add(_a		,     _a				)

           _A							:     List[str]			=						MarkupText(
               F'''<span fgcolor=\'{BLUE}\'>●</span> Checkpoint'''		,     font_size=18		,     )

           blue_text.next_to(_a		,     DOWN * 2.4		,     aligned_edge=key_text.get_left()				)

           _A							:     Optional[int]			=						MarkupText(
               F'''Next, a <i><span fgcolor="{BLUE}">second</span></i> model is loaded into memory,\nwith the weights of a <span fgcolor="{BLUE}">single shard</span>.'''		,     font_size=24		,     )
           step_a.move_to([2, 2, 0]				)
           self.play(Write(_a				)		,     Write(_a				)				)

           self.play(Write(_a		,     run_time=1				)		,     Create(_a		,     run_time=1				)				)

           _A							:     Optional[int]			=						[]
           _A							:     Dict			=						[]
           for i, rect in enumerate(_a				):
                 _A							:     int			=						fill.copy().set_fill(_a		,     opacity=0.7				)
                 target.move_to(_a				)
                 first_animations.append(GrowFromCenter(_a		,     run_time=1				)				)

                 _A							:     Optional[Any]			=						target.copy()
                 cpu_target.generate_target()
                 if i < 5:
                       cpu_target.target.move_to(cpu_left_col_base[i + 1]				)
                 else:
                       cpu_target.target.move_to(cpu_right_col_base[i - 5]				)
                 second_animations.append(MoveToTarget(_a		,     run_time=1.5				)				)

           self.play(*_a				)
           self.play(*_a				)
           self.wait()



"""simple docstring"""




UpperCAmelCase__      :    Any    							= '\n# Transformers installation\n! pip install transformers datasets\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/transformers.git\n'

UpperCAmelCase__      :    Any    							= [{'type': 'code', 'content': INSTALL_CONTENT}]
UpperCAmelCase__      :    Optional[int]    							= {
    '{processor_class}': 'FakeProcessorClass',
    '{model_class}': 'FakeModelClass',
    '{object_class}': 'FakeObjectClass',
}




