
"""simple docstring"""





from manim import *
class 						SCREAMING_SNAKE_CASE_ (						__a ):




		"""simple docstring"""





		def 	snake_case_     (     self):
				__SCREAMING_SNAKE_CASE            = Rectangle(height=0.5							,  width=0.5)
				__SCREAMING_SNAKE_CASE            = Rectangle(height=0.46							,  width=0.46).set_stroke(width=0)

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

				__SCREAMING_SNAKE_CASE            = [mem.copy() for i in range(1)]
				__SCREAMING_SNAKE_CASE            = VGroup(*lowerCAmelCase__).arrange(lowerCAmelCase__							,  buff=0)
				__SCREAMING_SNAKE_CASE            = Text("""GPU"""							,  font_size=2_4)
				__SCREAMING_SNAKE_CASE            = 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__)

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

				__SCREAMING_SNAKE_CASE            = Text("""Model"""							,  font_size=2_4)
				__SCREAMING_SNAKE_CASE            = 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)							,  )

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

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

				__SCREAMING_SNAKE_CASE            = 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__)

				__SCREAMING_SNAKE_CASE            = []
				__SCREAMING_SNAKE_CASE            = []
				__SCREAMING_SNAKE_CASE            = []
				for i, rect in enumerate(lowerCAmelCase__):
						__SCREAMING_SNAKE_CASE            = 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()
						__SCREAMING_SNAKE_CASE            = 0.46 / 4
						__SCREAMING_SNAKE_CASE            = 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()






"""simple docstring"""





from typing import List, Optional, Union

from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding, PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy
from ...utils import TensorType
class 						SCREAMING_SNAKE_CASE_ (						__a ):




		"""simple docstring"""





		__lowercase							:  List[Any]						   =		['''image_processor''', '''tokenizer''']
		__lowercase							:  List[Any]						   =		'''BridgeTowerImageProcessor'''
		__lowercase							:  Tuple						   =		('''RobertaTokenizer''', '''RobertaTokenizerFast''')




		def __init__(     self							,  lowerCAmelCase__							,  lowerCAmelCase__):
				super().__init__(lowerCAmelCase__							,  lowerCAmelCase__)




		def __call__(     self							,  lowerCAmelCase__							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = True							,  lowerCAmelCase__ = False							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = 0							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = None							,  lowerCAmelCase__ = False							,  lowerCAmelCase__ = False							,  lowerCAmelCase__ = False							,  lowerCAmelCase__ = False							,  lowerCAmelCase__ = True							,  lowerCAmelCase__ = None							,  **lowerCAmelCase__							,  ):
				__SCREAMING_SNAKE_CASE            = self.tokenizer(
				    text=lowerCAmelCase__							,  add_special_tokens=lowerCAmelCase__							,  padding=lowerCAmelCase__							,  truncation=lowerCAmelCase__							,  max_length=lowerCAmelCase__							,  stride=lowerCAmelCase__							,  pad_to_multiple_of=lowerCAmelCase__							,  return_token_type_ids=lowerCAmelCase__							,  return_attention_mask=lowerCAmelCase__							,  return_overflowing_tokens=lowerCAmelCase__							,  return_special_tokens_mask=lowerCAmelCase__							,  return_offsets_mapping=lowerCAmelCase__							,  return_length=lowerCAmelCase__							,  verbose=lowerCAmelCase__							,  return_tensors=lowerCAmelCase__							,  **lowerCAmelCase__							,  )
				# add pixel_values + pixel_mask
				__SCREAMING_SNAKE_CASE            = self.image_processor(
				    lowerCAmelCase__							,  return_tensors=lowerCAmelCase__							,  do_normalize=lowerCAmelCase__							,  do_center_crop=lowerCAmelCase__							,  **lowerCAmelCase__)
				encoding.update(lowerCAmelCase__)

				return encoding




		def 	snake_case_     (     self							,  *lowerCAmelCase__							,  **lowerCAmelCase__):
				return self.tokenizer.batch_decode(*lowerCAmelCase__							,  **lowerCAmelCase__)




		def 	snake_case_     (     self							,  *lowerCAmelCase__							,  **lowerCAmelCase__):
				return self.tokenizer.decode(*lowerCAmelCase__							,  **lowerCAmelCase__)




		@property
		def 	snake_case_     (     self):
				__SCREAMING_SNAKE_CASE            = self.tokenizer.model_input_names
				__SCREAMING_SNAKE_CASE            = self.image_processor.model_input_names
				return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names))




