
"""simple docstring"""

import gc
import random
import unittest

import numpy as np
import torch
from PIL import Image
from transformers import CLIPImageProcessor, CLIPVisionConfig

from diffusers import AutoencoderKL, PaintByExamplePipeline, PNDMScheduler, UNetaDConditionModel
from diffusers.pipelines.paint_by_example import PaintByExampleImageEncoder
from diffusers.utils import floats_tensor, load_image, slow, torch_device
from diffusers.utils.testing_utils import enable_full_determinism, require_torch_gpu

from ..pipeline_params import IMAGE_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS, IMAGE_GUIDED_IMAGE_INPAINTING_PARAMS
from ..test_pipelines_common import PipelineTesterMixin


enable_full_determinism()

class __lowerCAmelCase						( __SCREAMING_SNAKE_CASE     ,    unittest.TestCase     ):
     lowercase		  =		PaintByExamplePipeline
     lowercase		  =		IMAGE_GUIDED_IMAGE_INPAINTING_PARAMS
     lowercase		  =		IMAGE_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS
     lowercase		  =		frozenset([]     )  # TO_DO: update the image_prams once refactored VaeImageProcessor.preprocess





     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      torch.manual_seed(0 )
      __UpperCamelCase							    =			UNetaDConditionModel(
          block_out_channels=(32, 64)      ,	layers_per_block=2      ,	sample_size=32      ,	in_channels=9      ,	out_channels=4      ,	down_block_types=('DownBlock2D', 'CrossAttnDownBlock2D')      ,	up_block_types=('CrossAttnUpBlock2D', 'UpBlock2D')      ,	cross_attention_dim=32      ,	)
      __UpperCamelCase							    =			PNDMScheduler(skip_prk_steps=__UpperCAmelCase )
      torch.manual_seed(0 )
      __UpperCamelCase							    =			AutoencoderKL(
          block_out_channels=[32, 64]      ,	in_channels=3      ,	out_channels=3      ,	down_block_types=['DownEncoderBlock2D', 'DownEncoderBlock2D']      ,	up_block_types=['UpDecoderBlock2D', 'UpDecoderBlock2D']      ,	latent_channels=4      ,	)
      torch.manual_seed(0 )
      __UpperCamelCase							    =			CLIPVisionConfig(
          hidden_size=32      ,	projection_dim=32      ,	intermediate_size=37      ,	layer_norm_eps=1E-05      ,	num_attention_heads=4      ,	num_hidden_layers=5      ,	image_size=32      ,	patch_size=4      ,	)
      __UpperCamelCase							    =			PaintByExampleImageEncoder(__UpperCAmelCase      ,	proj_size=32 )
      __UpperCamelCase							    =			CLIPImageProcessor(crop_size=32      ,	size=32 )

      __UpperCamelCase							    =			{
          'unet': unet,
          'scheduler': scheduler,
          'vae': vae,
          'image_encoder': image_encoder,
          'safety_checker': None,
          'feature_extractor': feature_extractor,
      }
      return components





     def 		UpperCAmelCase   (      self      ,	__UpperCAmelCase ):

      '''simple docstring'''




      __UpperCamelCase							    =			np.array(image.convert('RGB' ) )
      __UpperCamelCase							    =			image[None].transpose(0      ,	3      ,	1      ,	2 )
      __UpperCamelCase							    =			torch.from_numpy(__UpperCAmelCase ).to(dtype=torch.floataa ) / 1_2_7.5 - 1.0
      return image





     def 		UpperCAmelCase   (      self      ,	__UpperCAmelCase="cpu"      ,	__UpperCAmelCase=0 ):

      '''simple docstring'''




      __UpperCamelCase							    =			floats_tensor((1, 3, 32, 32)      ,	rng=random.Random(__UpperCAmelCase ) ).to(__UpperCAmelCase )
      __UpperCamelCase							    =			image.cpu().permute(0      ,	2      ,	3      ,	1 )[0]
      __UpperCamelCase							    =			Image.fromarray(np.uinta(__UpperCAmelCase ) ).convert('RGB' ).resize((64, 64) )
      __UpperCamelCase							    =			Image.fromarray(np.uinta(image + 4 ) ).convert('RGB' ).resize((64, 64) )
      __UpperCamelCase							    =			Image.fromarray(np.uinta(__UpperCAmelCase ) ).convert('RGB' ).resize((32, 32) )

      if str(__UpperCAmelCase ).startswith('mps' ):
       __UpperCamelCase							    =			torch.manual_seed(__UpperCAmelCase )
      else:
       __UpperCamelCase							    =			torch.Generator(device=__UpperCAmelCase ).manual_seed(__UpperCAmelCase )
      __UpperCamelCase							    =			{
          'example_image': example_image,
          'image': init_image,
          'mask_image': mask_image,
          'generator': generator,
          'num_inference_steps': 2,
          'guidance_scale': 6.0,
          'output_type': 'numpy',
      }
      return inputs





     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      __UpperCamelCase							    =			self.get_dummy_components()

      # make sure here that pndm scheduler skips prk
      __UpperCamelCase							    =			PaintByExamplePipeline(**__UpperCAmelCase )
      __UpperCamelCase							    =			pipe.to('cpu' )
      pipe.set_progress_bar_config(disable=__UpperCAmelCase )

      __UpperCamelCase							    =			self.get_dummy_inputs()
      __UpperCamelCase							    =			pipe(**__UpperCAmelCase )
      __UpperCamelCase							    =			output.images

      __UpperCamelCase							    =			image[0, -3:, -3:, -1]

      assert image.shape == (1, 64, 64, 3)
      __UpperCamelCase							    =			np.array([0.4_6_8_6, 0.5_6_8_7, 0.4_0_0_7, 0.5_2_1_8, 0.5_7_4_1, 0.4_4_8_2, 0.4_9_4_0, 0.4_6_2_9, 0.4_5_0_3] )

      assert np.abs(image_slice.flatten() - expected_slice ).max() < 1E-2





     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      __UpperCamelCase							    =			'cpu'
      __UpperCamelCase							    =			self.get_dummy_inputs()
      inputs.pop('mask_image' )
      __UpperCamelCase							    =			self.convert_to_pt(inputs.pop('image' ) )
      __UpperCamelCase							    =			image.clamp(0      ,	1 ) / 2

      # make sure here that pndm scheduler skips prk
      __UpperCamelCase							    =			PaintByExamplePipeline(**self.get_dummy_components() )
      __UpperCamelCase							    =			pipe.to(__UpperCAmelCase )
      pipe.set_progress_bar_config(disable=__UpperCAmelCase )

      __UpperCamelCase							    =			pipe(image=__UpperCAmelCase      ,	mask_image=mask_image[:, 0]      ,	**__UpperCAmelCase )
      __UpperCamelCase							    =			output.images

      __UpperCamelCase							    =			image.cpu().permute(0      ,	2      ,	3      ,	1 )[0]
      __UpperCamelCase							    =			mask_image.cpu().permute(0      ,	2      ,	3      ,	1 )[0]

      __UpperCamelCase							    =			Image.fromarray(np.uinta(__UpperCAmelCase ) ).convert('RGB' )
      __UpperCamelCase							    =			Image.fromarray(np.uinta(__UpperCAmelCase ) ).convert('RGB' )

      __UpperCamelCase							    =			pipe(**self.get_dummy_inputs() )
      __UpperCamelCase							    =			output.images

      assert out_a.shape == (1, 64, 64, 3)
      assert np.abs(out_a.flatten() - out_a.flatten() ).max() < 5E-2







     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      super().test_inference_batch_single_identical(expected_max_diff=3E-3 )


@slow
@require_torch_gpu
class __lowerCAmelCase						( unittest.TestCase     ):





     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      super().tearDown()
      gc.collect()
      torch.cuda.empty_cache()







     def 		UpperCAmelCase   (      self ):

      '''simple docstring'''




      __UpperCamelCase							    =			load_image(
          'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
          '/paint_by_example/dog_in_bucket.png' )
      __UpperCamelCase							    =			load_image(
          'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
          '/paint_by_example/mask.png' )
      __UpperCamelCase							    =			load_image(
          'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
          '/paint_by_example/panda.jpg' )

      __UpperCamelCase							    =			PaintByExamplePipeline.from_pretrained('Fantasy-Studio/Paint-by-Example' )
      __UpperCamelCase							    =			pipe.to(__UpperCAmelCase )
      pipe.set_progress_bar_config(disable=__UpperCAmelCase )

      __UpperCamelCase							    =			torch.manual_seed(321 )
      __UpperCamelCase							    =			pipe(
          image=__UpperCAmelCase      ,	mask_image=__UpperCAmelCase      ,	example_image=__UpperCAmelCase      ,	generator=__UpperCAmelCase      ,	guidance_scale=5.0      ,	num_inference_steps=50      ,	output_type='np'      ,	)

      __UpperCamelCase							    =			output.images

      __UpperCamelCase							    =			image[0, -3:, -3:, -1]

      assert image.shape == (1, 512, 512, 3)
      __UpperCamelCase							    =			np.array([0.4_8_3_4, 0.4_8_1_1, 0.4_8_7_4, 0.5_1_2_2, 0.5_0_8_1, 0.5_1_4_4, 0.5_2_9_1, 0.5_2_9_0, 0.5_3_7_4] )

      assert np.abs(image_slice.flatten() - expected_slice ).max() < 1E-2





"""simple docstring"""

from ..utils import DummyObject, requires_backends

class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )


class __lowerCAmelCase						( metaclass=__SCREAMING_SNAKE_CASE     ):
     lowercase		  =		["vision"]





     def __init__(      self      ,	*__UpperCAmelCase      ,	**__UpperCAmelCase ):

      '''simple docstring'''




      requires_backends(self      ,	['vision'] )



