



import argparse
import json
from collections import OrderedDict
from pathlib import Path

import requests
import torch
from huggingface_hub import hf_hub_download
from PIL import Image

from transformers import DetrConfig, DetrForObjectDetection, DetrForSegmentation, DetrImageProcessor
from transformers.utils import logging


logging.set_verbosity_info()
_lowercase				:					Tuple     					=logging.get_logger(__name__)

# here we list all keys to be renamed (original name on the left, our name on the right)
_lowercase				:					List[Any]     					=[]
for i in range(6):
	# encoder layers: output projection, 2 feedforward neural networks and 2 layernorms
	rename_keys.append(
	    (f'''transformer.encoder.layers.{i}.self_attn.out_proj.weight''', f'''encoder.layers.{i}.self_attn.out_proj.weight''')
	)
	rename_keys.append(
	    (f'''transformer.encoder.layers.{i}.self_attn.out_proj.bias''', f'''encoder.layers.{i}.self_attn.out_proj.bias''')
	)
	rename_keys.append((f'''transformer.encoder.layers.{i}.linear1.weight''', f'''encoder.layers.{i}.fc1.weight'''))
	rename_keys.append((f'''transformer.encoder.layers.{i}.linear1.bias''', f'''encoder.layers.{i}.fc1.bias'''))
	rename_keys.append((f'''transformer.encoder.layers.{i}.linear2.weight''', f'''encoder.layers.{i}.fc2.weight'''))
	rename_keys.append((f'''transformer.encoder.layers.{i}.linear2.bias''', f'''encoder.layers.{i}.fc2.bias'''))
	rename_keys.append(
	    (f'''transformer.encoder.layers.{i}.norm1.weight''', f'''encoder.layers.{i}.self_attn_layer_norm.weight''')
	)
	rename_keys.append((f'''transformer.encoder.layers.{i}.norm1.bias''', f'''encoder.layers.{i}.self_attn_layer_norm.bias'''))
	rename_keys.append((f'''transformer.encoder.layers.{i}.norm2.weight''', f'''encoder.layers.{i}.final_layer_norm.weight'''))
	rename_keys.append((f'''transformer.encoder.layers.{i}.norm2.bias''', f'''encoder.layers.{i}.final_layer_norm.bias'''))
	# decoder layers: 2 times output projection, 2 feedforward neural networks and 3 layernorms
	rename_keys.append(
	    (f'''transformer.decoder.layers.{i}.self_attn.out_proj.weight''', f'''decoder.layers.{i}.self_attn.out_proj.weight''')
	)
	rename_keys.append(
	    (f'''transformer.decoder.layers.{i}.self_attn.out_proj.bias''', f'''decoder.layers.{i}.self_attn.out_proj.bias''')
	)
	rename_keys.append(
	    (
	        f'''transformer.decoder.layers.{i}.multihead_attn.out_proj.weight''',
	        f'''decoder.layers.{i}.encoder_attn.out_proj.weight''',
	    )
	)
	rename_keys.append(
	    (
	        f'''transformer.decoder.layers.{i}.multihead_attn.out_proj.bias''',
	        f'''decoder.layers.{i}.encoder_attn.out_proj.bias''',
	    )
	)
	rename_keys.append((f'''transformer.decoder.layers.{i}.linear1.weight''', f'''decoder.layers.{i}.fc1.weight'''))
	rename_keys.append((f'''transformer.decoder.layers.{i}.linear1.bias''', f'''decoder.layers.{i}.fc1.bias'''))
	rename_keys.append((f'''transformer.decoder.layers.{i}.linear2.weight''', f'''decoder.layers.{i}.fc2.weight'''))
	rename_keys.append((f'''transformer.decoder.layers.{i}.linear2.bias''', f'''decoder.layers.{i}.fc2.bias'''))
	rename_keys.append(
	    (f'''transformer.decoder.layers.{i}.norm1.weight''', f'''decoder.layers.{i}.self_attn_layer_norm.weight''')
	)
	rename_keys.append((f'''transformer.decoder.layers.{i}.norm1.bias''', f'''decoder.layers.{i}.self_attn_layer_norm.bias'''))
	rename_keys.append(
	    (f'''transformer.decoder.layers.{i}.norm2.weight''', f'''decoder.layers.{i}.encoder_attn_layer_norm.weight''')
	)
	rename_keys.append(
	    (f'''transformer.decoder.layers.{i}.norm2.bias''', f'''decoder.layers.{i}.encoder_attn_layer_norm.bias''')
	)
	rename_keys.append((f'''transformer.decoder.layers.{i}.norm3.weight''', f'''decoder.layers.{i}.final_layer_norm.weight'''))
	rename_keys.append((f'''transformer.decoder.layers.{i}.norm3.bias''', f'''decoder.layers.{i}.final_layer_norm.bias'''))

# convolutional projection + query embeddings + layernorm of decoder + class and bounding box heads
rename_keys.extend(
    [
        ("""input_proj.weight""", """input_projection.weight"""),
        ("""input_proj.bias""", """input_projection.bias"""),
        ("""query_embed.weight""", """query_position_embeddings.weight"""),
        ("""transformer.decoder.norm.weight""", """decoder.layernorm.weight"""),
        ("""transformer.decoder.norm.bias""", """decoder.layernorm.bias"""),
        ("""class_embed.weight""", """class_labels_classifier.weight"""),
        ("""class_embed.bias""", """class_labels_classifier.bias"""),
        ("""bbox_embed.layers.0.weight""", """bbox_predictor.layers.0.weight"""),
        ("""bbox_embed.layers.0.bias""", """bbox_predictor.layers.0.bias"""),
        ("""bbox_embed.layers.1.weight""", """bbox_predictor.layers.1.weight"""),
        ("""bbox_embed.layers.1.bias""", """bbox_predictor.layers.1.bias"""),
        ("""bbox_embed.layers.2.weight""", """bbox_predictor.layers.2.weight"""),
        ("""bbox_embed.layers.2.bias""", """bbox_predictor.layers.2.bias"""),
    ]
)




def    UpperCAmelCase					(  lowercase__						:					List[Any]				,					lowercase__						:					Any				,					lowercase__						:					int	):



			'''simple docstring'''





			a__					=  state_dict.pop(lowercase__	)
			a__					=  val




def    UpperCAmelCase					(  lowercase__						:					str	):



			'''simple docstring'''





			a__					=  OrderedDict()
			for key, value in state_dict.items():
						if "backbone.0.body" in key:
									a__					=  key.replace("""backbone.0.body"""				,					"""backbone.conv_encoder.model"""	)
									a__					=  value
						else:
									a__					=  value

			return new_state_dict




def    UpperCAmelCase					(  lowercase__						:					Optional[int]				,					lowercase__						:					Tuple=False	):



			'''simple docstring'''





			a__					=  """"""
			if is_panoptic:
						a__					=  """detr."""

			# first: transformer encoder
			for i in range(6	):
						# read in weights + bias of input projection layer (in PyTorch's MultiHeadAttention, this is a single matrix + bias)
						a__					=  state_dict.pop(f'{prefix}transformer.encoder.layers.{i}.self_attn.in_proj_weight'	)
						a__					=  state_dict.pop(f'{prefix}transformer.encoder.layers.{i}.self_attn.in_proj_bias'	)
						# next, add query, keys and values (in that order) to the state dict
						a__					=  in_proj_weight[:256, :]
						a__					=  in_proj_bias[:256]
						a__					=  in_proj_weight[256:512, :]
						a__					=  in_proj_bias[256:512]
						a__					=  in_proj_weight[-256:, :]
						a__					=  in_proj_bias[-256:]
			# next: transformer decoder (which is a bit more complex because it also includes cross-attention)
			for i in range(6	):
						# read in weights + bias of input projection layer of self-attention
						a__					=  state_dict.pop(f'{prefix}transformer.decoder.layers.{i}.self_attn.in_proj_weight'	)
						a__					=  state_dict.pop(f'{prefix}transformer.decoder.layers.{i}.self_attn.in_proj_bias'	)
						# next, add query, keys and values (in that order) to the state dict
						a__					=  in_proj_weight[:256, :]
						a__					=  in_proj_bias[:256]
						a__					=  in_proj_weight[256:512, :]
						a__					=  in_proj_bias[256:512]
						a__					=  in_proj_weight[-256:, :]
						a__					=  in_proj_bias[-256:]
						# read in weights + bias of input projection layer of cross-attention
						a__					=  state_dict.pop(
						    f'{prefix}transformer.decoder.layers.{i}.multihead_attn.in_proj_weight'	)
						a__					=  state_dict.pop(f'{prefix}transformer.decoder.layers.{i}.multihead_attn.in_proj_bias'	)
						# next, add query, keys and values (in that order) of cross-attention to the state dict
						a__					=  in_proj_weight_cross_attn[:256, :]
						a__					=  in_proj_bias_cross_attn[:256]
						a__					=  in_proj_weight_cross_attn[256:512, :]
						a__					=  in_proj_bias_cross_attn[256:512]
						a__					=  in_proj_weight_cross_attn[-256:, :]
						a__					=  in_proj_bias_cross_attn[-256:]




def    UpperCAmelCase					(  ):



			'''simple docstring'''





			a__					=  """http://images.cocodataset.org/val2017/000000039769.jpg"""
			a__					=  Image.open(requests.get(lowercase__				,					stream=lowercase__	).raw	)

			return im




@torch.no_grad()
def    UpperCAmelCase					(  lowercase__						:					Union[str, Any]				,					lowercase__						:					Dict	):



			'''simple docstring'''





			a__					=  DetrConfig()
			# set backbone and dilation attributes
			if "resnet101" in model_name:
						a__					=  """resnet101"""
			if "dc5" in model_name:
						a__					=  True
			a__					=  """panoptic""" in model_name
			if is_panoptic:
						a__					=  250
			else:
						a__					=  91
						a__					=  """huggingface/label-files"""
						a__					=  """coco-detection-id2label.json"""
						a__					=  json.load(open(hf_hub_download(lowercase__				,					lowercase__				,					repo_type="""dataset"""	)				,					"""r"""	)	)
						a__					=  {int(lowercase__	): v for k, v in idalabel.items()}
						a__					=  idalabel
						a__					=  {v: k for k, v in idalabel.items()}

			# load image processor
			a__					=  """coco_panoptic""" if is_panoptic else """coco_detection"""
			a__					=  DetrImageProcessor(format=lowercase__	)

			# prepare image
			a__					=  prepare_img()
			a__					=  image_processor(images=lowercase__				,					return_tensors="""pt"""	)
			a__					=  encoding["""pixel_values"""]

			logger.info(f'Converting model {model_name}...'	)

			# load original model from torch hub
			a__					=  torch.hub.load("""facebookresearch/detr"""				,					lowercase__				,					pretrained=lowercase__	).eval()
			a__					=  detr.state_dict()
			# rename keys
			for src, dest in rename_keys:
						if is_panoptic:
									a__					=  """detr.""" + src
						rename_key(lowercase__				,					lowercase__				,					lowercase__	)
			a__					=  rename_backbone_keys(lowercase__	)
			# query, key and value matrices need special treatment
			read_in_q_k_v(lowercase__				,					is_panoptic=lowercase__	)
			# important: we need to prepend a prefix to each of the base model keys as the head models use different attributes for them
			a__					=  """detr.model.""" if is_panoptic else """model."""
			for key in state_dict.copy().keys():
						if is_panoptic:
									if (
									    key.startswith("""detr"""	)
									    and not key.startswith("""class_labels_classifier"""	)
									    and not key.startswith("""bbox_predictor"""	)
									):
												a__					=  state_dict.pop(lowercase__	)
												a__					=  val
									elif "class_labels_classifier" in key or "bbox_predictor" in key:
												a__					=  state_dict.pop(lowercase__	)
												a__					=  val
									elif key.startswith("""bbox_attention"""	) or key.startswith("""mask_head"""	):
												continue
									else:
												a__					=  state_dict.pop(lowercase__	)
												a__					=  val
						else:
									if not key.startswith("""class_labels_classifier"""	) and not key.startswith("""bbox_predictor"""	):
												a__					=  state_dict.pop(lowercase__	)
												a__					=  val
    # finally, create HuggingFace model and load state dict
			a__					=  DetrForSegmentation(lowercase__	) if is_panoptic else DetrForObjectDetection(lowercase__	)
			model.load_state_dict(lowercase__	)
			model.eval()
			# verify our conversion
			a__					=  detr(lowercase__	)
			a__					=  model(lowercase__	)
			assert torch.allclose(outputs.logits				,					original_outputs["""pred_logits"""]				,					atol=1e-4	)
			assert torch.allclose(outputs.pred_boxes				,					original_outputs["""pred_boxes"""]				,					atol=1e-4	)
			if is_panoptic:
						assert torch.allclose(outputs.pred_masks				,					original_outputs["""pred_masks"""]				,					atol=1e-4	)

			# Save model and image processor
			logger.info(f'Saving PyTorch model and image processor to {pytorch_dump_folder_path}...'	)
			Path(lowercase__	).mkdir(exist_ok=lowercase__	)
			model.save_pretrained(lowercase__	)
			image_processor.save_pretrained(lowercase__	)


if __name__ == "__main__":
	_lowercase				:					Tuple     					=argparse.ArgumentParser()

	parser.add_argument(
	    """--model_name""", default="""detr_resnet50""", type=str, help="""Name of the DETR model you'd like to convert."""
	)
	parser.add_argument(
	    """--pytorch_dump_folder_path""", default=None, type=str, help="""Path to the folder to output PyTorch model."""
	)
	_lowercase				:					List[str]     					=parser.parse_args()
	convert_detr_checkpoint(args.model_name, args.pytorch_dump_folder_path)






from ..utils import DummyObject, requires_backends
class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Optional[int]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Union[str, Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[Any]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     List[str]									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Tuple									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     int									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     str									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Any									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )


class lowerCAmelCase_       (   metaclass=A_			):







	'''simple docstring'''




	A_       :     Dict									=		['vision']

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



				'''simple docstring'''


				requires_backends(self   ,       ["""vision"""]       )

