
"""simple docstring"""

import argparse
import json
from pathlib import Path

import requests
import torch
from huggingface_hub import cached_download, hf_hub_download, hf_hub_url
from PIL import Image

from transformers import DetaConfig, DetaForObjectDetection, DetaImageProcessor
from transformers.utils import logging


logging.set_verbosity_info()
UpperCamelCase      :							int          =					logging.get_logger(__name__)






def 				A		(							) ->      Optional[int]:
 __UpperCamelCase							    =			DetaConfig(
     num_queries=9_0_0							,   encoder_ffn_dim=2_0_4_8							,   decoder_ffn_dim=2_0_4_8							,   num_feature_levels=5							,   assign_first_stage=snake_case							,   with_box_refine=snake_case							,   two_stage=snake_case							,   )

 # set labels
 __UpperCamelCase							    =			9_1
 __UpperCamelCase							    =			'huggingface/label-files'
 __UpperCamelCase							    =			'coco-detection-id2label.json'
 __UpperCamelCase							    =			json.load(open(cached_download(hf_hub_url(snake_case							,   snake_case							,   repo_type='dataset'						)						)							,   'r'						)						)
 __UpperCamelCase							    =			{int(snake_case						): v for k, v in idalabel.items()}
 __UpperCamelCase							    =			idalabel
 __UpperCamelCase							    =			{v: k for k, v in idalabel.items()}

 return config






def 				A		(							snake_case :int						) ->      Tuple:
 __UpperCamelCase							    =			[]

 # stem
 # fmt: off
 rename_keys.append(('backbone.0.body.conv1.weight', 'model.backbone.model.embedder.embedder.convolution.weight')						)
 rename_keys.append(('backbone.0.body.bn1.weight', 'model.backbone.model.embedder.embedder.normalization.weight')						)
 rename_keys.append(('backbone.0.body.bn1.bias', 'model.backbone.model.embedder.embedder.normalization.bias')						)
 rename_keys.append(('backbone.0.body.bn1.running_mean', 'model.backbone.model.embedder.embedder.normalization.running_mean')						)
 rename_keys.append(('backbone.0.body.bn1.running_var', 'model.backbone.model.embedder.embedder.normalization.running_var')						)
 # stages
 for stage_idx in range(len(config.backbone_config.depths						)						):
  for layer_idx in range(config.backbone_config.depths[stage_idx]						):
   # shortcut
   if layer_idx == 0:
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.downsample.0.weight',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.shortcut.convolution.weight',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.downsample.1.weight',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.shortcut.normalization.weight',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.downsample.1.bias',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.shortcut.normalization.bias',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.downsample.1.running_mean',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.shortcut.normalization.running_mean',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.downsample.1.running_var',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.shortcut.normalization.running_var',
        )						)
   # 3 convs
   for i in range(3						):
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.conv{i+1}.weight',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.layer.{i}.convolution.weight',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.bn{i+1}.weight',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.layer.{i}.normalization.weight',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.bn{i+1}.bias',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.layer.{i}.normalization.bias',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.bn{i+1}.running_mean',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.layer.{i}.normalization.running_mean',
        )						)
    rename_keys.append(
        (
            f'backbone.0.body.layer{stage_idx + 1}.{layer_idx}.bn{i+1}.running_var',
            f'model.backbone.model.encoder.stages.{stage_idx}.layers.{layer_idx}.layer.{i}.normalization.running_var',
        )						)
    # transformer encoder
 for i in range(config.encoder_layers						):
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.sampling_offsets.weight', f'model.encoder.layers.{i}.self_attn.sampling_offsets.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.sampling_offsets.bias', f'model.encoder.layers.{i}.self_attn.sampling_offsets.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.attention_weights.weight', f'model.encoder.layers.{i}.self_attn.attention_weights.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.attention_weights.bias', f'model.encoder.layers.{i}.self_attn.attention_weights.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.value_proj.weight', f'model.encoder.layers.{i}.self_attn.value_proj.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.value_proj.bias', f'model.encoder.layers.{i}.self_attn.value_proj.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.output_proj.weight', f'model.encoder.layers.{i}.self_attn.output_proj.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.self_attn.output_proj.bias', f'model.encoder.layers.{i}.self_attn.output_proj.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.norm1.weight', f'model.encoder.layers.{i}.self_attn_layer_norm.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.norm1.bias', f'model.encoder.layers.{i}.self_attn_layer_norm.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.linear1.weight', f'model.encoder.layers.{i}.fc1.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.linear1.bias', f'model.encoder.layers.{i}.fc1.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.linear2.weight', f'model.encoder.layers.{i}.fc2.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.linear2.bias', f'model.encoder.layers.{i}.fc2.bias')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.norm2.weight', f'model.encoder.layers.{i}.final_layer_norm.weight')						)
  rename_keys.append((f'transformer.encoder.layers.{i}.norm2.bias', f'model.encoder.layers.{i}.final_layer_norm.bias')						)

 # transformer decoder
 for i in range(config.decoder_layers						):
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.sampling_offsets.weight', f'model.decoder.layers.{i}.encoder_attn.sampling_offsets.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.sampling_offsets.bias', f'model.decoder.layers.{i}.encoder_attn.sampling_offsets.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.attention_weights.weight', f'model.decoder.layers.{i}.encoder_attn.attention_weights.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.attention_weights.bias', f'model.decoder.layers.{i}.encoder_attn.attention_weights.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.value_proj.weight', f'model.decoder.layers.{i}.encoder_attn.value_proj.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.value_proj.bias', f'model.decoder.layers.{i}.encoder_attn.value_proj.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.output_proj.weight', f'model.decoder.layers.{i}.encoder_attn.output_proj.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.cross_attn.output_proj.bias', f'model.decoder.layers.{i}.encoder_attn.output_proj.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm1.weight', f'model.decoder.layers.{i}.encoder_attn_layer_norm.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm1.bias', f'model.decoder.layers.{i}.encoder_attn_layer_norm.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.self_attn.out_proj.weight', f'model.decoder.layers.{i}.self_attn.out_proj.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.self_attn.out_proj.bias', f'model.decoder.layers.{i}.self_attn.out_proj.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm2.weight', f'model.decoder.layers.{i}.self_attn_layer_norm.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm2.bias', f'model.decoder.layers.{i}.self_attn_layer_norm.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.linear1.weight', f'model.decoder.layers.{i}.fc1.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.linear1.bias', f'model.decoder.layers.{i}.fc1.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.linear2.weight', f'model.decoder.layers.{i}.fc2.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.linear2.bias', f'model.decoder.layers.{i}.fc2.bias')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm3.weight', f'model.decoder.layers.{i}.final_layer_norm.weight')						)
  rename_keys.append((f'transformer.decoder.layers.{i}.norm3.bias', f'model.decoder.layers.{i}.final_layer_norm.bias')						)

 # fmt: on

 return rename_keys






def 				A		(							snake_case :Union[str, Any]							,   snake_case :Dict							,   snake_case :Any						) ->      str:
 __UpperCamelCase							    =			dct.pop(snake_case						)
 __UpperCamelCase							    =			val






def 				A		(							snake_case :Tuple							,   snake_case :Tuple						) ->      Union[str, Any]:
 # transformer decoder self-attention layers
 __UpperCamelCase							    =			config.d_model
 for i in range(config.decoder_layers						):
  # read in weights + bias of input projection layer of self-attention
  __UpperCamelCase							    =			state_dict.pop(f'transformer.decoder.layers.{i}.self_attn.in_proj_weight'						)
  __UpperCamelCase							    =			state_dict.pop(f'transformer.decoder.layers.{i}.self_attn.in_proj_bias'						)
  # next, add query, keys and values (in that order) to the state dict
  __UpperCamelCase							    =			in_proj_weight[:hidden_size, :]
  __UpperCamelCase							    =			in_proj_bias[:hidden_size]
  __UpperCamelCase							    =			in_proj_weight[
      hidden_size : hidden_size * 2, :
  ]
  __UpperCamelCase							    =			in_proj_bias[hidden_size : hidden_size * 2]
  __UpperCamelCase							    =			in_proj_weight[-hidden_size:, :]
  __UpperCamelCase							    =			in_proj_bias[-hidden_size:]






def 				A		(							) ->      Optional[Any]:
 __UpperCamelCase							    =			'http://images.cocodataset.org/val2017/000000039769.jpg'
 __UpperCamelCase							    =			Image.open(requests.get(snake_case							,   stream=snake_case						).raw						)

 return im






@torch.no_grad()
def 				A		(							snake_case :Optional[Any]							,   snake_case :Optional[int]							,   snake_case :Dict						) ->      List[str]:
 __UpperCamelCase							    =			get_deta_config()

 # load original state dict
 if model_name == "deta-resnet-50":
  __UpperCamelCase							    =			'adet_checkpoint0011.pth'
 elif model_name == "deta-resnet-50-24-epochs":
  __UpperCamelCase							    =			'adet_2x_checkpoint0023.pth'
 else:
  raise ValueError(f'Model name {model_name} not supported'						)
 __UpperCamelCase							    =			hf_hub_download(repo_id='nielsr/deta-checkpoints'							,   filename=snake_case						)
 __UpperCamelCase							    =			torch.load(snake_case							,   map_location='cpu'						)['model']

 # rename keys
 __UpperCamelCase							    =			create_rename_keys(snake_case						)
 for src, dest in rename_keys:
  rename_key(snake_case							,   snake_case							,   snake_case						)
 read_in_decoder_q_k_v(snake_case							,   snake_case						)

 # fix some prefixes
 for key in state_dict.copy().keys():
  if "transformer.decoder.class_embed" in key or "transformer.decoder.bbox_embed" in key:
   __UpperCamelCase							    =			state_dict.pop(snake_case						)
   __UpperCamelCase							    =			val
  if "input_proj" in key:
   __UpperCamelCase							    =			state_dict.pop(snake_case						)
   __UpperCamelCase							    =			val
  if "level_embed" in key or "pos_trans" in key or "pix_trans" in key or "enc_output" in key:
   __UpperCamelCase							    =			state_dict.pop(snake_case						)
   __UpperCamelCase							    =			val

    # finally, create HuggingFace model and load state dict
 __UpperCamelCase							    =			DetaForObjectDetection(snake_case						)
 model.load_state_dict(snake_case						)
 model.eval()

 __UpperCamelCase							    =			'cuda' if torch.cuda.is_available() else 'cpu'
 model.to(snake_case						)

 # load image processor
 __UpperCamelCase							    =			DetaImageProcessor(format='coco_detection'						)

 # verify our conversion on image
 __UpperCamelCase							    =			prepare_img()
 __UpperCamelCase							    =			processor(images=snake_case							,   return_tensors='pt'						)
 __UpperCamelCase							    =			encoding['pixel_values']
 __UpperCamelCase							    =			model(pixel_values.to(snake_case						)						)

 # verify logits
 if model_name == "deta-resnet-50":
  __UpperCamelCase							    =			torch.tensor(
      [[-7.3_978, -2.5_406, -4.1_668], [-8.2_684, -3.9_933, -3.8_096], [-7.0_515, -3.7_973, -5.8_516]]						)
  __UpperCamelCase							    =			torch.tensor([[0.5_043, 0.4_973, 0.9_998], [0.2_542, 0.5_489, 0.4_748], [0.5_490, 0.2_765, 0.0_570]]						)
 elif model_name == "deta-resnet-50-24-epochs":
  __UpperCamelCase							    =			torch.tensor(
      [[-7.1_688, -2.4_857, -4.8_669], [-7.8_630, -3.8_154, -4.2_674], [-7.2_730, -4.1_865, -5.5_323]]						)
  __UpperCamelCase							    =			torch.tensor([[0.5_021, 0.4_971, 0.9_994], [0.2_546, 0.5_486, 0.4_731], [0.1_686, 0.1_986, 0.2_142]]						)

 assert torch.allclose(outputs.logits[0, :3, :3]							,   expected_logits.to(snake_case						)							,   atol=1e-4						)
 assert torch.allclose(outputs.pred_boxes[0, :3, :3]							,   expected_boxes.to(snake_case						)							,   atol=1e-4						)
 print('Everything ok!'						)

 if pytorch_dump_folder_path:
  # Save model and processor
  logger.info(f'Saving PyTorch model and processor to {pytorch_dump_folder_path}...'						)
  Path(snake_case						).mkdir(exist_ok=snake_case						)
  model.save_pretrained(snake_case						)
  processor.save_pretrained(snake_case						)

 # Push to hub
 if push_to_hub:
  print('Pushing model and processor to hub...'						)
  model.push_to_hub(f'jozhang97/{model_name}'						)
  processor.push_to_hub(f'jozhang97/{model_name}'						)


if __name__ == "__main__":
      UpperCamelCase      :							Dict          =					argparse.ArgumentParser()

      parser.add_argument(
          "--model_name",
          type=str,
          default="deta-resnet-50",
          choices=["deta-resnet-50", "deta-resnet-50-24-epochs"],
          help="Name of the 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.",
      )
      parser.add_argument(
          "--push_to_hub", action="store_true", help="Whether or not to push the converted model to the 🤗 hub."
      )
      UpperCamelCase      :							int          =					parser.parse_args()
      convert_deta_checkpoint(args.model_name, args.pytorch_dump_folder_path, args.push_to_hub)





"""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'] )



