

import argparse
import json
from pathlib import Path

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

from transformers import ConvNextConfig, ConvNextForImageClassification, ConvNextImageProcessor
from transformers.utils import logging


logging.set_verbosity_info()
lowercase_									=    logging.get_logger(__name__)
def 		_snake_case(       SCREAMING_SNAKE_CASE__     :      str )				-> Union[str, Any]:





    '''simple docstring'''






    A__        =  ConvNextConfig()

    if "tiny" in checkpoint_url:
        A__        =  [3, 3, 9, 3]
        A__        =  [96, 192, 384, 768]
    if "small" in checkpoint_url:
        A__        =  [3, 3, 27, 3]
        A__        =  [96, 192, 384, 768]
    if "base" in checkpoint_url:
        A__        =  [3, 3, 27, 3]
        A__        =  [128, 256, 512, 1024]
    if "large" in checkpoint_url:
        A__        =  [3, 3, 27, 3]
        A__        =  [192, 384, 768, 1536]
    if "xlarge" in checkpoint_url:
        A__        =  [3, 3, 27, 3]
        A__        =  [256, 512, 1024, 2048]

    if "1k" in checkpoint_url:
        A__        =  1000
        A__        =  'imagenet-1k-id2label.json'
        A__        =  (1, 1000)
    else:
        A__        =  21841
        A__        =  'imagenet-22k-id2label.json'
        A__        =  (1, 21841)

    A__        =  'huggingface/label-files'
    A__        =  num_labels
    A__        =  json.load(open(hf_hub_download(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       ,     repo_type='dataset' )       ,     'r' ) )
    A__        =  {int(SCREAMING_SNAKE_CASE__ ): v for k, v in idalabel.items()}
    if "1k" not in checkpoint_url:
        # this dataset contains 21843 labels but the model only has 21841
        # we delete the classes as mentioned in https://github.com/google-research/big_transfer/issues/18
        del idalabel[9205]
        del idalabel[15027]
    A__        =  idalabel
    A__        =  {v: k for k, v in idalabel.items()}
    A__        =  hidden_sizes
    A__        =  depths

    return config, expected_shape
def 		_snake_case(       SCREAMING_SNAKE_CASE__     :      str )				-> int:





    '''simple docstring'''






    if "downsample_layers.0.0" in name:
        A__        =  name.replace('downsample_layers.0.0'       ,     'embeddings.patch_embeddings' )
    if "downsample_layers.0.1" in name:
        A__        =  name.replace('downsample_layers.0.1'       ,     'embeddings.norm' )  # we rename to layernorm later on
    if "downsample_layers.1.0" in name:
        A__        =  name.replace('downsample_layers.1.0'       ,     'stages.1.downsampling_layer.0' )
    if "downsample_layers.1.1" in name:
        A__        =  name.replace('downsample_layers.1.1'       ,     'stages.1.downsampling_layer.1' )
    if "downsample_layers.2.0" in name:
        A__        =  name.replace('downsample_layers.2.0'       ,     'stages.2.downsampling_layer.0' )
    if "downsample_layers.2.1" in name:
        A__        =  name.replace('downsample_layers.2.1'       ,     'stages.2.downsampling_layer.1' )
    if "downsample_layers.3.0" in name:
        A__        =  name.replace('downsample_layers.3.0'       ,     'stages.3.downsampling_layer.0' )
    if "downsample_layers.3.1" in name:
        A__        =  name.replace('downsample_layers.3.1'       ,     'stages.3.downsampling_layer.1' )
    if "stages" in name and "downsampling_layer" not in name:
        # stages.0.0. for instance should be renamed to stages.0.layers.0.
        A__        =  name[: len('stages.0' )] + '.layers' + name[len('stages.0' ) :]
    if "stages" in name:
        A__        =  name.replace('stages'       ,     'encoder.stages' )
    if "norm" in name:
        A__        =  name.replace('norm'       ,     'layernorm' )
    if "gamma" in name:
        A__        =  name.replace('gamma'       ,     'layer_scale_parameter' )
    if "head" in name:
        A__        =  name.replace('head'       ,     'classifier' )

    return name
def 		_snake_case(       )				-> List[Any]:





    '''simple docstring'''






    A__        =  'http://images.cocodataset.org/val2017/000000039769.jpg'
    A__        =  Image.open(requests.get(SCREAMING_SNAKE_CASE__       ,     stream=SCREAMING_SNAKE_CASE__ ).raw )
    return im
@torch.no_grad()
def 		_snake_case(       SCREAMING_SNAKE_CASE__     :      str       ,     SCREAMING_SNAKE_CASE__     :      Dict )				-> List[str]:





    '''simple docstring'''






    A__ ,		A__        =  get_convnext_config(SCREAMING_SNAKE_CASE__ )
    # load original state_dict from URL
    A__        =  torch.hub.load_state_dict_from_url(SCREAMING_SNAKE_CASE__ )['model']
    # rename keys
    for key in state_dict.copy().keys():
        A__        =  state_dict.pop(SCREAMING_SNAKE_CASE__ )
        A__        =  val
    # add prefix to all keys expect classifier head
    for key in state_dict.copy().keys():
        A__        =  state_dict.pop(SCREAMING_SNAKE_CASE__ )
        if not key.startswith('classifier' ):
            A__        =  'convnext.' + key
        A__        =  val

    # load HuggingFace model
    A__        =  ConvNextForImageClassification(SCREAMING_SNAKE_CASE__ )
    model.load_state_dict(SCREAMING_SNAKE_CASE__ )
    model.eval()

    # Check outputs on an image, prepared by ConvNextImageProcessor
    A__        =  224 if '224' in checkpoint_url else 384
    A__        =  ConvNextImageProcessor(size=SCREAMING_SNAKE_CASE__ )
    A__        =  image_processor(images=prepare_img()       ,     return_tensors='pt' ).pixel_values

    A__        =  model(SCREAMING_SNAKE_CASE__ ).logits

    # note: the logits below were obtained without center cropping
    if checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_tiny_1k_224_ema.pth":
        A__        =  torch.tensor([-0.1210, -0.6605, 0.1918] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_small_1k_224_ema.pth":
        A__        =  torch.tensor([-0.4473, -0.1847, -0.6365] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_base_1k_224_ema.pth":
        A__        =  torch.tensor([0.4525, 0.7539, 0.0308] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_base_1k_384.pth":
        A__        =  torch.tensor([0.3561, 0.6350, -0.0384] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_large_1k_224_ema.pth":
        A__        =  torch.tensor([0.4174, -0.0989, 0.1489] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_large_1k_384.pth":
        A__        =  torch.tensor([0.2513, -0.1349, -0.1613] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_base_22k_224.pth":
        A__        =  torch.tensor([1.2980, 0.3631, -0.1198] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_large_22k_224.pth":
        A__        =  torch.tensor([1.2963, 0.1227, 0.1723] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_xlarge_22k_224.pth":
        A__        =  torch.tensor([1.7956, 0.8390, 0.2820] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_base_22k_1k_224.pth":
        A__        =  torch.tensor([-0.2822, -0.0502, -0.0878] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_base_22k_1k_384.pth":
        A__        =  torch.tensor([-0.5672, -0.0730, -0.4348] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_large_22k_1k_224.pth":
        A__        =  torch.tensor([0.2681, 0.2365, 0.6246] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_large_22k_1k_384.pth":
        A__        =  torch.tensor([-0.2642, 0.3931, 0.5116] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_xlarge_22k_1k_224_ema.pth":
        A__        =  torch.tensor([-0.6677, -0.1873, -0.8379] )
    elif checkpoint_url == "https://dl.fbaipublicfiles.com/convnext/convnext_xlarge_22k_1k_384_ema.pth":
        A__        =  torch.tensor([-0.7749, -0.2967, -0.6444] )
    else:
        raise ValueError(f'Unknown URL: {checkpoint_url}' )

    assert torch.allclose(logits[0, :3]       ,     SCREAMING_SNAKE_CASE__       ,     atol=1E-3 )
    assert logits.shape == expected_shape

    Path(SCREAMING_SNAKE_CASE__ ).mkdir(exist_ok=SCREAMING_SNAKE_CASE__ )
    print(f'Saving model to {pytorch_dump_folder_path}' )
    model.save_pretrained(SCREAMING_SNAKE_CASE__ )
    print(f'Saving image processor to {pytorch_dump_folder_path}' )
    image_processor.save_pretrained(SCREAMING_SNAKE_CASE__ )

    print('Pushing model to the hub...' )
    A__        =  'convnext'
    if "tiny" in checkpoint_url:
        model_name += "-tiny"
    elif "small" in checkpoint_url:
        model_name += "-small"
    elif "base" in checkpoint_url:
        model_name += "-base"
    elif "xlarge" in checkpoint_url:
        model_name += "-xlarge"
    elif "large" in checkpoint_url:
        model_name += "-large"
    if "224" in checkpoint_url:
        model_name += "-224"
    elif "384" in checkpoint_url:
        model_name += "-384"
    if "22k" in checkpoint_url and "1k" not in checkpoint_url:
        model_name += "-22k"
    if "22k" in checkpoint_url and "1k" in checkpoint_url:
        model_name += "-22k-1k"

    model.push_to_hub(
        repo_path_or_name=Path(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__ )       ,     organization='nielsr'       ,     commit_message='Add model'       ,     )


if __name__ == "__main__":
     lowercase_									=    argparse.ArgumentParser()
     # Required parameters
     parser.add_argument(
         "--checkpoint_url",
         default="https://dl.fbaipublicfiles.com/convnext/convnext_tiny_1k_224_ema.pth",
         type=str,
         help="URL of the original ConvNeXT checkpoint you'd like to convert.",
     )
     parser.add_argument(
         "--pytorch_dump_folder_path",
         default=None,
         type=str,
         required=True,
         help="Path to the output PyTorch model directory.",
     )

     lowercase_									=    parser.parse_args()
     convert_convnext_checkpoint(args.checkpoint_url, args.pytorch_dump_folder_path)



"""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'] )



