



import argparse
import json
import os

import fairseq
import torch
from fairseq.data import Dictionary

# Register SEW's fairseq modules
from sew_asapp import tasks  # noqa: F401

from transformers import (
    SEWDConfig,
    SEWDForCTC,
    SEWDModel,
    WavaVecaCTCTokenizer,
    WavaVecaFeatureExtractor,
    WavaVecaProcessor,
    logging,
)


logging.set_verbosity_info()
_UpperCAmelCase     :					str       =logging.get_logger(__name__)

_UpperCAmelCase     :					Tuple       ={
    "post_extract_proj": "feature_projection",
    "encoder.pos_conv.0": "encoder.pos_conv_embed.conv",
    "attention.self.query_proj": "encoder.encoder.layer.*.attention.self.query_proj",
    "attention.self.key_proj": "encoder.encoder.layer.*.attention.self.key_proj",
    "attention.self.value_proj": "encoder.encoder.layer.*.attention.self.value_proj",
    "attention.output.dense": "encoder.encoder.layer.*.attention.output.dense",
    "attention.output.LayerNorm": "encoder.encoder.layer.*.attention.output.LayerNorm",
    "intermediate.dense": "encoder.encoder.layer.*.intermediate.dense",
    "output.dense": "encoder.encoder.layer.*.output.dense",
    "output.LayerNorm": "encoder.encoder.layer.*.output.LayerNorm",
    "encoder.encoder.rel_embeddings": "encoder.encoder.rel_embeddings",
    "encoder.encoder.LayerNorm": "encoder.encoder.LayerNorm",
    "encoder.upsample.0": "encoder.upsample.projection",
    "encoder.layer_norm": "encoder.layer_norm",
    "w2v_model.layer_norm": "layer_norm",
    "w2v_encoder.proj": "lm_head",
    "mask_emb": "masked_spec_embed",
}



def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	)->	List[Any]:
				for attribute in key.split('''.'''	):
								lowerCAmelCase_	: str      			=			getattr(_lowerCAmelCase	,				_lowerCAmelCase	)

				if weight_type is not None:
								lowerCAmelCase_	: Union[str, Any]      			=			getattr(_lowerCAmelCase	,				_lowerCAmelCase	).shape
				else:
								lowerCAmelCase_	: int      			=			hf_pointer.shape

				assert hf_shape == value.shape, (
				    f"""Shape of hf {key + "." + weight_type if weight_type is not None else ""} is {hf_shape}, but should be"""
				    f""" {value.shape} for {full_name}"""
				)

				if weight_type == "weight":
								lowerCAmelCase_	: Any      			=			value
				elif weight_type == "weight_g":
								lowerCAmelCase_	: Optional[int]      			=			value
				elif weight_type == "weight_v":
								lowerCAmelCase_	: Optional[int]      			=			value
				elif weight_type == "bias":
								lowerCAmelCase_	: str      			=			value
				else:
								lowerCAmelCase_	: Tuple      			=			value

				logger.info(f"""{key + "." + weight_type if weight_type is not None else ""} was initialized from {full_name}."""	)



def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	)->	str:
				lowerCAmelCase_	: List[str]      			=			[]
				lowerCAmelCase_	: List[Any]      			=			fairseq_model.state_dict()

				lowerCAmelCase_	: Union[str, Any]      			=			hf_model.sew_d.feature_extractor if is_finetuned else hf_model.feature_extractor

				for name, value in fairseq_dict.items():
								lowerCAmelCase_	: List[Any]      			=			False
								if "conv_layers" in name:
												load_conv_layer(
												    _lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	,				hf_model.config.feat_extract_norm == '''group'''	,				)
												lowerCAmelCase_	: Tuple      			=			True
								else:
												for key, mapped_key in MAPPING.items():
																lowerCAmelCase_	: int      			=			'''sew_d.''' + mapped_key if (is_finetuned and mapped_key != '''lm_head''') else mapped_key

																if key in name or key.split('''w2v_model.'''	)[-1] == name.split('''.'''	)[0]:
																				lowerCAmelCase_	: Union[str, Any]      			=			True
																				if "*" in mapped_key:
																								lowerCAmelCase_	: int      			=			name.split(_lowerCAmelCase	)[0].split('''.'''	)[-2]
																								if not layer_index.isnumeric():
																												continue
																								lowerCAmelCase_	: List[str]      			=			mapped_key.replace('''*'''	,				_lowerCAmelCase	)
																				if "weight_g" in name:
																								lowerCAmelCase_	: Optional[int]      			=			'''weight_g'''
																				elif "weight_v" in name:
																								lowerCAmelCase_	: List[str]      			=			'''weight_v'''
																				elif "weight" in name:
																								lowerCAmelCase_	: Union[str, Any]      			=			'''weight'''
																				elif "bias" in name:
																								lowerCAmelCase_	: List[Any]      			=			'''bias'''
																				else:
																								lowerCAmelCase_	: Dict      			=			None
																				set_recursively(_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	)
																continue
								if not is_used:
												unused_weights.append(_lowerCAmelCase	)

				logger.warning(f"""Unused weights: {unused_weights}"""	)



def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	)->	Optional[int]:
				lowerCAmelCase_	: int      			=			full_name.split('''conv_layers.'''	)[-1]
				lowerCAmelCase_	: List[str]      			=			name.split('''.'''	)
				lowerCAmelCase_	: str      			=			int(items[0]	)
				lowerCAmelCase_	: Union[str, Any]      			=			int(items[1]	)

				if type_id == 0:
								if "bias" in name:
												assert value.shape == feature_extractor.conv_layers[layer_id].conv.bias.data.shape, (
												    f"""{full_name} has size {value.shape}, but"""
												    f""" {feature_extractor.conv_layers[layer_id].conv.bias.data.shape} was found."""
												)
												lowerCAmelCase_	: Union[str, Any]      			=			value
												logger.info(f"""Feat extract conv layer {layer_id} was initialized from {full_name}."""	)
								elif "weight" in name:
												assert value.shape == feature_extractor.conv_layers[layer_id].conv.weight.data.shape, (
												    f"""{full_name} has size {value.shape}, but"""
												    f""" {feature_extractor.conv_layers[layer_id].conv.weight.data.shape} was found."""
												)
												lowerCAmelCase_	: List[Any]      			=			value
												logger.info(f"""Feat extract conv layer {layer_id} was initialized from {full_name}."""	)
				elif (type_id == 2 and not use_group_norm) or (type_id == 2 and layer_id == 0 and use_group_norm):
								if "bias" in name:
												assert value.shape == feature_extractor.conv_layers[layer_id].layer_norm.bias.data.shape, (
												    f"""{full_name} has size {value.shape}, but {feature_extractor[layer_id].layer_norm.bias.data.shape} was"""
												    " found."
												)
												lowerCAmelCase_	: Union[str, Any]      			=			value
												logger.info(f"""Feat extract layer norm weight of layer {layer_id} was initialized from {full_name}."""	)
								elif "weight" in name:
												assert value.shape == feature_extractor.conv_layers[layer_id].layer_norm.weight.data.shape, (
												    f"""{full_name} has size {value.shape}, but"""
												    f""" {feature_extractor[layer_id].layer_norm.weight.data.shape} was found."""
												)
												lowerCAmelCase_	: List[str]      			=			value
												logger.info(f"""Feat extract layer norm weight of layer {layer_id} was initialized from {full_name}."""	)
				else:
								unused_weights.append(_lowerCAmelCase	)



def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	)->	Optional[Any]:
				lowerCAmelCase_	: Optional[int]      			=			SEWDConfig()
				if is_finetuned:
								lowerCAmelCase_	: Union[str, Any]      			=			model.wav_encoder.wav_model.cfg
				else:
								lowerCAmelCase_	: Dict      			=			model.cfg

				lowerCAmelCase_	: str      			=			fs_config.conv_bias
				lowerCAmelCase_	: Dict      			=			eval(fs_config.conv_feature_layers	)
				lowerCAmelCase_	: List[str]      			=			[x[0] for x in conv_layers]
				lowerCAmelCase_	: Any      			=			[x[1] for x in conv_layers]
				lowerCAmelCase_	: Optional[int]      			=			[x[2] for x in conv_layers]
				lowerCAmelCase_	: Union[str, Any]      			=			'''gelu'''
				lowerCAmelCase_	: Optional[Any]      			=			'''layer''' if fs_config.extractor_mode == '''layer_norm''' else '''group'''
				lowerCAmelCase_	: Dict      			=			0.0
				lowerCAmelCase_	: List[Any]      			=			fs_config.activation_fn.name
				lowerCAmelCase_	: List[Any]      			=			fs_config.encoder_embed_dim
				lowerCAmelCase_	: str      			=			0.02
				lowerCAmelCase_	: int      			=			fs_config.encoder_ffn_embed_dim
				lowerCAmelCase_	: Optional[Any]      			=			1e-5
				lowerCAmelCase_	: Optional[int]      			=			fs_config.encoder_layerdrop
				lowerCAmelCase_	: List[Any]      			=			fs_config.encoder_attention_heads
				lowerCAmelCase_	: List[Any]      			=			fs_config.conv_pos_groups
				lowerCAmelCase_	: Tuple      			=			fs_config.conv_pos
				lowerCAmelCase_	: Any      			=			len(_lowerCAmelCase	)
				lowerCAmelCase_	: Any      			=			fs_config.encoder_layers
				lowerCAmelCase_	: int      			=			fs_config.squeeze_factor
				# DeBERTa-specific parameters:
				lowerCAmelCase_	: Any      			=			fs_config.max_position_embeddings
				lowerCAmelCase_	: str      			=			fs_config.position_buckets
				lowerCAmelCase_	: Tuple      			=			fs_config.share_att_key
				lowerCAmelCase_	: str      			=			fs_config.relative_attention
				lowerCAmelCase_	: Dict      			=			fs_config.position_biased_input
				lowerCAmelCase_	: Any      			=			tuple(fs_config.pos_att_type.split('''|'''	)	)
				lowerCAmelCase_	: Any      			=			fs_config.norm_rel_ebd

				# take care of any params that are overridden by the Wav2VecCtc model
				if is_finetuned:
								lowerCAmelCase_	: List[str]      			=			model.cfg
								lowerCAmelCase_	: Optional[int]      			=			fs_config.final_dropout
								lowerCAmelCase_	: Optional[Any]      			=			fs_config.layerdrop
				lowerCAmelCase_	: Any      			=			fs_config.activation_dropout
				lowerCAmelCase_	: Optional[int]      			=			fs_config.mask_prob > 0 or fs_config.mask_channel_prob > 0
				lowerCAmelCase_	: Tuple      			=			fs_config.attention_dropout
				lowerCAmelCase_	: Dict      			=			fs_config.dropout_input
				lowerCAmelCase_	: Dict      			=			fs_config.dropout
				lowerCAmelCase_	: Optional[int]      			=			fs_config.mask_channel_length
				lowerCAmelCase_	: Union[str, Any]      			=			fs_config.mask_channel_prob
				lowerCAmelCase_	: Any      			=			fs_config.mask_length
				lowerCAmelCase_	: Dict      			=			fs_config.mask_prob

				lowerCAmelCase_	: Any      			=			'''Wav2Vec2FeatureExtractor'''
				lowerCAmelCase_	: int      			=			'''Wav2Vec2CTCTokenizer'''

				return config



@torch.no_grad()
def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_=None	,				lowerCAmelCase_=None	,				lowerCAmelCase_=True	)->	Tuple:

				if is_finetuned:
								lowerCAmelCase_	: str      			=			fairseq.checkpoint_utils.load_model_ensemble_and_task(
								    [checkpoint_path]	,				arg_overrides={'''data''': '''/'''.join(dict_path.split('''/'''	)[:-1]	)}	)
				else:
								lowerCAmelCase_	: Union[str, Any]      			=			fairseq.checkpoint_utils.load_model_ensemble_and_task([checkpoint_path]	)

				if config_path is not None:
								lowerCAmelCase_	: List[Any]      			=			SEWDConfig.from_pretrained(_lowerCAmelCase	)
				else:
								lowerCAmelCase_	: Optional[int]      			=			convert_config(model[0]	,				_lowerCAmelCase	)
				lowerCAmelCase_	: Optional[Any]      			=			model[0].eval()

				lowerCAmelCase_	: Any      			=			True if config.feat_extract_norm == '''layer''' else False
				lowerCAmelCase_	: Dict      			=			WavaVecaFeatureExtractor(
				    feature_size=1	,				sampling_rate=16_000	,				padding_value=0	,				do_normalize=_lowerCAmelCase	,				return_attention_mask=_lowerCAmelCase	,				)

				if is_finetuned:
								if dict_path:
												lowerCAmelCase_	: Union[str, Any]      			=			Dictionary.load(_lowerCAmelCase	)

												# important change bos & pad token id since CTC symbol is <pad> and
												# not <s> as in fairseq
												lowerCAmelCase_	: List[Any]      			=			target_dict.pad_index
												lowerCAmelCase_	: Union[str, Any]      			=			target_dict.bos_index
												lowerCAmelCase_	: List[str]      			=			target_dict.pad_index
												lowerCAmelCase_	: Tuple      			=			target_dict.bos_index
												lowerCAmelCase_	: Union[str, Any]      			=			target_dict.eos_index
												lowerCAmelCase_	: Union[str, Any]      			=			len(target_dict.symbols	)
												lowerCAmelCase_	: int      			=			os.path.join(_lowerCAmelCase	,				'''vocab.json'''	)
												if not os.path.isdir(_lowerCAmelCase	):
																logger.error('''--pytorch_dump_folder_path ({}) should be a directory'''.format(_lowerCAmelCase	)	)
																return
												os.makedirs(_lowerCAmelCase	,				exist_ok=_lowerCAmelCase	)
												with open(_lowerCAmelCase	,				'''w'''	,				encoding='''utf-8'''	) as vocab_handle:
																json.dump(target_dict.indices	,				_lowerCAmelCase	)
												lowerCAmelCase_	: List[str]      			=			WavaVecaCTCTokenizer(
												    _lowerCAmelCase	,				unk_token=target_dict.unk_word	,				pad_token=target_dict.pad_word	,				bos_token=target_dict.bos_word	,				eos_token=target_dict.eos_word	,				word_delimiter_token='''|'''	,				do_lower_case=_lowerCAmelCase	,				)
												lowerCAmelCase_	: Dict      			=			WavaVecaProcessor(feature_extractor=_lowerCAmelCase	,				tokenizer=_lowerCAmelCase	)
												processor.save_pretrained(_lowerCAmelCase	)

								lowerCAmelCase_	: Union[str, Any]      			=			SEWDForCTC(_lowerCAmelCase	)
				else:
								lowerCAmelCase_	: int      			=			SEWDModel(_lowerCAmelCase	)
								feature_extractor.save_pretrained(_lowerCAmelCase	)

				recursively_load_weights(_lowerCAmelCase	,				_lowerCAmelCase	,				_lowerCAmelCase	)

				hf_model.save_pretrained(_lowerCAmelCase	)


if __name__ == "__main__":
						_UpperCAmelCase     :					Optional[int]       =argparse.ArgumentParser()
						parser.add_argument("""--pytorch_dump_folder_path""", default=None, type=str, help="""Path to the output PyTorch model.""")
						parser.add_argument("""--checkpoint_path""", default=None, type=str, help="""Path to fairseq checkpoint""")
						parser.add_argument("""--dict_path""", default=None, type=str, help="""Path to dict of fine-tuned model""")
						parser.add_argument("""--config_path""", default=None, type=str, help="""Path to hf config.json of model to convert""")
						parser.add_argument(
						    """--is_finetuned""", action="""store_true""", help="""Whether the model to convert is a fine-tuned model or not"""
						)
						_UpperCAmelCase     :					int       =parser.parse_args()
						convert_sew_checkpoint(
						    args.checkpoint_path, args.pytorch_dump_folder_path, args.config_path, args.dict_path, args.is_finetuned
						)



from ..utils import DummyObject, requires_backends







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Any   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[int]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Dict:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[int]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Dict:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[int]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Dict:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Any   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      str:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Any   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[int]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					str   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Dict:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Tuple:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Dict   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Optional[int]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      int:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Union[str, Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[str]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[str]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Any:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[int]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Tuple   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      List[Any]:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					int   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Dict:
										requires_backends(self				,  ['''vision''']							)







class 			snake_case__(							metaclass=UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							["""vision"""]




						def __init__(			self				,  *__lowercase				,  **__lowercase							)   ->      Optional[Any]:
										requires_backends(self				,  ['''vision''']							)