

import warnings
from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_UpperCAmelCase			:		List[str]   				=    logging.get_logger(__name__)

_UpperCAmelCase			:		int   				=    {
    "nvidia/segformer-b0-finetuned-ade-512-512": (
        "https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512/resolve/main/config.json"
    ),
    # See all SegFormer models at https://huggingface.co/models?filter=segformer
}
class  lowerCAmelCase_       (				UpperCamelCase__					):
							UpperCamelCase_		:Dict		      =    'segformer'




							def __init__(   self     :   Optional[int] ,							SCREAMING_SNAKE_CASE_     :   List[Any]=3 ,							SCREAMING_SNAKE_CASE_     :   Optional[Any]=4 ,							SCREAMING_SNAKE_CASE_     :   int=[2, 2, 2, 2] ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=[8, 4, 2, 1] ,							SCREAMING_SNAKE_CASE_     :   Optional[int]=[32, 64, 160, 256] ,							SCREAMING_SNAKE_CASE_     :   int=[7, 3, 3, 3] ,							SCREAMING_SNAKE_CASE_     :   Tuple=[4, 2, 2, 2] ,							SCREAMING_SNAKE_CASE_     :   str=[1, 2, 5, 8] ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=[4, 4, 4, 4] ,							SCREAMING_SNAKE_CASE_     :   Any="gelu" ,							SCREAMING_SNAKE_CASE_     :   List[str]=0.0 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0.0 ,							SCREAMING_SNAKE_CASE_     :   Any=0.1 ,							SCREAMING_SNAKE_CASE_     :   Optional[int]=0.02 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0.1 ,							SCREAMING_SNAKE_CASE_     :   int=1e-6 ,							SCREAMING_SNAKE_CASE_     :   int=256 ,							SCREAMING_SNAKE_CASE_     :   Dict=255 ,							**SCREAMING_SNAKE_CASE_     :   Any ,							):
											super().__init__(**__A	)

											if "reshape_last_stage" in kwargs and kwargs["reshape_last_stage"] is False:
															warnings.warn(
															    '''Reshape_last_stage is set to False in this config. This argument is deprecated and will soon be'''
															    ''' removed, as the behaviour will default to that of reshape_last_stage = True.''' ,							__A ,							)

											lowerCAmelCase__      			=						num_channels
											lowerCAmelCase__      			=						num_encoder_blocks
											lowerCAmelCase__      			=						depths
											lowerCAmelCase__      			=						sr_ratios
											lowerCAmelCase__      			=						hidden_sizes
											lowerCAmelCase__      			=						patch_sizes
											lowerCAmelCase__      			=						strides
											lowerCAmelCase__      			=						mlp_ratios
											lowerCAmelCase__      			=						num_attention_heads
											lowerCAmelCase__      			=						hidden_act
											lowerCAmelCase__      			=						hidden_dropout_prob
											lowerCAmelCase__      			=						attention_probs_dropout_prob
											lowerCAmelCase__      			=						classifier_dropout_prob
											lowerCAmelCase__      			=						initializer_range
											lowerCAmelCase__      			=						drop_path_rate
											lowerCAmelCase__      			=						layer_norm_eps
											lowerCAmelCase__      			=						decoder_hidden_size
											lowerCAmelCase__      			=						kwargs.get('''reshape_last_stage''' ,							__A	)
											lowerCAmelCase__      			=						semantic_loss_ignore_index



class  lowerCAmelCase_       (				UpperCamelCase__					):
							UpperCamelCase_		:Tuple		      =    version.parse('1.11'					)




							@property
							def 						__snake_case					(   self     :   Union[str, Any]	):
											return OrderedDict(
											    [
											        ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
											    ]	)




							@property
							def 						__snake_case					(   self     :   Optional[Any]	):
											return 1e-4




							@property
							def 						__snake_case					(   self     :   str	):
											return 12













from .glue import GlueDataset, GlueDataTrainingArguments
from .language_modeling import (
    LineByLineTextDataset,
    LineByLineWithRefDataset,
    LineByLineWithSOPTextDataset,
    TextDataset,
    TextDatasetForNextSentencePrediction,
)
from .squad import SquadDataset, SquadDataTrainingArguments





