


from collections import OrderedDict
from typing import Mapping

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


SCREAMING_SNAKE_CASE__     					=			logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__     					=			{
    "facebook/xmod-base": "https://huggingface.co/facebook/xmod-base/resolve/main/config.json",
    "facebook/xmod-large-prenorm": "https://huggingface.co/facebook/xmod-large-prenorm/resolve/main/config.json",
    "facebook/xmod-base-13-125k": "https://huggingface.co/facebook/xmod-base-13-125k/resolve/main/config.json",
    "facebook/xmod-base-30-125k": "https://huggingface.co/facebook/xmod-base-30-125k/resolve/main/config.json",
    "facebook/xmod-base-30-195k": "https://huggingface.co/facebook/xmod-base-30-195k/resolve/main/config.json",
    "facebook/xmod-base-60-125k": "https://huggingface.co/facebook/xmod-base-60-125k/resolve/main/config.json",
    "facebook/xmod-base-60-265k": "https://huggingface.co/facebook/xmod-base-60-265k/resolve/main/config.json",
    "facebook/xmod-base-75-125k": "https://huggingface.co/facebook/xmod-base-75-125k/resolve/main/config.json",
    "facebook/xmod-base-75-269k": "https://huggingface.co/facebook/xmod-base-75-269k/resolve/main/config.json",
}



class 						_UpperCAmelCase      (     lowercase							):
		lowerCamelCase_	:			int       			=  """xmod"""






		def __init__(						self				:     int   ,  UpperCAmelCase				:     Optional[int]=3_05_22   ,  UpperCAmelCase				:     Optional[Any]=7_68   ,  UpperCAmelCase				:     str=12   ,  UpperCAmelCase				:     List[str]=12   ,  UpperCAmelCase				:     Union[str, Any]=30_72   ,  UpperCAmelCase				:     Dict="gelu"   ,  UpperCAmelCase				:     Optional[int]=0.1   ,  UpperCAmelCase				:     int=0.1   ,  UpperCAmelCase				:     Union[str, Any]=5_12   ,  UpperCAmelCase				:     Tuple=2   ,  UpperCAmelCase				:     str=0.02   ,  UpperCAmelCase				:     Tuple=1E-12   ,  UpperCAmelCase				:     List[str]=1   ,  UpperCAmelCase				:     Any=0   ,  UpperCAmelCase				:     Optional[int]=2   ,  UpperCAmelCase				:     List[Any]="absolute"   ,  UpperCAmelCase				:     Tuple=True   ,  UpperCAmelCase				:     Any=None   ,  UpperCAmelCase				:     int=False   ,  UpperCAmelCase				:     Any=2   ,  UpperCAmelCase				:     Dict=False   ,  UpperCAmelCase				:     Tuple=True   ,  UpperCAmelCase				:     int=True   ,  UpperCAmelCase				:     List[Any]=("en_XX",)   ,  UpperCAmelCase				:     Optional[Any]=None   ,  **UpperCAmelCase				:     Union[str, Any]   ,  ):
				super().__init__(pad_token_id=UpperCAmelCase   ,  bos_token_id=UpperCAmelCase   ,  eos_token_id=UpperCAmelCase   ,  **UpperCAmelCase)

				SCREAMING_SNAKE_CASE_				:List[str]				     =						vocab_size
				SCREAMING_SNAKE_CASE_				:Optional[int]				     =						hidden_size
				SCREAMING_SNAKE_CASE_				:Optional[int]				     =						num_hidden_layers
				SCREAMING_SNAKE_CASE_				:Optional[int]				     =						num_attention_heads
				SCREAMING_SNAKE_CASE_				:Optional[Any]				     =						hidden_act
				SCREAMING_SNAKE_CASE_				:Any				     =						intermediate_size
				SCREAMING_SNAKE_CASE_				:int				     =						hidden_dropout_prob
				SCREAMING_SNAKE_CASE_				:List[Any]				     =						attention_probs_dropout_prob
				SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						max_position_embeddings
				SCREAMING_SNAKE_CASE_				:Any				     =						type_vocab_size
				SCREAMING_SNAKE_CASE_				:int				     =						initializer_range
				SCREAMING_SNAKE_CASE_				:int				     =						layer_norm_eps
				SCREAMING_SNAKE_CASE_				:Tuple				     =						position_embedding_type
				SCREAMING_SNAKE_CASE_				:int				     =						use_cache
				SCREAMING_SNAKE_CASE_				:Any				     =						classifier_dropout
				SCREAMING_SNAKE_CASE_				:Dict				     =						pre_norm
				SCREAMING_SNAKE_CASE_				:str				     =						adapter_reduction_factor
				SCREAMING_SNAKE_CASE_				:Tuple				     =						adapter_layer_norm
				SCREAMING_SNAKE_CASE_				:Tuple				     =						adapter_reuse_layer_norm
				SCREAMING_SNAKE_CASE_				:str				     =						ln_before_adapter
				SCREAMING_SNAKE_CASE_				:Optional[Any]				     =						list(UpperCAmelCase)
				SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						default_language




class 						_UpperCAmelCase      (     lowercase							):






		@property
		def _snake_case		(						self				:     Union[str, Any]):
				if self.task == "multiple-choice":
						SCREAMING_SNAKE_CASE_				:int				     =						{0: "batch", 1: "choice", 2: "sequence"}
				else:
						SCREAMING_SNAKE_CASE_				:List[Any]				     =						{0: "batch", 1: "sequence"}
				return OrderedDict(
				    [
				        ("input_ids", dynamic_axis),
				        ("attention_mask", dynamic_axis),
				    ])










import unittest

from transformers.utils.backbone_utils import (
    BackboneMixin,
    get_aligned_output_features_output_indices,
    verify_out_features_out_indices,
)



class 						_UpperCAmelCase      (     unittest.TestCase							):






		def _snake_case		(						self				:     Union[str, Any]):
				SCREAMING_SNAKE_CASE_				:Optional[int]				     =						["a", "b", "c"]

				# Defaults to last layer if both are None
				SCREAMING_SNAKE_CASE_     ,				SCREAMING_SNAKE_CASE_				:Dict				     =						get_aligned_output_features_output_indices(UpperCAmelCase   ,  UpperCAmelCase   ,  UpperCAmelCase)
				self.assertEqual(UpperCAmelCase   ,  ["c"])
				self.assertEqual(UpperCAmelCase   ,  [2])

				# Out indices set to match out features
				SCREAMING_SNAKE_CASE_     ,				SCREAMING_SNAKE_CASE_				:Tuple				     =						get_aligned_output_features_output_indices(["a", "c"]   ,  UpperCAmelCase   ,  UpperCAmelCase)
				self.assertEqual(UpperCAmelCase   ,  ["a", "c"])
				self.assertEqual(UpperCAmelCase   ,  [0, 2])

				# Out features set to match out indices
				SCREAMING_SNAKE_CASE_     ,				SCREAMING_SNAKE_CASE_				:int				     =						get_aligned_output_features_output_indices(UpperCAmelCase   ,  [0, 2]   ,  UpperCAmelCase)
				self.assertEqual(UpperCAmelCase   ,  ["a", "c"])
				self.assertEqual(UpperCAmelCase   ,  [0, 2])

				# Out features selected from negative indices
				SCREAMING_SNAKE_CASE_     ,				SCREAMING_SNAKE_CASE_				:Any				     =						get_aligned_output_features_output_indices(UpperCAmelCase   ,  [-3, -1]   ,  UpperCAmelCase)
				self.assertEqual(UpperCAmelCase   ,  ["a", "c"])
				self.assertEqual(UpperCAmelCase   ,  [-3, -1])






		def _snake_case		(						self				:     str):
				# Stage names must be set
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(["a", "b"]   ,  (0, 1)   ,  UpperCAmelCase)

				# Out features must be a list
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(("a", "b")   ,  (0, 1)   ,  ["a", "b"])

				# Out features must be a subset of stage names
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(["a", "b"]   ,  (0, 1)   ,  ["a"])

				# Out indices must be a list or tuple
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(UpperCAmelCase   ,  0   ,  ["a", "b"])

				# Out indices must be a subset of stage names
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(UpperCAmelCase   ,  (0, 1)   ,  ["a"])

				# Out features and out indices must be the same length
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(["a", "b"]   ,  (0,)   ,  ["a", "b", "c"])

				# Out features should match out indices
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(["a", "b"]   ,  (0, 2)   ,  ["a", "b", "c"])

				# Out features and out indices should be in order
				with self.assertRaises(UpperCAmelCase):
						verify_out_features_out_indices(["b", "a"]   ,  (0, 1)   ,  ["a", "b"])

				# Check passes with valid inputs
				verify_out_features_out_indices(["a", "b", "d"]   ,  (0, 1, -1)   ,  ["a", "b", "c", "d"])







		def _snake_case		(						self				:     Tuple):
				SCREAMING_SNAKE_CASE_				:int				     =						BackboneMixin()

				SCREAMING_SNAKE_CASE_				:List[str]				     =						["a", "b", "c"]
				SCREAMING_SNAKE_CASE_				:str				     =						["a", "c"]
				SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						[0, 2]

				# Check that the output features and indices are set correctly
				self.assertEqual(backbone.out_features   ,  ["a", "c"])
				self.assertEqual(backbone.out_indices   ,  [0, 2])

				# Check out features and indices are updated correctly
				SCREAMING_SNAKE_CASE_				:Tuple				     =						["a", "b"]
				self.assertEqual(backbone.out_features   ,  ["a", "b"])
				self.assertEqual(backbone.out_indices   ,  [0, 1])

				SCREAMING_SNAKE_CASE_				:List[str]				     =						[-3, -1]
				self.assertEqual(backbone.out_features   ,  ["a", "c"])
				self.assertEqual(backbone.out_indices   ,  [-3, -1])






