

"""simple docstring"""

from collections import OrderedDict
from typing import TYPE_CHECKING, Any, Mapping, Optional

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


if TYPE_CHECKING:
    from ... import FeatureExtractionMixin, TensorType

_UpperCamelCase		     =    logging.get_logger(__name__)

_UpperCamelCase		     =    {
    """openai/imagegpt-small""": """""",
    """openai/imagegpt-medium""": """""",
    """openai/imagegpt-large""": """""",
}






class 			__a					(						__magic_name__       ):





       """simple docstring"""


       __UpperCamelCase					:      Optional[int]    =						'imagegpt'
       __UpperCamelCase					:      int    =						['past_key_values']
       __UpperCamelCase					:      Dict    =						{
           'hidden_size': 'n_embd',
           'max_position_embeddings': 'n_positions',
           'num_attention_heads': 'n_head',
           'num_hidden_layers': 'n_layer',
       }






       def __init__(   self			,					snake_case=512 + 1			,					snake_case=32 * 32			,					snake_case=512			,					snake_case=24			,					snake_case=8			,					snake_case=None			,					snake_case="quick_gelu"			,					snake_case=0.1			,					snake_case=0.1			,					snake_case=0.1			,					snake_case=1e-5			,					snake_case=0.02			,					snake_case=True			,					snake_case=True			,					snake_case=False			,					snake_case=False			,					snake_case=False			,					**snake_case			,					):





        """simple docstring"""

        lowerCAmelCase__   :				Any 			=				vocab_size
        lowerCAmelCase__   :				Dict 			=				n_positions
        lowerCAmelCase__   :				Tuple 			=				n_embd
        lowerCAmelCase__   :				Dict 			=				n_layer
        lowerCAmelCase__   :				Tuple 			=				n_head
        lowerCAmelCase__   :				Any 			=				n_inner
        lowerCAmelCase__   :				Dict 			=				activation_function
        lowerCAmelCase__   :				List[Any] 			=				resid_pdrop
        lowerCAmelCase__   :				int 			=				embd_pdrop
        lowerCAmelCase__   :				Any 			=				attn_pdrop
        lowerCAmelCase__   :				Any 			=				layer_norm_epsilon
        lowerCAmelCase__   :				Tuple 			=				initializer_range
        lowerCAmelCase__   :				Dict 			=				scale_attn_weights
        lowerCAmelCase__   :				List[Any] 			=				use_cache
        lowerCAmelCase__   :				Dict 			=				scale_attn_by_inverse_layer_idx
        lowerCAmelCase__   :				Optional[int] 			=				reorder_and_upcast_attn
        lowerCAmelCase__   :				str 			=				tie_word_embeddings

        super().__init__(tie_word_embeddings=snake_case			,					**snake_case   )






class 			__a					(						__magic_name__       ):





       """simple docstring"""


       @property
       def 			SCREAMING_SNAKE_CASE_	(   self   ):





        """simple docstring"""

        return OrderedDict(
            [
                ("input_ids", {0: "batch", 1: "sequence"}),
            ]   )






       def 			SCREAMING_SNAKE_CASE_	(   self			,					snake_case			,					snake_case = 1			,					snake_case = -1			,					snake_case = False			,					snake_case = None			,					snake_case = 3			,					snake_case = 32			,					snake_case = 32			,					):





        """simple docstring"""

        lowerCAmelCase__   :				Dict 			=				self._generate_dummy_images(snake_case			,					snake_case			,					snake_case			,					snake_case   )
        lowerCAmelCase__   :				Optional[Any] 			=				dict(preprocessor(images=snake_case			,					return_tensors=snake_case   )   )

        return inputs









"""simple docstring"""

from ...configuration_utils import PretrainedConfig
from ...utils import logging


_UpperCamelCase		     =    logging.get_logger(__name__)

_UpperCamelCase		     =    {
    """facebook/dpr-ctx_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-reader-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-ctx_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-multiset-base""": (
        """https://huggingface.co/facebook/dpr-reader-multiset-base/resolve/main/config.json"""
    ),
}






class 			__a					(						__magic_name__       ):





       """simple docstring"""


       __UpperCamelCase					:      str    =						'dpr'






       def __init__(   self			,					snake_case=30_522			,					snake_case=768			,					snake_case=12			,					snake_case=12			,					snake_case=3_072			,					snake_case="gelu"			,					snake_case=0.1			,					snake_case=0.1			,					snake_case=512			,					snake_case=2			,					snake_case=0.02			,					snake_case=1e-12			,					snake_case=0			,					snake_case="absolute"			,					snake_case = 0			,					**snake_case			,					):





        """simple docstring"""

        super().__init__(pad_token_id=snake_case			,					**snake_case   )

        lowerCAmelCase__   :				Dict 			=				vocab_size
        lowerCAmelCase__   :				int 			=				hidden_size
        lowerCAmelCase__   :				List[str] 			=				num_hidden_layers
        lowerCAmelCase__   :				List[Any] 			=				num_attention_heads
        lowerCAmelCase__   :				Any 			=				hidden_act
        lowerCAmelCase__   :				Any 			=				intermediate_size
        lowerCAmelCase__   :				str 			=				hidden_dropout_prob
        lowerCAmelCase__   :				List[str] 			=				attention_probs_dropout_prob
        lowerCAmelCase__   :				List[Any] 			=				max_position_embeddings
        lowerCAmelCase__   :				Optional[Any] 			=				type_vocab_size
        lowerCAmelCase__   :				Tuple 			=				initializer_range
        lowerCAmelCase__   :				Dict 			=				layer_norm_eps
        lowerCAmelCase__   :				Dict 			=				projection_dim
        lowerCAmelCase__   :				Any 			=				position_embedding_type






