


'''simple docstring'''





from collections import OrderedDict
from typing import Mapping

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


__lowerCamelCase       :       Any				   =			logging.get_logger(__name__)

__lowerCamelCase       :       Dict				   =			{
    "flaubert/flaubert_small_cased": "https://huggingface.co/flaubert/flaubert_small_cased/resolve/main/config.json",
    "flaubert/flaubert_base_uncased": "https://huggingface.co/flaubert/flaubert_base_uncased/resolve/main/config.json",
    "flaubert/flaubert_base_cased": "https://huggingface.co/flaubert/flaubert_base_cased/resolve/main/config.json",
    "flaubert/flaubert_large_cased": "https://huggingface.co/flaubert/flaubert_large_cased/resolve/main/config.json",
}



class 			a      (      UpperCamelCase_   ):
		__lowercase													=		"""flaubert"""
		__lowercase													=		{
		    """hidden_size""": """emb_dim""",
		    """num_attention_heads""": """n_heads""",
		    """num_hidden_layers""": """n_layers""",
		    """n_words""": """vocab_size""",  # For backward compatibility
		}






		def __init__(  self	,     __UpperCamelCase=False	,     __UpperCamelCase=0.0	,     __UpperCamelCase=3_01_45	,     __UpperCamelCase=20_48	,     __UpperCamelCase=12	,     __UpperCamelCase=16	,     __UpperCamelCase=0.1	,     __UpperCamelCase=0.1	,     __UpperCamelCase=True	,     __UpperCamelCase=False	,     __UpperCamelCase=False	,     __UpperCamelCase=False	,     __UpperCamelCase=1	,     __UpperCamelCase=True	,     __UpperCamelCase=5_12	,     __UpperCamelCase=20_48**-0.5	,     __UpperCamelCase=1E-12	,     __UpperCamelCase=0.02	,     __UpperCamelCase=0	,     __UpperCamelCase=1	,     __UpperCamelCase=2	,     __UpperCamelCase=3	,     __UpperCamelCase=5	,     __UpperCamelCase=True	,     __UpperCamelCase="first"	,     __UpperCamelCase=True	,     __UpperCamelCase=None	,     __UpperCamelCase=True	,     __UpperCamelCase=0.1	,     __UpperCamelCase=5	,     __UpperCamelCase=5	,     __UpperCamelCase=0	,     __UpperCamelCase=0	,     __UpperCamelCase=2	,     __UpperCamelCase=0	,     **__UpperCamelCase	,     )->			Optional[int]:
						'''simple docstring'''


						A__     :							List[str]   				=pre_norm
						A__     :							Optional[Any]   				=layerdrop
						A__     :							List[str]   				=vocab_size
						A__     :							int   				=emb_dim
						A__     :							str   				=n_layers
						A__     :							List[Any]   				=n_heads
						A__     :							Union[str, Any]   				=dropout
						A__     :							Union[str, Any]   				=attention_dropout
						A__     :							Union[str, Any]   				=gelu_activation
						A__     :							Union[str, Any]   				=sinusoidal_embeddings
						A__     :							Any   				=causal
						A__     :							Any   				=asm
						A__     :							Optional[int]   				=n_langs
						A__     :							str   				=use_lang_emb
						A__     :							List[Any]   				=layer_norm_eps
						A__     :							Tuple   				=bos_index
						A__     :							Dict   				=eos_index
						A__     :							Any   				=pad_index
						A__     :							str   				=unk_index
						A__     :							List[str]   				=mask_index
						A__     :							str   				=is_encoder
						A__     :							List[str]   				=max_position_embeddings
						A__     :							int   				=embed_init_std
						A__     :							Optional[Any]   				=init_std
						A__     :							Tuple   				=summary_type
						A__     :							Dict   				=summary_use_proj
						A__     :							List[str]   				=summary_activation
						A__     :							str   				=summary_proj_to_labels
						A__     :							Union[str, Any]   				=summary_first_dropout
						A__     :							Any   				=start_n_top
						A__     :							Dict   				=end_n_top
						A__     :							Optional[Any]   				=mask_token_id
						A__     :							List[str]   				=lang_id

						if "n_words" in kwargs:
										A__     :							Optional[int]   				=kwargs['''n_words''']

						super().__init__(pad_token_id=__UpperCamelCase	,     bos_token_id=__UpperCamelCase	,     **__UpperCamelCase							)







class 			a      (      UpperCamelCase_   ):






		@property
		def       lowerCAmelCase_  (  self							)->			Mapping[str, Mapping[int, str]]:
						'''simple docstring'''


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







from dataclasses import dataclass
from enum import Enum
from typing import List, Optional, Union

import numpy as np
import PIL
from PIL import Image

from ...utils import BaseOutput, is_torch_available, is_transformers_available



@dataclass
class 			a      (      UpperCamelCase_   ):
		__lowercase													=		{
		    """sld_warmup_steps""": 15,
		    """sld_guidance_scale""": 20,
		    """sld_threshold""": 0.0,
		    """sld_momentum_scale""": 0.0,
		    """sld_mom_beta""": 0.0,
		}
		__lowercase													=		{
		    """sld_warmup_steps""": 10,
		    """sld_guidance_scale""": 1_000,
		    """sld_threshold""": 0.01,
		    """sld_momentum_scale""": 0.3,
		    """sld_mom_beta""": 0.4,
		}
		__lowercase													=		{
		    """sld_warmup_steps""": 7,
		    """sld_guidance_scale""": 2_000,
		    """sld_threshold""": 0.0_25,
		    """sld_momentum_scale""": 0.5,
		    """sld_mom_beta""": 0.7,
		}
		__lowercase													=		{
		    """sld_warmup_steps""": 0,
		    """sld_guidance_scale""": 5_000,
		    """sld_threshold""": 1.0,
		    """sld_momentum_scale""": 0.5,
		    """sld_mom_beta""": 0.7,
		}







@dataclass
class 			a      (      UpperCamelCase_   ):
		__lowercase													=		42
		__lowercase													=		42
		__lowercase													=		42
		__lowercase													=		42


if is_transformers_available() and is_torch_available():
						from .pipeline_stable_diffusion_safe import StableDiffusionPipelineSafe
						from .safety_checker import SafeStableDiffusionSafetyChecker



