





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


__A									=				logging.get_logger(__name__)

__A									=				{
    "MIT/ast-finetuned-audioset-10-10-0.4593": (
        "https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json"
    ),
}



class    _SCREAMING_SNAKE_CASE						(	__SCREAMING_SNAKE_CASE    ):







 '''simple docstring'''
 lowercase_		=			"audio-spectrogram-transformer"

 def __init__(self				:   Optional[Any]       , UpperCAmelCase_				:   str=768       , UpperCAmelCase_				:   Union[str, Any]=12       , UpperCAmelCase_				:   List[str]=12       , UpperCAmelCase_				:   str=3_072       , UpperCAmelCase_				:   Tuple="gelu"       , UpperCAmelCase_				:   Dict=0.0       , UpperCAmelCase_				:   Optional[int]=0.0       , UpperCAmelCase_				:   Union[str, Any]=0.02       , UpperCAmelCase_				:   str=1E-1_2       , UpperCAmelCase_				:   List[str]=16       , UpperCAmelCase_				:   Optional[int]=True       , UpperCAmelCase_				:   Any=10       , UpperCAmelCase_				:   Optional[Any]=10       , UpperCAmelCase_				:   int=1_024       , UpperCAmelCase_				:   str=128       , **UpperCAmelCase_				:   Optional[Any]       , )       ->Any:



   '''simple docstring'''



   super().__init__(**UpperCAmelCase_)

   lowerCamelCase__:      int			  =hidden_size
   lowerCamelCase__:      Dict			  =num_hidden_layers
   lowerCamelCase__:      Any			  =num_attention_heads
   lowerCamelCase__:      Union[str, Any]			  =intermediate_size
   lowerCamelCase__:      Tuple			  =hidden_act
   lowerCamelCase__:      Optional[int]			  =hidden_dropout_prob
   lowerCamelCase__:      Union[str, Any]			  =attention_probs_dropout_prob
   lowerCamelCase__:      Optional[int]			  =initializer_range
   lowerCamelCase__:      Tuple			  =layer_norm_eps
   lowerCamelCase__:      Dict			  =patch_size
   lowerCamelCase__:      List[str]			  =qkv_bias
   lowerCamelCase__:      Optional[Any]			  =frequency_stride
   lowerCamelCase__:      int			  =time_stride
   lowerCamelCase__:      Optional[Any]			  =max_length
   lowerCamelCase__:      Union[str, Any]			  =num_mel_bins








'''simple docstring'''




from ..utils import (
    OptionalDependencyNotAvailable,
    is_flax_available,
    is_scipy_available,
    is_torch_available,
    is_torchsde_available,
)


try:
  if not is_torch_available():
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  from ..utils.dummy_pt_objects import *  # noqa F403
else:
  from .scheduling_consistency_models import CMStochasticIterativeScheduler
  from .scheduling_ddim import DDIMScheduler
  from .scheduling_ddim_inverse import DDIMInverseScheduler
  from .scheduling_ddim_parallel import DDIMParallelScheduler
  from .scheduling_ddpm import DDPMScheduler
  from .scheduling_ddpm_parallel import DDPMParallelScheduler
  from .scheduling_deis_multistep import DEISMultistepScheduler
  from .scheduling_dpmsolver_multistep import DPMSolverMultistepScheduler
  from .scheduling_dpmsolver_multistep_inverse import DPMSolverMultistepInverseScheduler
  from .scheduling_dpmsolver_singlestep import DPMSolverSinglestepScheduler
  from .scheduling_euler_ancestral_discrete import EulerAncestralDiscreteScheduler
  from .scheduling_euler_discrete import EulerDiscreteScheduler
  from .scheduling_heun_discrete import HeunDiscreteScheduler
  from .scheduling_ipndm import IPNDMScheduler
  from .scheduling_k_dpm_2_ancestral_discrete import KDPMaAncestralDiscreteScheduler
  from .scheduling_k_dpm_2_discrete import KDPMaDiscreteScheduler
  from .scheduling_karras_ve import KarrasVeScheduler
  from .scheduling_pndm import PNDMScheduler
  from .scheduling_repaint import RePaintScheduler
  from .scheduling_sde_ve import ScoreSdeVeScheduler
  from .scheduling_sde_vp import ScoreSdeVpScheduler
  from .scheduling_unclip import UnCLIPScheduler
  from .scheduling_unipc_multistep import UniPCMultistepScheduler
  from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin
  from .scheduling_vq_diffusion import VQDiffusionScheduler

try:
  if not is_flax_available():
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  from ..utils.dummy_flax_objects import *  # noqa F403
else:
  from .scheduling_ddim_flax import FlaxDDIMScheduler
  from .scheduling_ddpm_flax import FlaxDDPMScheduler
  from .scheduling_dpmsolver_multistep_flax import FlaxDPMSolverMultistepScheduler
  from .scheduling_karras_ve_flax import FlaxKarrasVeScheduler
  from .scheduling_lms_discrete_flax import FlaxLMSDiscreteScheduler
  from .scheduling_pndm_flax import FlaxPNDMScheduler
  from .scheduling_sde_ve_flax import FlaxScoreSdeVeScheduler
  from .scheduling_utils_flax import (
      FlaxKarrasDiffusionSchedulers,
      FlaxSchedulerMixin,
      FlaxSchedulerOutput,
      broadcast_to_shape_from_left,
  )


try:
  if not (is_torch_available() and is_scipy_available()):
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  from ..utils.dummy_torch_and_scipy_objects import *  # noqa F403
else:
  from .scheduling_lms_discrete import LMSDiscreteScheduler

try:
  if not (is_torch_available() and is_torchsde_available()):
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  from ..utils.dummy_torch_and_torchsde_objects import *  # noqa F403
else:
  from .scheduling_dpmsolver_sde import DPMSolverSDEScheduler




