

import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import AutoConfig


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

A_						:     List[Any]			  =				{
    'facebook/musicgen-small': 'https://huggingface.co/facebook/musicgen-small/resolve/main/config.json',
    # See all Musicgen models at https://huggingface.co/models?filter=musicgen
}
class    A_				( _a  ):


    '''simple docstring'''






    a__       							=    "musicgen_decoder"
    a__       							=    ["past_key_values"]


    def __init__(self       , lowercase__=2_048       , lowercase__=2_048       , lowercase__=24       , lowercase__=4_096       , lowercase__=16       , lowercase__=0.0       , lowercase__=True       , lowercase__="gelu"       , lowercase__=1_024       , lowercase__=0.1       , lowercase__=0.0       , lowercase__=0.0       , lowercase__=0.02       , lowercase__=False       , lowercase__=4       , lowercase__=2_048       , lowercase__=2_048       , lowercase__=None       , lowercase__=False       , **lowercase__       , )       -> Optional[int]:
        __UpperCAmelCase			   =     vocab_size
        __UpperCAmelCase			   =     max_position_embeddings
        __UpperCAmelCase			   =     hidden_size
        __UpperCAmelCase			   =     ffn_dim
        __UpperCAmelCase			   =     num_hidden_layers
        __UpperCAmelCase			   =     num_attention_heads
        __UpperCAmelCase			   =     dropout
        __UpperCAmelCase			   =     attention_dropout
        __UpperCAmelCase			   =     activation_dropout
        __UpperCAmelCase			   =     activation_function
        __UpperCAmelCase			   =     initializer_factor
        __UpperCAmelCase			   =     layerdrop
        __UpperCAmelCase			   =     use_cache
        __UpperCAmelCase			   =     scale_embedding  # scale factor will be sqrt(d_model) if True
        __UpperCAmelCase			   =     num_codebooks
        super().__init__(
            pad_token_id=lowercase__       , bos_token_id=lowercase__       , eos_token_id=lowercase__       , tie_word_embeddings=lowercase__       , **lowercase__       , )






class    A_				( _a  ):


    '''simple docstring'''






    a__       							=    "musicgen"
    a__       							=    True


    def __init__(self       , **lowercase__					)       -> Any:
        super().__init__(**lowercase__					)
        if "text_encoder" not in kwargs or "audio_encoder" not in kwargs or "decoder" not in kwargs:
            raise ValueError('''Config has to be initialized with text_encoder, audio_encoder and decoder config'''					)

        __UpperCAmelCase			   =     kwargs.pop('''text_encoder'''					)
        __UpperCAmelCase			   =     text_encoder_config.pop('''model_type'''					)

        __UpperCAmelCase			   =     kwargs.pop('''audio_encoder'''					)
        __UpperCAmelCase			   =     audio_encoder_config.pop('''model_type'''					)

        __UpperCAmelCase			   =     kwargs.pop('''decoder'''					)

        __UpperCAmelCase			   =     AutoConfig.for_model(lowercase__       , **lowercase__					)
        __UpperCAmelCase			   =     AutoConfig.for_model(lowercase__       , **lowercase__					)
        __UpperCAmelCase			   =     MusicgenDecoderConfig(**lowercase__					)
        __UpperCAmelCase			   =     True


    @classmethod
    def        lowerCAmelCase_  (cls       , lowercase__       , lowercase__       , lowercase__       , **lowercase__       , )       -> List[Any]:
        return cls(
            text_encoder=text_encoder_config.to_dict()       , audio_encoder=audio_encoder_config.to_dict()       , decoder=decoder_config.to_dict()       , **lowercase__       , )






    def        lowerCAmelCase_  (self					)       -> Dict:
        __UpperCAmelCase			   =     copy.deepcopy(self.__dict__					)
        __UpperCAmelCase			   =     self.text_encoder.to_dict()
        __UpperCAmelCase			   =     self.audio_encoder.to_dict()
        __UpperCAmelCase			   =     self.decoder.to_dict()
        __UpperCAmelCase			   =     self.__class__.model_type
        return output







from __future__ import annotations


def  __a    (				SCREAMING_SNAKE_CASE ) ->       list[int]:






    '''simple docstring'''
    if not list_of_ints:
        return []

    if min(SCREAMING_SNAKE_CASE ) < 0:
        raise ValueError('''All numbers must be positive''' )

    __UpperCAmelCase			   =     max(len(bin(SCREAMING_SNAKE_CASE )[2:] ) for x in list_of_ints )
    return _msd_radix_sort(SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE )


def  __a    (				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE ) ->       list[int]:






    '''simple docstring'''
    if bit_position == 0 or len(SCREAMING_SNAKE_CASE ) in [0, 1]:
        return list_of_ints

    __UpperCAmelCase			   =     []
    __UpperCAmelCase			   =     []
    # Split numbers based on bit at bit_position from the right
    for number in list_of_ints:
        if (number >> (bit_position - 1)) & 1:
            # number has a one at bit bit_position
            ones.append(SCREAMING_SNAKE_CASE )
        else:
            # number has a zero at bit bit_position
            zeros.append(SCREAMING_SNAKE_CASE )

    # recursively split both lists further
    __UpperCAmelCase			   =     _msd_radix_sort(SCREAMING_SNAKE_CASE    ,				bit_position - 1 )
    __UpperCAmelCase			   =     _msd_radix_sort(SCREAMING_SNAKE_CASE    ,				bit_position - 1 )

    # recombine lists
    __UpperCAmelCase			   =     zeros
    res.extend(SCREAMING_SNAKE_CASE )

    return res


def  __a    (				SCREAMING_SNAKE_CASE ) ->       Optional[int]:






    '''simple docstring'''
    __UpperCAmelCase			   =     len(SCREAMING_SNAKE_CASE )
    if not list_of_ints or length == 1:
        return

    if min(SCREAMING_SNAKE_CASE ) < 0:
        raise ValueError('''All numbers must be positive''' )

    __UpperCAmelCase			   =     max(len(bin(SCREAMING_SNAKE_CASE )[2:] ) for x in list_of_ints )
    _msd_radix_sort_inplace(SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				0    ,				SCREAMING_SNAKE_CASE )


def  __a    (				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE ) ->       int:






    '''simple docstring'''
    if bit_position == 0 or end_index - begin_index <= 1:
        return

    bit_position -= 1

    __UpperCAmelCase			   =     begin_index
    __UpperCAmelCase			   =     end_index - 1
    while i <= j:
        __UpperCAmelCase			   =     False
        if not (list_of_ints[i] >> bit_position) & 1:
            # found zero at the beginning
            i += 1
            __UpperCAmelCase			   =     True
        if (list_of_ints[j] >> bit_position) & 1:
            # found one at the end
            j -= 1
            __UpperCAmelCase			   =     True

        if changed:
            continue

        __UpperCAmelCase   ,       __UpperCAmelCase			   =     list_of_ints[j], list_of_ints[i]
        j -= 1
        if j != i:
            i += 1

    _msd_radix_sort_inplace(SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE )
    _msd_radix_sort_inplace(SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE    ,				SCREAMING_SNAKE_CASE )


if __name__ == "__main__":
       import doctest

       doctest.testmod()




