o
    Si8	                  	   @   s   d dl Z d dlmZmZ d dlmZmZmZ d dlZ	d dl
Z
d dlmZ d dlmZmZmZ eG dd deZ	dd	e	jd
edede	jfddZdS )    N)asdict	dataclass)OptionalTupleUnion)AudioTransform)EPSILONSecondsis_module_availablec                   @   sh   e Zd ZU dZeed< deeje	j
f dedejfddZded	ee dedeeee f fd
dZdS )LoudnessNormalizationz`
    Loudness normalization based on pyloudnorm: https://github.com/csteinmetz1/pyloudnorm.
    targetsamplessampling_ratereturnc                 C   s*   t |r|  }t|| j|d}|S )N)r   r   )torch	is_tensorcpunumpynormalize_loudnessr   )selfr   r   	augmented r   P/home/ubuntu/.local/lib/python3.10/site-packages/lhotse/augmentation/loudness.py__call__   s   
zLoudnessNormalization.__call__offsetdurationc                 C   s   ||fS )Nr   )r   r   r   r   r   r   r   reverse_timestamps   s   z(LoudnessNormalization.reverse_timestampsN)__name__
__module____qualname____doc__float__annotations__r   npndarrayr   Tensorintr   r	   r   r   r   r   r   r   r   r      s&   
 

r   >  audior   r   r   c                 C   s   t dstdddl}| jdksJ d| j | jd | }|j|td|t d	}|| j	}t
  t
d
 |j| j	||}W d   |j	S 1 sQw   Y  |j	S )a  
    Applies pyloudnorm based loudness normalization to the input audio. The input audio
    can have up to 5 channels, with the following order: [left, right, center, left_surround, right_surround]

    :param audio: the input audio, expected to be 2D with shape (channels, samples).
    :param target: the target loudness in LUFS.
    :param sampling_rate: the sampling rate of the audio.
    :return: the loudness normalized audio.
    
pyloudnormz>Please install pyloudnorm first using 'pip install pyloudnorm'r   N   zExpected 2D audio shape, got:    g?)
block_sizeignore)r
   ImportErrorr)   ndimshapeMeterminr   integrated_loudnessTwarningscatch_warningssimplefilter	normalizeloudness)r(   r   r   pylnr   meterr9   loudness_normalized_audior   r   r   r   $   s$   


r   )r'   )r5   dataclassesr   r   typingr   r   r   r   r#   r   lhotse.augmentation.transformr   lhotse.utilsr   r	   r
   r   r$   r!   r&   r   r   r   r   r   <module>   s&    