o
    oi                  	   @   sJ  d dl Z d dlZd dlmZmZ d dlZd dlmZ d dl	m
Z
 d dlmZmZ d dlmZmZmZ d dlmZmZ dZeg d	Zeg d
Zeg dZdZdZdd Zdd Zdededeeeef fddZ e!dkre " Z#e#j$ddedd e#j$ddddd  e#j$d!ed"d# e#% Z&ee&j'rd$nd%d& ee& dS dS )'    N)ListTuple)Tensor)
load_audio)init_loggerlog_metrics)SRget_ort_sessionisclose)download_fileget_cache_dirzfhttps://github.com/microsoft/DNS-Challenge/raw/82f1b17e7776a43eee395d0f45bae8abb700ad00/DNSMOS/DNSMOS/)g
w=gc9?g%Pzu?)ggFu?gCyXٿ)g;YRg~?gz?)SIGBAKOVLgQ"@c           
      C   s   | j }| j}| j}t|t|dd d}t }t||}tddd t	t
|D  |d uryt|dkr>t|t|ks>J tddd t	t
|D  t	||D ](\}}t||sxt|t|  }	tdd	d t	t
|	D d
d td qPtd d S )N)srverboser   	Predictedc                 S      i | ]\}}||qS  r   .0nvr   r   R/home/ubuntu/SoloSpeech/.venv/lib/python3.10/site-packages/df/scripts/dnsmos_v2.py
<dictcomp>       zmain.<locals>.<dictcomp>z	Target   c                 S   r   r   r   r   r   r   r   r   !   r   z	Diff     c                 S   r   r   r   r   r   r   r   r   %   r   ERRORlevel   )filedebug
target_mosr   r   squeezedownload_onnx_modeldnsmos_localr   zipNAMESlenr
   npasarraytolistexit)
argsr    r   r"   audiosig_bak_ovrdnsmosdtdiffr   r   r   main   s$   

r4   c                  C   sN   t  } tj| st|  d}tj| |}tj|s%tt| | d}|S )Nzsig_bak_ovr.onnx)download_dir)	r   ospathisdirmakedirsjoinexistsr   URL_ONNX)	cache_dirnameonnxr   r   r   r$   *   s   
r$   r.   r?   returnc                 C   sp  t | tksJ d| j t|}t | tt k r,tj| dttt t |  fdd} ttt | t t d }t}g }g }g }|dksIJ t	|D ]V}| t|| t|t |  }	t |	tt k rhqMt
|	dtjd d f }
d|
i}|d |d d \}}}t|}t|}t|}|| || || qMt|}t|}t|}|||fS )NzAudio to short: r   wrap)mode   float32input_1)r(   r   shaper	   INPUT_LENGTHr)   padintfloorrangearrayastypenewaxisrunP_SIGP_BAKappendmean)r.   r?   sessionnum_hopshop_len_samplespredicted_mos_sig_segpredicted_mos_bak_segpredicted_mos_ovr_segidx	audio_seginput_featuresoimos_sig_rawmos_bak_rawmos_ovr_rawmos_sigmos_bakmos_ovrmod_sigmod_bakmod_ovrr   r   r   r%   5   s6   $ 





r%   __main__z--target-mosz-t*)typenargsz--debugz-dz-v
store_true)actionr    z)Path to audio file for DNSMOS evaluation.)ri   helpDEBUGINFOr   )(argparser6   typingr   r   numpyr)   torchr   df.ior   	df.loggerr   r   df.scripts.dnsmosr   r	   r
   df.utilsr   r   r<   poly1drP   rQ   P_OVRr'   rG   r4   r$   strfloatr%   __name__ArgumentParserparseradd_argument
parse_argsr-   r!   r   r   r   r   <module>   s6     %