o
    oir)                     @   s`  d dl Z d dlZd dlZd dlmZ d dlmZ d dlmZm	Z	m
Z
mZmZ d dlZd dlZd dlZd dlZd dlZd dlZd dlmZ d dlmZ d dlmZmZmZmZmZmZ d dlm Z m!Z! d d	l"m#Z# d
ee deee$ e
e$ f dee$ee% f fddZ&de$dee$ef dee$e	e% f de$fddZ'de$dee$ef dee$ fddZ(					d<de$dej)j*deedf de
e$ de
e$ dee$ee%e$f f d e+d!e+d"e+d#e+fd$d%Z,e- 					d=d&e$d'e#d!e+d"e+d(e+d#e+fd)d*Z.d+d, Z/e0d-kr.e Z1e1j2d&d.d/ e1j2d0d1d2d!d3 e1j2d4d5d6d7 e1j2d8d9e%d:d; e13 Z4e/e4 dS dS )>    N)deepcopy)Path)DictIterableListTupleUnion)logger)Tensor)ModelParamsdf_featuresenhanceget_model_basedirinit_dfsetup_df_argument_parser)get_test_sample
save_audio)DFtensorsnamesreturnc                 C   s>   t | t |krtdt |  d|  dd t|| D S )Nz  Number of tensors (z!) does not match provided names: c                 S   s   i | ]\}}||j qS  )shape.0kvr   r   O/home/ubuntu/SoloSpeech/.venv/lib/python3.10/site-packages/df/scripts/export.py
<dictcomp>$   s    zshapes_dict.<locals>.<dictcomp>)lenr	   warningzip)r   r   r   r   r   shapes_dict   s
   r"   path
input_datainput_shapesc           	   
   C   s   dd l }t| }|j|||d\}}tjtj| d }|s%J dt	|d tj
|j  z
tjj|dd W n ty\ } ztd| d|  | W  Y d }~S d }~ww t||  | S )	Nr   )r$   test_input_shapesz,Simplified ONNX model could not be validated: T
full_checkzFailed to simplify model z. Skipping: )onnxsimonnxloadsimplifyosr#   splitextbasenamer	   debughelperprintable_graphgraphcheckercheck_model	Exceptionerror
save_model)	r#   r$   r%   r*   model
model_simpcheckmodel_ner   r   r   onnx_simplify'   s&   

r?   
input_dictoutput_namesc                 C   sh   t | }ttj| d t j|j	  t j
j|dd tj| dgd}||dd | D S )Nr'   Tr(   CPUExecutionProvider)	providersc                 S   s   i | ]	\}}||  qS r   )numpyr   r   r   r   r   D   s    zonnx_check.<locals>.<dictcomp>)r+   r,   r	   r1   r.   r#   r0   r2   r3   r4   r5   r6   ortInferenceSessionrunitems)r#   r@   rA   r:   sessr   r   r   
onnx_check?   s
   
$rJ   T   Fr:   inputs.input_namesdynamic_axesjitr<   r-   print_graphc                 C   s  t j| }t j|std|  t | t jt j| d }td| d|  t	||}td|  || }t	||}td|  |r`t
jj|tdd |D gd	}td
|  t
jjt|| |||||dd dd t||D }|rt| |t|}t|||D ]4\}}}ztjj|  | ddd W q ty } ztd| d|  W Y d }~qd }~ww |	rt| |t	||} td|   |
rtjt| j |S )NzCreating export directory: r   zExporting model 'z' to z  Input shapes: z  Output shapes: c                 s   s    | ]}|V  qd S )Nr   )r   ar   r   r   	<genexpr>c   s    zexport_impl.<locals>.<genexpr>)example_inputsz  Dynamic axis: F)r:   fargsrM   rN   rA   opset_versionkeep_initializers_as_inputsc                 S   s   i | ]\}}||qS r   r   r   r   r   r   r   q   s    zexport_impl.<locals>.<dictcomp>gư>gh㈵>)rtolatolz  Elements not close for r'   z  Saved simplified model )r.   r#   dirnameisdirr	   infomakedirsr/   r0   r"   torchrO   scripttupler+   exportr   r!   rJ   nptestingassert_allcloserD   squeezeAssertionErrorr    r?   r2   r3   
load_modelr4   )r#   r:   rL   rM   rA   rN   rO   rV   r<   r-   rP   
export_dir
model_namer%   outputsoutput_shapesr@   onnx_outputsnameoutonnx_outr>   r   r   r   export_implG   sT   


 
"rp   rh   df_stateexport_fullc                 C   s*  t | d} |   t }tdd|j f}	t|	||jdd\}
}}|r^t	j
|d}g d}ddiddiddiddiddiddid}|
||f}g d	}t|| ||||d
||||d |ddd}t	j
|d}||f}ddg}ddiddiddiddiddiddiddiddiddid	}g d}t|| j||||d||||d\}}}}}}}tjt	j
|d| | d tjt	j
|d| | | | | | | d tjt	j
|d| | | | | d | ||||f}g d}dg}ddiddiddiddiddiddid}t	j
|d}t|| j||||d||||d}tjt	j
|d| d tjt	j
|d| | d | |f}d d!g}d"g}ddiddiddid#}t	j
|d$}t|| j||||d
||||d}tjt	j
|d%| d& d S )'Ncpu   )devicezdeepfilternet2.onnx)specfeat_erb	feat_spec   S)rv   rw   rx   enhmlsnr)r{   r|   r}   coefsF)	rL   rM   rA   rN   rO   r<   r-   rV   rP      enc.onnxrw   rx   )	rw   rx   e0e1e2e3embc0r}   )r   r   r   r   r   r   r}   Tzenc_input.npz)rw   rx   zenc_output.npzzerb_dec_input.npz)r   r   r   r   r   )r   r   r   r   r   r|   )r   r   r   r   r   r|   erb_dec.onnxzerb_dec_output.npz)r|   zdf_dec_input.npz)r   r   r   r   r~   )r   r   r~   df_dec.onnxzdf_dec_output.npz)r~   )r   toevalr   r^   randnsrr   nb_dfr.   r#   joinrp   	transposere   encrb   savez_compressedrD   cloneerb_decdf_dec)r:   rh   rq   r<   r-   opsetrr   rP   paudiorv   rw   rx   r#   rM   rN   rL   rA   r   r   r   r   r   r   r}   r|   r~   r   r   r   ra      s  
 ra   c                 C   s  zdd l }W n ty   td td td Y nw t|  t| j| j| jdd| jd\}}}t	|
 }t|||d}td}| rPt|d	 ||
  t| j}|jddd
 t|||| j| j| jd t| j}	|	| jkrttj|	dtj| jd |t|	jd  }
tj|
dd5}|tj| jd |tj| jd |tj| jd |tj| jd W d    d S 1 sw   Y  d S )Nr   z2Failed to import monkeytype. Please install it viaz$ pip install MonkeyTypert   z
export.logT)post_filter	log_levellog_fileconfig_allow_defaultsepochrn   zenhanced.wav)parentsexist_ok)rq   r   r<   r-   z
config.iniz_onnx.tar.gzzw:gz)moder   r   r   )
monkeytypeImportErrorprintexitr   model_base_dirpfr   r   r   r   r   r   is_dirr   rh   mkdirra   r   r<   r-   r   shutilcopyfiler.   r#   r   rm   tarfileopenadd)rU   r   r:   rq   _sampleenhancedout_dirrh   r   tar_namerT   r   r   r   main   sX   


"r   __main__z'Directory for exporting the onnx model.)helpz
--no-checkz%Don't check models with onnx checker.store_false)r   actiondestz
--simplifyz!Simply onnx models using onnxsim.
store_true)r   r   z--opsetzONNX opset version   )r   typedefault)TrK   TTF)TTrK   FF)5r.   r   r   copyr   pathlibr   typingr   r   r   r   r   rD   rb   r+   onnx.checkeronnx.helperonnxruntimerE   r^   logurur	   r
   
df.enhancer   r   r   r   r   r   df.ior   r   libdfr   strintr"   r?   rJ   nnModuleboolrp   no_gradra   r   __name__parseradd_argument
parse_argsrU   r   r   r   r   <module>   s     



"
	

= 
/