U
    R/b-                  .   @   sF  d dl mZ d dl Z d dlZd dlmZ d dlZd dlm	Z	m
Z
mZ d dlmZ d dlZejd d dlZdZdd	 d
d	 dd	 dd	 dd	 dd	 dd	 dd	 dd	 dd	 dd	 dd	 eejddddejdddddede ejedejdddddede ejedejdddddejddd d	 ee	dd!e
dddd"d#eed$d%d&edejddd'ddede ejedejddd'ddede ejedejddd'ddejddd(d	 d)d	 ee	dd!e
dddd"d#eed$d%d&edd*d'dded*ejd%d+ed*d*d'dded*ejd%d+ed*d*d'dded*ejd%d+ed*d*d'dded*ejd%d+ed*dd'ddejddeeddd!dd"ejddd'ddede ejedejddd'ddede ejedejddd'ddejddeeddddd"ejdddd,ede ejdddd,e ejddeeddd!dd"ejddd-d.dede ejddd'ddede ejddd.ddejdd	eeddd!dd"ejddd'ddede ejddd'ddede ejddd'ddejdd	eejddd-ddede ejddd-ddede ejddd-ddejddeejddd'd,ede ejddd'd,e ejddeejdd!dd,ed!e ejd!ddd,e ejddeejdddd,ede ejdddd,e ejddeejd/d0dd,ed0e ejd0ddd,e ejddeejd/ddd,ede ejedejdd0dd,ed0e ejedejd0d0dd,ed0e ejedejd0ddd,ejddd1ZdS )2    )nnN)BinarizeConv1d)STFT	MelFilterLog1p)	PCENLayerz"/nfs/NAS5/best/cacha_detec/sincnet      ?c                 C   s   t  S )N)r   
Sequentialnfeatkernel r   ./nfs/NAS5/best/cacha_detec/custom_NN/models.py<lambda>       r   c                 C   s   t tddtdddddttddd	t dtj	d| |d
dt | t 
 tttj	| | |d
dt | t 
 tttj	| d|d
dt jddS )N      i   @     a      cATaZ	trainable   stride   output_sizer   r	   r   r   r   nplog10BatchNorm1dudepthwise_separable_conv1d	LeakyReLU	Dropout1dpDropoutAdaptiveMaxPool1dr
   r   r   r   r      s   
c                 C   s   t tddt jd| d dddt | d ttt j| d | dddt | ttt j| | dddt | ttt j| | dddt | ttt j| ddddt jdd	S )
Nr   r      r            r   )	r   r	   r#   ReshapeConv1dr"   r&   r'   r(   r   r   r   r   r   #   s    

c                 C   s   t tddtdddddttddd	tjd| |d
ddt j	t
dtj| | |d
ddt j	t
dtj| d|d
ddt jdd	S )Nr   r   P  r   r   r   r   Tr   r   )r   quatpr   r   )r   r	   r   r   r   r    r!   r#   Quat_depthwise_separable_conv1dDropoutr'   r(   )fkr   r   r   r   4   s   


c                 C   s|   t tddtdddddttddd	tjd| d
ddt j	t
dtj| | d
ddt j	t
dtj| dd
ddt jdd	S Nr   r   i }  r   r   i>  r   Tr   r,   r   r   r3   r   r   r   r	   r   r   r   r    r!   r#   r$   r6   r'   r(   r0   r   r   r   r   ?   s   


c                 C   s|   t tddtdddddttddd	tjd| d
ddt j	t
dtj| | d
ddt j	t
dtj| dd
ddt jdd	S r9   r:   r0   r   r   r   r   J   s   


c                 C   s   t tddtdddddttddd	tjd| |d
dt 	| t 
 tttj| | |d
dt 	| t 
 tttj| d|d
dt jddS Nr   r   r1   r   r   r   r   Tr   r   r   r   r   )r   r	   r   r   r   r    r!   r#   r$   r"   r%   r&   r'   r(   r
   r   r   r   r   U   s   
c                 C   s   t tddtdddddttddd	t dtj	d| |d
dt | t 
 tttj	| | |d
dt | t 
 tttj	| d|d
dt jddS r;   r   r
   r   r   r   r   d   s   
c                 C   s   t tddtdddddttddd	t tj	d| |d
dt 
| t  tttj	| | |d
dt 
| t  tttj	| d|d
dt jddS r;   )r   r	   r   r   r   r    r!   r#   SpecNormr$   r"   r%   r&   r'   r(   r
   r   r   r   r   t   s   
c                 C   s   t tddtdddddttddd	tjd| d
ddt 	| t j
tdtj| | d
ddt 	| t j
tdtj| dd
ddt jddS )Nr   r   r1   r   r   r   r   Tr   r,   r   r   r3   r   r   )r   r	   r   r   r   r    r!   r#   r$   r"   r6   r'   r(   r0   r   r   r   r      s   


c                 C   sn   t tddtdddddttddd	tjd| d
dddtj| | d
dddtj| dd
dddt j	ddS )Nr   r   r1   r   r   r   r   Tr   r,   r   )r   BNr   r   )
r   r	   r   r   r   r    r!   r#   r5   r(   r0   r   r   r   r      s   
c                 C   s|   t tjddddtjd| |ddt | t  tt	tj| | |ddt | t  tt	tj| d|ddt j
ddS )	Nr   r   r1   Zsample_rater   r   r   r   )r   r	   sincnetSincConv_fastr#   r$   r"   r%   r&   r'   r(   r
   r   r   r   r      s   
r   r   r1   r>      r+   r   kernel_sizer   r3   r   r   c                 C   sz   t tddt jd| dddt | t  t jtdt j| | dddt | t  t jtdt j| ddddt jdd	S )
Nr   r   i  r,   r   rB   r3   r   r   )	r   r	   r   r/   r"   ReLUr6   r'   r(   r0   r   r   r   r      s   


r   r   r   r   Tr   r,   c                 C   s   t tddtdddddttddd	t jd| d
ddt | t 	 t j
tdt j| | d
ddt | t 	 t j
tdt j| dd
ddt jddS )Nr   r   r1   r   r   r   r   Tr   r,   r   rB   r3   r   r   )r   r	   r   r   r   r    r!   r/   r"   rD   r6   r'   r(   r0   r   r   r   r      s   


c                 C   s   t tddtdddddttddd	t jjj	j
jd| d
ddt  t  t jdddt jjj	j
j| | d
ddt  t  t jdddt jjj	j
j| dd
ddt jddS )Nr   r   r1   r   r   r   r   Tr   r,   r   rB   r   F)r4   inplacer   r   )r   r	   r   r   r   r    r!   	intrinsic	quantizedmodules	conv_relu
ConvReLU1dIdentityr6   r(   r0   r   r   r   r      s   
i   )rE   )rC      r*       i   )Zcwt_depthwise_64kHzZ!stft_depthwise_64kHz_ksize_specBNrawZquat_stft_depthwiseZstft_depthwise_32kHz_bighopZstft_depthwise_32kHzstft_depthwise_ksizeZstft_depthwise_ksize_specBNZstft_depthwise_ksize_specNormZstft_depthwiseZstft_depthwise_noBN_noDOZ
sincnet_dwr?   Z
stft_nomelZ	stft_pcenstftZqat_stftZ	bool_stftz0.10z0.9z0.8z0.7z0.6z0.5z0.4z0.3z0.2z0.0)torchr   utilsr#   Zbinarized_modulesr   numpyr    Z
filterbankr   r   r   ZPCEN_pytorchr   syspathappendr?   r'   r	   r@   r/   r"   r%   r6   r(   r!   Hardtanh	GammaSpecgetr   r   r   r   <module>   sd  	
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
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
	
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
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