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edeed d#¡dœd$d%e e eddƒed%ddd"d&ƒedƒ¡e ejdd!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d'¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!dd+d(d)e d¡e d,¡e d*¡ejd-d.ejddd/d(d)e d¡e d*¡ejd-d.ejdddd(d)e d¡e d*¡ejd-d.ejdddd(d)¡¡dœd0d1e e ed2d3ƒed1d2dd&d4ƒedƒ¡e ejdd!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d'¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!dd5d(d)e d¡e d'¡e d*¡ejd-d.ejddd/d(d)e d¡e d*¡ejd-d.ejdddd(d)e d¡e d*¡ejd-d.ejdddd(d)e d6¡¡¡dœd7d8e e ed3dƒed8d3d9d:d%ƒed9ƒ¡e ejdd!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d'¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!d!d'd(d)e d!¡e d*¡ejd!dd5d(d)e d¡e d'¡e d*¡ejd-d.ejddd/d(d)e d¡e d*¡ejd-d.ejdddd(d)e d¡ejd-d.e d*¡ejdddd(d)ejd;d¡¡dœd<œZdS )=é    )Únn)ÚSTFTÚ	MelFilterÚ	PCENLayerÚLog1pNc                       s&   e Zd Zd‡ fdd„	Zdd„ Z‡  ZS )Údepthwise_separable_conv1dr   é   c                    s<   t t| ƒ ¡  tj||||||d| _tj||dd| _d S )N)Úkernel_sizeÚpaddingÚstrideÚgroupsr   )r	   )Úsuperr   Ú__init__r   ÚConv1dÚ	depthwiseÚ	pointwise)ÚselfÚninÚnoutÚkernelr
   r   ©Ú	__class__© ú+/data/NAS6/mahe/ceta-cnns/Forward/models.pyr      s    z#depthwise_separable_conv1d.__init__c                 C   s   |   | d¡¡}|  |¡}|S )Nr   )r   Úsqueezer   )r   ÚxÚoutr   r   r   Úforward   s    
z"depthwise_separable_conv1d.forward)r   r   ©Ú__name__Ú
__module__Ú__qualname__r   r   Ú__classcell__r   r   r   r   r      s   r   c                       s&   e Zd Zd‡ fdd„	Zdd„ Z‡  ZS )Ú	Dropout1dç      Ð?c                    s   t t| ƒ ¡  t |¡| _d S )N)r   r#   r   r   Ú	Dropout2dÚdropout)r   Zpdropoutr   r   r   r      s    zDropout1d.__init__c                 C   s   |  d¡}|  |¡}| d¡S )Néÿÿÿÿ)Ú	unsqueezer&   r   )r   r   r   r   r   r      s    

zDropout1d.forward)r$   r   r   r   r   r   r#      s   r#   é€   é   é   z$stft_depthwise_carimam_128_k7_r.stdci ô i   é   é@   iÐ  i ú  g    ÐcAT)ÚaÚ	trainableé   )r   r   )Úoutput_size)ÚweightsÚfsÚarchiz&stft_depthwise_ovs_128_k7_rFINALE.stdciPÃ  i¨a  )r/   z!stft_depthwise_ovs_128_k7_r1.stdcz4dw_m128_brown_200Hzhps32_prod_w4_128_k5_r_sch97.stdcéÈ   é    éd   )r   r
   zDsparrow_whales_train8C_2610_frontend2_conv1d_noaugm_bs32_lr.05_.stdci+  i¸  é   F)Úbiasg{®Gáz„?)é   r8   )r   r8   g      à?)Úp)r   é	   z;sparrow_dolphin_train8_pcen_conv2d_noaugm_bs32_lr.005_.stdci w i   i   i0u  )é   r8   )é   r   Ztrain_fe76f_00085_85_0i"V  éP   i,  )r   r   )Úcarimamzphyseter-expÚphyseterÚbalaenopteraÚ	megapteraÚ	delphinidÚorcinus)Útorchr   Úfrontendr   r   r   r   ÚnumpyÚnpÚModuler   r#   ZPHYSETER_NFEATZPHYSETER_KERNELZBALAENOPTERA_NFEATZBALAENOPTERA_KERNELÚ
SequentialÚlog10ÚBatchNorm1dÚ	LeakyReLUÚAdaptiveMaxPool1dÚConv2dÚBatchNorm2dÚ	MaxPool2dÚDropoutr%   ÚAdaptiveMaxPool2dÚgetr   r   r   r   Ú<module>   sŒ  
	
óýôýôýôýý
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