model_summary.txt

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 batch_normalization (BatchN  (None, 49, 40)           160       
 ormalization)                                                   
                                                                 
 conv1d (Conv1D)             (None, 49, 32)            3872      
                                                                 
 batch_normalization_1 (Batc  (None, 49, 32)           128       
 hNormalization)                                                 
                                                                 
 max_pooling1d (MaxPooling1D  (None, 16, 32)           0         
 )                                                               
                                                                 
 conv1d_1 (Conv1D)           (None, 16, 64)            6208      
                                                                 
 batch_normalization_2 (Batc  (None, 16, 64)           256       
 hNormalization)                                                 
                                                                 
 max_pooling1d_1 (MaxPooling  (None, 5, 64)            0         
 1D)                                                             
                                                                 
 conv1d_2 (Conv1D)           (None, 5, 128)            24704     
                                                                 
 batch_normalization_3 (Batc  (None, 5, 128)           512       
 hNormalization)                                                 
                                                                 
 max_pooling1d_2 (MaxPooling  (None, 2, 128)           0         
 1D)                                                             
                                                                 
 dropout (Dropout)           (None, 2, 128)            0         
                                                                 
 lstm (LSTM)                 (None, 2, 128)            131584    
                                                                 
 seq_self_attention (SeqSelf  (None, 2, 128)           8257      
 Attention)                                                      
                                                                 
 lstm_1 (LSTM)               (None, 128)               131584    
                                                                 
 batch_normalization_4 (Batc  (None, 128)              512       
 hNormalization)                                                 
                                                                 
 dropout_1 (Dropout)         (None, 128)               0         
                                                                 
 dense (Dense)               (None, 256)               33024     
                                                                 
 dense_1 (Dense)             (None, 64)                16448     
                                                                 
 dropout_2 (Dropout)         (None, 64)                0         
                                                                 
 dense_2 (Dense)             (None, 25)                1625      
                                                                 
=================================================================
Total params: 358,874
Trainable params: 358,090
Non-trainable params: 784
_________________________________________________________________