____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
input_4 (InputLayer) (None, 21, 1) 0
____________________________________________________________________________________________________
lstm_7 (LSTM) [(None, 400), (None, 643200 input_4[0][0]
____________________________________________________________________________________________________
repeat_vector_4 (RepeatVector) (None, 21, 400) 0 lstm_7[0][0]
____________________________________________________________________________________________________
lstm_8 (LSTM) (None, 21, 400) 1281600 repeat_vector_4[0][0]
lstm_7[0][1]
lstm_7[0][2]
____________________________________________________________________________________________________
time_distributed_32 (TimeDistrib (None, 21, 345) 138345 lstm_8[0][0]
____________________________________________________________________________________________________
activation_4 (Activation) (None, 21, 345) 0 time_distributed_32[0][0]
====================================================================================================
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
input_8 (InputLayer) (None, 21) 0
____________________________________________________________________________________________________
embedding_8 (Embedding) (None, 21, 256) 51200 input_8[0][0]
____________________________________________________________________________________________________
lstm_16 (LSTM) [(None, 256), (None, 525312 embedding_8[0][0]
____________________________________________________________________________________________________
lstm_17 (LSTM) [(None, 256), (None, 525312 embedding_8[0][0]
____________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 512) 0 lstm_16[0][0]
lstm_17[0][0]
____________________________________________________________________________________________________
repeat_vector_7 (RepeatVector) (None, 21, 512) 0 concatenate_9[0][0]
____________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 512) 0 lstm_16[0][1]
lstm_17[0][1]
____________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 512) 0 lstm_16[0][2]
lstm_17[0][2]
____________________________________________________________________________________________________
lstm_18 (LSTM) (None, 21, 512) 2099200 repeat_vector_7[0][0]
concatenate_7[0][0]
concatenate_8[0][0]
____________________________________________________________________________________________________
time_distributed_35 (TimeDistrib (None, 21, 345) 176985 lstm_18[0][0]
____________________________________________________________________________________________________
activation_7 (Activation) (None, 21, 345) 0 time_distributed_35[0][0]
====================================================================================================
Total params: 3,378,009
Trainable params: 3,378,009
Non-trainable params: 0
___________________________