Commit a3f7ee04 authored by Florian RICHOUX's avatar Florian RICHOUX

LSTM 32 and 64 shared results

parent 14da4b81
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
protein1 (InputLayer) (None, None, 20) 0
__________________________________________________________________________________________________
protein2 (InputLayer) (None, None, 20) 0
__________________________________________________________________________________________________
conv1d_1 (Conv1D) (None, None, 5) 2005 protein1[0][0]
protein2[0][0]
__________________________________________________________________________________________________
max_pooling1d_1 (MaxPooling1D) (None, None, 5) 0 conv1d_1[0][0]
conv1d_1[1][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, None, 5) 20 max_pooling1d_1[0][0]
max_pooling1d_1[1][0]
__________________________________________________________________________________________________
conv1d_2 (Conv1D) (None, None, 5) 505 batch_normalization_1[0][0]
batch_normalization_1[1][0]
__________________________________________________________________________________________________
max_pooling1d_2 (MaxPooling1D) (None, None, 5) 0 conv1d_2[0][0]
conv1d_2[1][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, None, 5) 20 max_pooling1d_2[0][0]
max_pooling1d_2[1][0]
__________________________________________________________________________________________________
conv1d_3 (Conv1D) (None, None, 5) 505 batch_normalization_2[0][0]
batch_normalization_2[1][0]
__________________________________________________________________________________________________
max_pooling1d_3 (MaxPooling1D) (None, None, 5) 0 conv1d_3[0][0]
conv1d_3[1][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, None, 5) 20 max_pooling1d_3[0][0]
max_pooling1d_3[1][0]
__________________________________________________________________________________________________
lstm_1 (LSTM) (None, 64) 17920 batch_normalization_3[0][0]
batch_normalization_3[1][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 128) 0 lstm_1[0][0]
lstm_1[1][0]
__________________________________________________________________________________________________
dense_1 (Dense) (None, 25) 3225 concatenate_1[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 25) 100 dense_1[0][0]
__________________________________________________________________________________________________
dense_2 (Dense) (None, 1) 26 batch_normalization_4[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 1) 0 dense_2[0][0]
==================================================================================================
Total params: 24,346
Trainable params: 24,266
Non-trainable params: 80
__________________________________________________________________________________________________
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