Model: "encoder_r1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_1 (InputLayer) [(None, 4096, 3)] 0 __________________________________________________________________________________________________ lambda (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda[0][0] __________________________________________________________________________________________________ shared_0_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_0_conv_0[0][0] __________________________________________________________________________________________________ leaky_re_lu (LeakyReLU) multiple 0 shared_0_conv_0_batchnorm[0][0] shared_0_res_1_1st_batchnorm[0][0 shared_0_res_1_2nd_batchnorm[0][0 add[0][0] shared_0_res_3_1st_batchnorm[0][0 shared_0_res_3_2nd_batchnorm[0][0 add_1[0][0] shared_0_conv_5_batchnorm[0][0] shared_0_res_7_1st_batchnorm[0][0 shared_0_res_7_2nd_batchnorm[0][0 add_2[0][0] shared_0_res_9_1st_batchnorm[0][0 shared_0_res_9_2nd_batchnorm[0][0 add_3[0][0] shared_0_conv_11_batchnorm[0][0] shared_0_res_13_1st_batchnorm[0][ shared_0_res_13_2nd_batchnorm[0][ add_4[0][0] shared_0_res_15_1st_batchnorm[0][ shared_0_res_15_2nd_batchnorm[0][ add_5[0][0] shared_0_conv_17_batchnorm[0][0] shared_0_res_19_1st_batchnorm[0][ shared_0_res_19_2nd_batchnorm[0][ add_6[0][0] shared_0_res_21_1st_batchnorm[0][ shared_0_res_21_2nd_batchnorm[0][ add_7[0][0] shared_0_res_23_1st_batchnorm[0][ shared_0_res_23_2nd_batchnorm[0][ add_8[0][0] shared_1_conv_0_batchnorm[0][0] shared_1_res_1_1st_batchnorm[0][0 shared_1_res_1_2nd_batchnorm[0][0 add_9[0][0] shared_1_res_3_1st_batchnorm[0][0 shared_1_res_3_2nd_batchnorm[0][0 add_10[0][0] shared_1_conv_5_batchnorm[0][0] shared_1_res_7_1st_batchnorm[0][0 shared_1_res_7_2nd_batchnorm[0][0 add_11[0][0] shared_1_res_9_1st_batchnorm[0][0 shared_1_res_9_2nd_batchnorm[0][0 add_12[0][0] shared_1_conv_11_batchnorm[0][0] shared_1_res_13_1st_batchnorm[0][ shared_1_res_13_2nd_batchnorm[0][ add_13[0][0] shared_1_res_15_1st_batchnorm[0][ shared_1_res_15_2nd_batchnorm[0][ add_14[0][0] shared_1_conv_17_batchnorm[0][0] shared_1_res_19_1st_batchnorm[0][ shared_1_res_19_2nd_batchnorm[0][ add_15[0][0] shared_1_res_21_1st_batchnorm[0][ shared_1_res_21_2nd_batchnorm[0][ add_16[0][0] shared_1_res_23_1st_batchnorm[0][ shared_1_res_23_2nd_batchnorm[0][ add_17[0][0] shared_2_conv_0_batchnorm[0][0] shared_2_res_1_1st_batchnorm[0][0 shared_2_res_1_2nd_batchnorm[0][0 add_18[0][0] shared_2_res_3_1st_batchnorm[0][0 shared_2_res_3_2nd_batchnorm[0][0 add_19[0][0] shared_2_conv_5_batchnorm[0][0] shared_2_res_7_1st_batchnorm[0][0 shared_2_res_7_2nd_batchnorm[0][0 add_20[0][0] shared_2_res_9_1st_batchnorm[0][0 shared_2_res_9_2nd_batchnorm[0][0 add_21[0][0] shared_2_conv_11_batchnorm[0][0] shared_2_res_13_1st_batchnorm[0][ shared_2_res_13_2nd_batchnorm[0][ add_22[0][0] shared_2_res_15_1st_batchnorm[0][ shared_2_res_15_2nd_batchnorm[0][ add_23[0][0] shared_2_conv_17_batchnorm[0][0] shared_2_res_19_1st_batchnorm[0][ shared_2_res_19_2nd_batchnorm[0][ add_24[0][0] shared_2_res_21_1st_batchnorm[0][ shared_2_res_21_2nd_batchnorm[0][ add_25[0][0] shared_2_res_23_1st_batchnorm[0][ shared_2_res_23_2nd_batchnorm[0][ add_26[0][0] r1_dense_1_batchnorm[0][0] r1_dense_2_batchnorm[0][0] r1_dense_3_batchnorm[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_1st[0][0] __________________________________________________________________________________________________ shared_0_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[1][0] __________________________________________________________________________________________________ shared_0_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[2][0] __________________________________________________________________________________________________ shared_0_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_3rd[0][0] __________________________________________________________________________________________________ add (Add) (None, 4096, 32) 0 shared_0_res_1_3rd_batchnorm[0][0 leaky_re_lu[0][0] __________________________________________________________________________________________________ max_pooling1d (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[3][0] __________________________________________________________________________________________________ shared_0_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d[0][0] __________________________________________________________________________________________________ shared_0_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_1st[0][0] __________________________________________________________________________________________________ shared_0_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[4][0] __________________________________________________________________________________________________ shared_0_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[5][0] __________________________________________________________________________________________________ shared_0_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_3rd[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2048, 32) 0 shared_0_res_3_3rd_batchnorm[0][0 max_pooling1d[0][0] __________________________________________________________________________________________________ max_pooling1d_1 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[6][0] __________________________________________________________________________________________________ shared_0_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_1[0][0] __________________________________________________________________________________________________ shared_0_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_0_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_2 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[7][0] __________________________________________________________________________________________________ shared_0_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_2[0][0] __________________________________________________________________________________________________ shared_0_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_0_res_7_1st[0][0] __________________________________________________________________________________________________ shared_0_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[8][0] __________________________________________________________________________________________________ shared_0_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[9][0] __________________________________________________________________________________________________ shared_0_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_3rd[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 512, 128) 0 shared_0_res_7_3rd_batchnorm[0][0 max_pooling1d_2[0][0] __________________________________________________________________________________________________ max_pooling1d_3 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[10][0] __________________________________________________________________________________________________ shared_0_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_3[0][0] __________________________________________________________________________________________________ shared_0_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_0_res_9_1st[0][0] __________________________________________________________________________________________________ shared_0_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[11][0] __________________________________________________________________________________________________ shared_0_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[12][0] __________________________________________________________________________________________________ shared_0_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_3rd[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 256, 128) 0 shared_0_res_9_3rd_batchnorm[0][0 max_pooling1d_3[0][0] __________________________________________________________________________________________________ max_pooling1d_4 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[13][0] __________________________________________________________________________________________________ shared_0_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_4[0][0] __________________________________________________________________________________________________ shared_0_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_0_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_5 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[14][0] __________________________________________________________________________________________________ shared_0_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_5[0][0] __________________________________________________________________________________________________ shared_0_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_1st[0][0] __________________________________________________________________________________________________ shared_0_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[15][0] __________________________________________________________________________________________________ shared_0_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[16][0] __________________________________________________________________________________________________ shared_0_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_3rd[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 64, 256) 0 shared_0_res_13_3rd_batchnorm[0][ max_pooling1d_5[0][0] __________________________________________________________________________________________________ max_pooling1d_6 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[17][0] __________________________________________________________________________________________________ shared_0_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_6[0][0] __________________________________________________________________________________________________ shared_0_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_1st[0][0] __________________________________________________________________________________________________ shared_0_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[18][0] __________________________________________________________________________________________________ shared_0_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[19][0] __________________________________________________________________________________________________ shared_0_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_3rd[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 32, 256) 0 shared_0_res_15_3rd_batchnorm[0][ max_pooling1d_6[0][0] __________________________________________________________________________________________________ max_pooling1d_7 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[20][0] __________________________________________________________________________________________________ shared_0_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_7[0][0] __________________________________________________________________________________________________ shared_0_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_0_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_8 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[21][0] __________________________________________________________________________________________________ shared_0_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_8[0][0] __________________________________________________________________________________________________ shared_0_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_1st[0][0] __________________________________________________________________________________________________ shared_0_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[22][0] __________________________________________________________________________________________________ shared_0_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[23][0] __________________________________________________________________________________________________ shared_0_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_3rd[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 8, 512) 0 shared_0_res_19_3rd_batchnorm[0][ max_pooling1d_8[0][0] __________________________________________________________________________________________________ max_pooling1d_9 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[24][0] __________________________________________________________________________________________________ shared_0_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_9[0][0] __________________________________________________________________________________________________ shared_0_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_1st[0][0] __________________________________________________________________________________________________ shared_0_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[25][0] __________________________________________________________________________________________________ shared_0_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[26][0] __________________________________________________________________________________________________ shared_0_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_3rd[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 4, 512) 0 shared_0_res_21_3rd_batchnorm[0][ max_pooling1d_9[0][0] __________________________________________________________________________________________________ max_pooling1d_10 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[27][0] __________________________________________________________________________________________________ shared_0_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_0_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_1st[0][0] __________________________________________________________________________________________________ shared_0_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[28][0] __________________________________________________________________________________________________ shared_0_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[29][0] __________________________________________________________________________________________________ lambda_1 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_1_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_1[0][0] __________________________________________________________________________________________________ add_8 (Add) (None, 2, 512) 0 shared_0_res_23_3rd_batchnorm[0][ max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_1_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_1_conv_0[0][0] __________________________________________________________________________________________________ shared_1_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[31][0] __________________________________________________________________________________________________ shared_1_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_1st[0][0] __________________________________________________________________________________________________ shared_1_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[32][0] __________________________________________________________________________________________________ shared_1_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[33][0] __________________________________________________________________________________________________ shared_1_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_3rd[0][0] __________________________________________________________________________________________________ add_9 (Add) (None, 4096, 32) 0 shared_1_res_1_3rd_batchnorm[0][0 leaky_re_lu[31][0] __________________________________________________________________________________________________ max_pooling1d_12 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[34][0] __________________________________________________________________________________________________ shared_1_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_12[0][0] __________________________________________________________________________________________________ shared_1_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_1st[0][0] __________________________________________________________________________________________________ shared_1_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[35][0] __________________________________________________________________________________________________ shared_1_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[36][0] __________________________________________________________________________________________________ shared_1_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_3rd[0][0] __________________________________________________________________________________________________ add_10 (Add) (None, 2048, 32) 0 shared_1_res_3_3rd_batchnorm[0][0 max_pooling1d_12[0][0] __________________________________________________________________________________________________ max_pooling1d_13 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[37][0] __________________________________________________________________________________________________ shared_1_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_13[0][0] __________________________________________________________________________________________________ shared_1_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_1_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_14 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[38][0] __________________________________________________________________________________________________ shared_1_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_14[0][0] __________________________________________________________________________________________________ shared_1_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_1_res_7_1st[0][0] __________________________________________________________________________________________________ shared_1_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[39][0] __________________________________________________________________________________________________ shared_1_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[40][0] __________________________________________________________________________________________________ shared_1_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_3rd[0][0] __________________________________________________________________________________________________ add_11 (Add) (None, 512, 128) 0 shared_1_res_7_3rd_batchnorm[0][0 max_pooling1d_14[0][0] __________________________________________________________________________________________________ max_pooling1d_15 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[41][0] __________________________________________________________________________________________________ shared_1_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_15[0][0] __________________________________________________________________________________________________ shared_1_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_1_res_9_1st[0][0] __________________________________________________________________________________________________ shared_1_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[42][0] __________________________________________________________________________________________________ shared_1_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[43][0] __________________________________________________________________________________________________ shared_1_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_3rd[0][0] __________________________________________________________________________________________________ add_12 (Add) (None, 256, 128) 0 shared_1_res_9_3rd_batchnorm[0][0 max_pooling1d_15[0][0] __________________________________________________________________________________________________ max_pooling1d_16 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[44][0] __________________________________________________________________________________________________ shared_1_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_16[0][0] __________________________________________________________________________________________________ shared_1_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_1_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_17 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[45][0] __________________________________________________________________________________________________ shared_1_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_17[0][0] __________________________________________________________________________________________________ shared_1_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_1st[0][0] __________________________________________________________________________________________________ shared_1_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[46][0] __________________________________________________________________________________________________ shared_1_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[47][0] __________________________________________________________________________________________________ shared_1_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_3rd[0][0] __________________________________________________________________________________________________ add_13 (Add) (None, 64, 256) 0 shared_1_res_13_3rd_batchnorm[0][ max_pooling1d_17[0][0] __________________________________________________________________________________________________ max_pooling1d_18 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[48][0] __________________________________________________________________________________________________ shared_1_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_18[0][0] __________________________________________________________________________________________________ shared_1_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_1st[0][0] __________________________________________________________________________________________________ shared_1_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[49][0] __________________________________________________________________________________________________ shared_1_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[50][0] __________________________________________________________________________________________________ shared_1_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_3rd[0][0] __________________________________________________________________________________________________ add_14 (Add) (None, 32, 256) 0 shared_1_res_15_3rd_batchnorm[0][ max_pooling1d_18[0][0] __________________________________________________________________________________________________ max_pooling1d_19 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[51][0] __________________________________________________________________________________________________ shared_1_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_19[0][0] __________________________________________________________________________________________________ shared_1_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_1_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_20 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[52][0] __________________________________________________________________________________________________ shared_1_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_20[0][0] __________________________________________________________________________________________________ shared_1_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_1st[0][0] __________________________________________________________________________________________________ shared_1_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[53][0] __________________________________________________________________________________________________ shared_1_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[54][0] __________________________________________________________________________________________________ shared_1_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_3rd[0][0] __________________________________________________________________________________________________ add_15 (Add) (None, 8, 512) 0 shared_1_res_19_3rd_batchnorm[0][ max_pooling1d_20[0][0] __________________________________________________________________________________________________ max_pooling1d_21 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[55][0] __________________________________________________________________________________________________ shared_1_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_21[0][0] __________________________________________________________________________________________________ shared_1_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_1st[0][0] __________________________________________________________________________________________________ shared_1_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[56][0] __________________________________________________________________________________________________ shared_1_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[57][0] __________________________________________________________________________________________________ shared_1_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_3rd[0][0] __________________________________________________________________________________________________ add_16 (Add) (None, 4, 512) 0 shared_1_res_21_3rd_batchnorm[0][ max_pooling1d_21[0][0] __________________________________________________________________________________________________ max_pooling1d_22 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[58][0] __________________________________________________________________________________________________ shared_1_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_1_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_1st[0][0] __________________________________________________________________________________________________ shared_1_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[59][0] __________________________________________________________________________________________________ shared_1_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[60][0] __________________________________________________________________________________________________ lambda_2 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_2_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_2[0][0] __________________________________________________________________________________________________ add_17 (Add) (None, 2, 512) 0 shared_1_res_23_3rd_batchnorm[0][ max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_2_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_2_conv_0[0][0] __________________________________________________________________________________________________ shared_2_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[62][0] __________________________________________________________________________________________________ shared_2_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_1st[0][0] __________________________________________________________________________________________________ shared_2_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[63][0] __________________________________________________________________________________________________ shared_2_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[64][0] __________________________________________________________________________________________________ shared_2_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_3rd[0][0] __________________________________________________________________________________________________ add_18 (Add) (None, 4096, 32) 0 shared_2_res_1_3rd_batchnorm[0][0 leaky_re_lu[62][0] __________________________________________________________________________________________________ max_pooling1d_24 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[65][0] __________________________________________________________________________________________________ shared_2_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_24[0][0] __________________________________________________________________________________________________ shared_2_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_1st[0][0] __________________________________________________________________________________________________ shared_2_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[66][0] __________________________________________________________________________________________________ shared_2_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[67][0] __________________________________________________________________________________________________ shared_2_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_3rd[0][0] __________________________________________________________________________________________________ add_19 (Add) (None, 2048, 32) 0 shared_2_res_3_3rd_batchnorm[0][0 max_pooling1d_24[0][0] __________________________________________________________________________________________________ max_pooling1d_25 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[68][0] __________________________________________________________________________________________________ shared_2_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_25[0][0] __________________________________________________________________________________________________ shared_2_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_2_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_26 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[69][0] __________________________________________________________________________________________________ shared_2_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_26[0][0] __________________________________________________________________________________________________ shared_2_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_2_res_7_1st[0][0] __________________________________________________________________________________________________ shared_2_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[70][0] __________________________________________________________________________________________________ shared_2_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[71][0] __________________________________________________________________________________________________ shared_2_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_3rd[0][0] __________________________________________________________________________________________________ add_20 (Add) (None, 512, 128) 0 shared_2_res_7_3rd_batchnorm[0][0 max_pooling1d_26[0][0] __________________________________________________________________________________________________ max_pooling1d_27 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[72][0] __________________________________________________________________________________________________ shared_2_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_27[0][0] __________________________________________________________________________________________________ shared_2_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_2_res_9_1st[0][0] __________________________________________________________________________________________________ shared_2_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[73][0] __________________________________________________________________________________________________ shared_2_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[74][0] __________________________________________________________________________________________________ shared_2_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_3rd[0][0] __________________________________________________________________________________________________ add_21 (Add) (None, 256, 128) 0 shared_2_res_9_3rd_batchnorm[0][0 max_pooling1d_27[0][0] __________________________________________________________________________________________________ max_pooling1d_28 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[75][0] __________________________________________________________________________________________________ shared_2_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_28[0][0] __________________________________________________________________________________________________ shared_2_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_2_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_29 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[76][0] __________________________________________________________________________________________________ shared_2_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_29[0][0] __________________________________________________________________________________________________ shared_2_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_1st[0][0] __________________________________________________________________________________________________ shared_2_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[77][0] __________________________________________________________________________________________________ shared_2_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[78][0] __________________________________________________________________________________________________ shared_2_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_3rd[0][0] __________________________________________________________________________________________________ add_22 (Add) (None, 64, 256) 0 shared_2_res_13_3rd_batchnorm[0][ max_pooling1d_29[0][0] __________________________________________________________________________________________________ max_pooling1d_30 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[79][0] __________________________________________________________________________________________________ shared_2_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_30[0][0] __________________________________________________________________________________________________ shared_2_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_1st[0][0] __________________________________________________________________________________________________ shared_2_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[80][0] __________________________________________________________________________________________________ shared_2_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[81][0] __________________________________________________________________________________________________ shared_2_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_3rd[0][0] __________________________________________________________________________________________________ add_23 (Add) (None, 32, 256) 0 shared_2_res_15_3rd_batchnorm[0][ max_pooling1d_30[0][0] __________________________________________________________________________________________________ max_pooling1d_31 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[82][0] __________________________________________________________________________________________________ shared_2_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_31[0][0] __________________________________________________________________________________________________ shared_2_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_2_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_32 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[83][0] __________________________________________________________________________________________________ shared_2_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_32[0][0] __________________________________________________________________________________________________ shared_2_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_1st[0][0] __________________________________________________________________________________________________ shared_2_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[84][0] __________________________________________________________________________________________________ shared_2_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[85][0] __________________________________________________________________________________________________ shared_2_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_3rd[0][0] __________________________________________________________________________________________________ add_24 (Add) (None, 8, 512) 0 shared_2_res_19_3rd_batchnorm[0][ max_pooling1d_32[0][0] __________________________________________________________________________________________________ max_pooling1d_33 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[86][0] __________________________________________________________________________________________________ shared_2_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_33[0][0] __________________________________________________________________________________________________ shared_2_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_1st[0][0] __________________________________________________________________________________________________ shared_2_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[87][0] __________________________________________________________________________________________________ shared_2_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[88][0] __________________________________________________________________________________________________ shared_2_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_3rd[0][0] __________________________________________________________________________________________________ add_25 (Add) (None, 4, 512) 0 shared_2_res_21_3rd_batchnorm[0][ max_pooling1d_33[0][0] __________________________________________________________________________________________________ max_pooling1d_34 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[89][0] __________________________________________________________________________________________________ shared_2_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_34[0][0] __________________________________________________________________________________________________ shared_2_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_1st[0][0] __________________________________________________________________________________________________ shared_2_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[90][0] __________________________________________________________________________________________________ shared_2_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[91][0] __________________________________________________________________________________________________ shared_2_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_3rd[0][0] __________________________________________________________________________________________________ add_26 (Add) (None, 2, 512) 0 shared_2_res_23_3rd_batchnorm[0][ max_pooling1d_34[0][0] __________________________________________________________________________________________________ max_pooling1d_11 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[30][0] __________________________________________________________________________________________________ max_pooling1d_23 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[61][0] __________________________________________________________________________________________________ max_pooling1d_35 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[92][0] __________________________________________________________________________________________________ concatenate (Concatenate) (None, 1, 1536) 0 max_pooling1d_11[0][0] max_pooling1d_23[0][0] max_pooling1d_35[0][0] __________________________________________________________________________________________________ flatten (Flatten) (None, 1536) 0 concatenate[0][0] __________________________________________________________________________________________________ r1_dense_1 (Dense) (None, 4096) 6295552 flatten[0][0] __________________________________________________________________________________________________ r1_dense_1_batchnorm (BatchNorm (None, 4096) 16384 r1_dense_1[0][0] __________________________________________________________________________________________________ r1_dense_2 (Dense) (None, 2048) 8390656 leaky_re_lu[93][0] __________________________________________________________________________________________________ r1_dense_2_batchnorm (BatchNorm (None, 2048) 8192 r1_dense_2[0][0] __________________________________________________________________________________________________ r1_dense_3 (Dense) (None, 1024) 2098176 leaky_re_lu[94][0] __________________________________________________________________________________________________ r1_dense_3_batchnorm (BatchNorm (None, 1024) 4096 r1_dense_3[0][0] __________________________________________________________________________________________________ r1_mean_dense (Dense) (None, 12) 12300 leaky_re_lu[95][0] __________________________________________________________________________________________________ r1_logvar_dense (Dense) (None, 12) 12300 leaky_re_lu[95][0] __________________________________________________________________________________________________ r1_modes_dense (Dense) (None, 6) 6150 leaky_re_lu[95][0] __________________________________________________________________________________________________ concatenate_1 (Concatenate) (None, 30) 0 r1_mean_dense[0][0] r1_logvar_dense[0][0] r1_modes_dense[0][0] ================================================================================================== Total params: 34,496,286 Trainable params: 34,433,758 Non-trainable params: 62,528 __________________________________________________________________________________________________ Model: "encoder_q" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_1 (InputLayer) [(None, 4096, 3)] 0 __________________________________________________________________________________________________ lambda (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda[0][0] __________________________________________________________________________________________________ shared_0_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_0_conv_0[0][0] __________________________________________________________________________________________________ leaky_re_lu (LeakyReLU) multiple 0 shared_0_conv_0_batchnorm[0][0] shared_0_res_1_1st_batchnorm[0][0 shared_0_res_1_2nd_batchnorm[0][0 add[0][0] shared_0_res_3_1st_batchnorm[0][0 shared_0_res_3_2nd_batchnorm[0][0 add_1[0][0] shared_0_conv_5_batchnorm[0][0] shared_0_res_7_1st_batchnorm[0][0 shared_0_res_7_2nd_batchnorm[0][0 add_2[0][0] shared_0_res_9_1st_batchnorm[0][0 shared_0_res_9_2nd_batchnorm[0][0 add_3[0][0] shared_0_conv_11_batchnorm[0][0] shared_0_res_13_1st_batchnorm[0][ shared_0_res_13_2nd_batchnorm[0][ add_4[0][0] shared_0_res_15_1st_batchnorm[0][ shared_0_res_15_2nd_batchnorm[0][ add_5[0][0] shared_0_conv_17_batchnorm[0][0] shared_0_res_19_1st_batchnorm[0][ shared_0_res_19_2nd_batchnorm[0][ add_6[0][0] shared_0_res_21_1st_batchnorm[0][ shared_0_res_21_2nd_batchnorm[0][ add_7[0][0] shared_0_res_23_1st_batchnorm[0][ shared_0_res_23_2nd_batchnorm[0][ add_8[0][0] shared_1_conv_0_batchnorm[0][0] shared_1_res_1_1st_batchnorm[0][0 shared_1_res_1_2nd_batchnorm[0][0 add_9[0][0] shared_1_res_3_1st_batchnorm[0][0 shared_1_res_3_2nd_batchnorm[0][0 add_10[0][0] shared_1_conv_5_batchnorm[0][0] shared_1_res_7_1st_batchnorm[0][0 shared_1_res_7_2nd_batchnorm[0][0 add_11[0][0] shared_1_res_9_1st_batchnorm[0][0 shared_1_res_9_2nd_batchnorm[0][0 add_12[0][0] shared_1_conv_11_batchnorm[0][0] shared_1_res_13_1st_batchnorm[0][ shared_1_res_13_2nd_batchnorm[0][ add_13[0][0] shared_1_res_15_1st_batchnorm[0][ shared_1_res_15_2nd_batchnorm[0][ add_14[0][0] shared_1_conv_17_batchnorm[0][0] shared_1_res_19_1st_batchnorm[0][ shared_1_res_19_2nd_batchnorm[0][ add_15[0][0] shared_1_res_21_1st_batchnorm[0][ shared_1_res_21_2nd_batchnorm[0][ add_16[0][0] shared_1_res_23_1st_batchnorm[0][ shared_1_res_23_2nd_batchnorm[0][ add_17[0][0] shared_2_conv_0_batchnorm[0][0] shared_2_res_1_1st_batchnorm[0][0 shared_2_res_1_2nd_batchnorm[0][0 add_18[0][0] shared_2_res_3_1st_batchnorm[0][0 shared_2_res_3_2nd_batchnorm[0][0 add_19[0][0] shared_2_conv_5_batchnorm[0][0] shared_2_res_7_1st_batchnorm[0][0 shared_2_res_7_2nd_batchnorm[0][0 add_20[0][0] shared_2_res_9_1st_batchnorm[0][0 shared_2_res_9_2nd_batchnorm[0][0 add_21[0][0] shared_2_conv_11_batchnorm[0][0] shared_2_res_13_1st_batchnorm[0][ shared_2_res_13_2nd_batchnorm[0][ add_22[0][0] shared_2_res_15_1st_batchnorm[0][ shared_2_res_15_2nd_batchnorm[0][ add_23[0][0] shared_2_conv_17_batchnorm[0][0] shared_2_res_19_1st_batchnorm[0][ shared_2_res_19_2nd_batchnorm[0][ add_24[0][0] shared_2_res_21_1st_batchnorm[0][ shared_2_res_21_2nd_batchnorm[0][ add_25[0][0] shared_2_res_23_1st_batchnorm[0][ shared_2_res_23_2nd_batchnorm[0][ add_26[0][0] batch_normalization[0][0] q_dense_1_batchnorm[0][0] q_dense_2_batchnorm[0][0] q_dense_3_batchnorm[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_1st[0][0] __________________________________________________________________________________________________ shared_0_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[1][0] __________________________________________________________________________________________________ shared_0_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[2][0] __________________________________________________________________________________________________ shared_0_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_3rd[0][0] __________________________________________________________________________________________________ add (Add) (None, 4096, 32) 0 shared_0_res_1_3rd_batchnorm[0][0 leaky_re_lu[0][0] __________________________________________________________________________________________________ max_pooling1d (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[3][0] __________________________________________________________________________________________________ shared_0_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d[0][0] __________________________________________________________________________________________________ shared_0_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_1st[0][0] __________________________________________________________________________________________________ shared_0_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[4][0] __________________________________________________________________________________________________ shared_0_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[5][0] __________________________________________________________________________________________________ shared_0_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_3rd[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2048, 32) 0 shared_0_res_3_3rd_batchnorm[0][0 max_pooling1d[0][0] __________________________________________________________________________________________________ max_pooling1d_1 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[6][0] __________________________________________________________________________________________________ shared_0_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_1[0][0] __________________________________________________________________________________________________ shared_0_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_0_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_2 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[7][0] __________________________________________________________________________________________________ shared_0_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_2[0][0] __________________________________________________________________________________________________ shared_0_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_0_res_7_1st[0][0] __________________________________________________________________________________________________ shared_0_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[8][0] __________________________________________________________________________________________________ shared_0_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[9][0] __________________________________________________________________________________________________ shared_0_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_3rd[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 512, 128) 0 shared_0_res_7_3rd_batchnorm[0][0 max_pooling1d_2[0][0] __________________________________________________________________________________________________ max_pooling1d_3 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[10][0] __________________________________________________________________________________________________ shared_0_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_3[0][0] __________________________________________________________________________________________________ shared_0_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_0_res_9_1st[0][0] __________________________________________________________________________________________________ shared_0_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[11][0] __________________________________________________________________________________________________ shared_0_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[12][0] __________________________________________________________________________________________________ shared_0_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_3rd[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 256, 128) 0 shared_0_res_9_3rd_batchnorm[0][0 max_pooling1d_3[0][0] __________________________________________________________________________________________________ max_pooling1d_4 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[13][0] __________________________________________________________________________________________________ shared_0_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_4[0][0] __________________________________________________________________________________________________ shared_0_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_0_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_5 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[14][0] __________________________________________________________________________________________________ shared_0_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_5[0][0] __________________________________________________________________________________________________ shared_0_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_1st[0][0] __________________________________________________________________________________________________ shared_0_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[15][0] __________________________________________________________________________________________________ shared_0_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[16][0] __________________________________________________________________________________________________ shared_0_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_3rd[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 64, 256) 0 shared_0_res_13_3rd_batchnorm[0][ max_pooling1d_5[0][0] __________________________________________________________________________________________________ max_pooling1d_6 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[17][0] __________________________________________________________________________________________________ shared_0_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_6[0][0] __________________________________________________________________________________________________ shared_0_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_1st[0][0] __________________________________________________________________________________________________ shared_0_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[18][0] __________________________________________________________________________________________________ shared_0_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[19][0] __________________________________________________________________________________________________ shared_0_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_3rd[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 32, 256) 0 shared_0_res_15_3rd_batchnorm[0][ max_pooling1d_6[0][0] __________________________________________________________________________________________________ max_pooling1d_7 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[20][0] __________________________________________________________________________________________________ shared_0_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_7[0][0] __________________________________________________________________________________________________ shared_0_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_0_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_8 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[21][0] __________________________________________________________________________________________________ shared_0_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_8[0][0] __________________________________________________________________________________________________ shared_0_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_1st[0][0] __________________________________________________________________________________________________ shared_0_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[22][0] __________________________________________________________________________________________________ shared_0_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[23][0] __________________________________________________________________________________________________ shared_0_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_3rd[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 8, 512) 0 shared_0_res_19_3rd_batchnorm[0][ max_pooling1d_8[0][0] __________________________________________________________________________________________________ max_pooling1d_9 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[24][0] __________________________________________________________________________________________________ shared_0_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_9[0][0] __________________________________________________________________________________________________ shared_0_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_1st[0][0] __________________________________________________________________________________________________ shared_0_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[25][0] __________________________________________________________________________________________________ shared_0_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[26][0] __________________________________________________________________________________________________ shared_0_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_3rd[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 4, 512) 0 shared_0_res_21_3rd_batchnorm[0][ max_pooling1d_9[0][0] __________________________________________________________________________________________________ max_pooling1d_10 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[27][0] __________________________________________________________________________________________________ shared_0_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_0_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_1st[0][0] __________________________________________________________________________________________________ shared_0_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[28][0] __________________________________________________________________________________________________ shared_0_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[29][0] __________________________________________________________________________________________________ lambda_1 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_1_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_1[0][0] __________________________________________________________________________________________________ add_8 (Add) (None, 2, 512) 0 shared_0_res_23_3rd_batchnorm[0][ max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_1_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_1_conv_0[0][0] __________________________________________________________________________________________________ shared_1_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[31][0] __________________________________________________________________________________________________ shared_1_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_1st[0][0] __________________________________________________________________________________________________ shared_1_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[32][0] __________________________________________________________________________________________________ shared_1_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[33][0] __________________________________________________________________________________________________ shared_1_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_3rd[0][0] __________________________________________________________________________________________________ add_9 (Add) (None, 4096, 32) 0 shared_1_res_1_3rd_batchnorm[0][0 leaky_re_lu[31][0] __________________________________________________________________________________________________ max_pooling1d_12 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[34][0] __________________________________________________________________________________________________ shared_1_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_12[0][0] __________________________________________________________________________________________________ shared_1_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_1st[0][0] __________________________________________________________________________________________________ shared_1_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[35][0] __________________________________________________________________________________________________ shared_1_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[36][0] __________________________________________________________________________________________________ shared_1_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_3rd[0][0] __________________________________________________________________________________________________ add_10 (Add) (None, 2048, 32) 0 shared_1_res_3_3rd_batchnorm[0][0 max_pooling1d_12[0][0] __________________________________________________________________________________________________ max_pooling1d_13 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[37][0] __________________________________________________________________________________________________ shared_1_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_13[0][0] __________________________________________________________________________________________________ shared_1_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_1_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_14 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[38][0] __________________________________________________________________________________________________ shared_1_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_14[0][0] __________________________________________________________________________________________________ shared_1_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_1_res_7_1st[0][0] __________________________________________________________________________________________________ shared_1_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[39][0] __________________________________________________________________________________________________ shared_1_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[40][0] __________________________________________________________________________________________________ shared_1_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_3rd[0][0] __________________________________________________________________________________________________ add_11 (Add) (None, 512, 128) 0 shared_1_res_7_3rd_batchnorm[0][0 max_pooling1d_14[0][0] __________________________________________________________________________________________________ max_pooling1d_15 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[41][0] __________________________________________________________________________________________________ shared_1_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_15[0][0] __________________________________________________________________________________________________ shared_1_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_1_res_9_1st[0][0] __________________________________________________________________________________________________ shared_1_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[42][0] __________________________________________________________________________________________________ shared_1_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[43][0] __________________________________________________________________________________________________ shared_1_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_3rd[0][0] __________________________________________________________________________________________________ add_12 (Add) (None, 256, 128) 0 shared_1_res_9_3rd_batchnorm[0][0 max_pooling1d_15[0][0] __________________________________________________________________________________________________ max_pooling1d_16 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[44][0] __________________________________________________________________________________________________ shared_1_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_16[0][0] __________________________________________________________________________________________________ shared_1_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_1_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_17 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[45][0] __________________________________________________________________________________________________ shared_1_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_17[0][0] __________________________________________________________________________________________________ shared_1_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_1st[0][0] __________________________________________________________________________________________________ shared_1_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[46][0] __________________________________________________________________________________________________ shared_1_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[47][0] __________________________________________________________________________________________________ shared_1_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_3rd[0][0] __________________________________________________________________________________________________ add_13 (Add) (None, 64, 256) 0 shared_1_res_13_3rd_batchnorm[0][ max_pooling1d_17[0][0] __________________________________________________________________________________________________ max_pooling1d_18 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[48][0] __________________________________________________________________________________________________ shared_1_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_18[0][0] __________________________________________________________________________________________________ shared_1_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_1st[0][0] __________________________________________________________________________________________________ shared_1_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[49][0] __________________________________________________________________________________________________ shared_1_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[50][0] __________________________________________________________________________________________________ shared_1_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_3rd[0][0] __________________________________________________________________________________________________ add_14 (Add) (None, 32, 256) 0 shared_1_res_15_3rd_batchnorm[0][ max_pooling1d_18[0][0] __________________________________________________________________________________________________ max_pooling1d_19 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[51][0] __________________________________________________________________________________________________ shared_1_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_19[0][0] __________________________________________________________________________________________________ shared_1_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_1_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_20 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[52][0] __________________________________________________________________________________________________ shared_1_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_20[0][0] __________________________________________________________________________________________________ shared_1_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_1st[0][0] __________________________________________________________________________________________________ shared_1_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[53][0] __________________________________________________________________________________________________ shared_1_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[54][0] __________________________________________________________________________________________________ shared_1_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_3rd[0][0] __________________________________________________________________________________________________ add_15 (Add) (None, 8, 512) 0 shared_1_res_19_3rd_batchnorm[0][ max_pooling1d_20[0][0] __________________________________________________________________________________________________ max_pooling1d_21 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[55][0] __________________________________________________________________________________________________ shared_1_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_21[0][0] __________________________________________________________________________________________________ shared_1_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_1st[0][0] __________________________________________________________________________________________________ shared_1_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[56][0] __________________________________________________________________________________________________ shared_1_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[57][0] __________________________________________________________________________________________________ shared_1_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_3rd[0][0] __________________________________________________________________________________________________ add_16 (Add) (None, 4, 512) 0 shared_1_res_21_3rd_batchnorm[0][ max_pooling1d_21[0][0] __________________________________________________________________________________________________ max_pooling1d_22 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[58][0] __________________________________________________________________________________________________ shared_1_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_1_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_1st[0][0] __________________________________________________________________________________________________ shared_1_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[59][0] __________________________________________________________________________________________________ shared_1_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[60][0] __________________________________________________________________________________________________ lambda_2 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_2_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_2[0][0] __________________________________________________________________________________________________ add_17 (Add) (None, 2, 512) 0 shared_1_res_23_3rd_batchnorm[0][ max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_2_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_2_conv_0[0][0] __________________________________________________________________________________________________ shared_2_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[62][0] __________________________________________________________________________________________________ shared_2_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_1st[0][0] __________________________________________________________________________________________________ shared_2_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[63][0] __________________________________________________________________________________________________ shared_2_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[64][0] __________________________________________________________________________________________________ shared_2_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_3rd[0][0] __________________________________________________________________________________________________ add_18 (Add) (None, 4096, 32) 0 shared_2_res_1_3rd_batchnorm[0][0 leaky_re_lu[62][0] __________________________________________________________________________________________________ max_pooling1d_24 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[65][0] __________________________________________________________________________________________________ shared_2_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_24[0][0] __________________________________________________________________________________________________ shared_2_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_1st[0][0] __________________________________________________________________________________________________ shared_2_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[66][0] __________________________________________________________________________________________________ shared_2_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[67][0] __________________________________________________________________________________________________ shared_2_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_3rd[0][0] __________________________________________________________________________________________________ add_19 (Add) (None, 2048, 32) 0 shared_2_res_3_3rd_batchnorm[0][0 max_pooling1d_24[0][0] __________________________________________________________________________________________________ max_pooling1d_25 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[68][0] __________________________________________________________________________________________________ shared_2_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_25[0][0] __________________________________________________________________________________________________ shared_2_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_2_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_26 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[69][0] __________________________________________________________________________________________________ shared_2_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_26[0][0] __________________________________________________________________________________________________ shared_2_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_2_res_7_1st[0][0] __________________________________________________________________________________________________ shared_2_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[70][0] __________________________________________________________________________________________________ shared_2_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[71][0] __________________________________________________________________________________________________ shared_2_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_3rd[0][0] __________________________________________________________________________________________________ add_20 (Add) (None, 512, 128) 0 shared_2_res_7_3rd_batchnorm[0][0 max_pooling1d_26[0][0] __________________________________________________________________________________________________ max_pooling1d_27 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[72][0] __________________________________________________________________________________________________ shared_2_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_27[0][0] __________________________________________________________________________________________________ shared_2_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_2_res_9_1st[0][0] __________________________________________________________________________________________________ shared_2_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[73][0] __________________________________________________________________________________________________ shared_2_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[74][0] __________________________________________________________________________________________________ shared_2_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_3rd[0][0] __________________________________________________________________________________________________ add_21 (Add) (None, 256, 128) 0 shared_2_res_9_3rd_batchnorm[0][0 max_pooling1d_27[0][0] __________________________________________________________________________________________________ max_pooling1d_28 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[75][0] __________________________________________________________________________________________________ shared_2_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_28[0][0] __________________________________________________________________________________________________ shared_2_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_2_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_29 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[76][0] __________________________________________________________________________________________________ shared_2_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_29[0][0] __________________________________________________________________________________________________ shared_2_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_1st[0][0] __________________________________________________________________________________________________ shared_2_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[77][0] __________________________________________________________________________________________________ shared_2_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[78][0] __________________________________________________________________________________________________ shared_2_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_3rd[0][0] __________________________________________________________________________________________________ add_22 (Add) (None, 64, 256) 0 shared_2_res_13_3rd_batchnorm[0][ max_pooling1d_29[0][0] __________________________________________________________________________________________________ max_pooling1d_30 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[79][0] __________________________________________________________________________________________________ shared_2_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_30[0][0] __________________________________________________________________________________________________ shared_2_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_1st[0][0] __________________________________________________________________________________________________ shared_2_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[80][0] __________________________________________________________________________________________________ shared_2_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[81][0] __________________________________________________________________________________________________ shared_2_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_3rd[0][0] __________________________________________________________________________________________________ add_23 (Add) (None, 32, 256) 0 shared_2_res_15_3rd_batchnorm[0][ max_pooling1d_30[0][0] __________________________________________________________________________________________________ max_pooling1d_31 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[82][0] __________________________________________________________________________________________________ shared_2_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_31[0][0] __________________________________________________________________________________________________ shared_2_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_2_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_32 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[83][0] __________________________________________________________________________________________________ shared_2_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_32[0][0] __________________________________________________________________________________________________ shared_2_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_1st[0][0] __________________________________________________________________________________________________ shared_2_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[84][0] __________________________________________________________________________________________________ shared_2_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[85][0] __________________________________________________________________________________________________ shared_2_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_3rd[0][0] __________________________________________________________________________________________________ add_24 (Add) (None, 8, 512) 0 shared_2_res_19_3rd_batchnorm[0][ max_pooling1d_32[0][0] __________________________________________________________________________________________________ max_pooling1d_33 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[86][0] __________________________________________________________________________________________________ shared_2_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_33[0][0] __________________________________________________________________________________________________ shared_2_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_1st[0][0] __________________________________________________________________________________________________ shared_2_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[87][0] __________________________________________________________________________________________________ shared_2_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[88][0] __________________________________________________________________________________________________ shared_2_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_3rd[0][0] __________________________________________________________________________________________________ add_25 (Add) (None, 4, 512) 0 shared_2_res_21_3rd_batchnorm[0][ max_pooling1d_33[0][0] __________________________________________________________________________________________________ max_pooling1d_34 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[89][0] __________________________________________________________________________________________________ shared_2_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_34[0][0] __________________________________________________________________________________________________ shared_2_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_1st[0][0] __________________________________________________________________________________________________ shared_2_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[90][0] __________________________________________________________________________________________________ shared_2_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[91][0] __________________________________________________________________________________________________ shared_2_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_3rd[0][0] __________________________________________________________________________________________________ input_2 (InputLayer) [(None, 2)] 0 __________________________________________________________________________________________________ add_26 (Add) (None, 2, 512) 0 shared_2_res_23_3rd_batchnorm[0][ max_pooling1d_34[0][0] __________________________________________________________________________________________________ flatten_1 (Flatten) (None, 2) 0 input_2[0][0] __________________________________________________________________________________________________ q_inx_dense (Dense) (None, 1536) 4608 flatten_1[0][0] __________________________________________________________________________________________________ max_pooling1d_11 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[30][0] __________________________________________________________________________________________________ max_pooling1d_23 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[61][0] __________________________________________________________________________________________________ max_pooling1d_35 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[92][0] __________________________________________________________________________________________________ tf.reshape (TFOpLambda) (None, 1, 1536, 1) 0 q_inx_dense[0][0] __________________________________________________________________________________________________ concatenate (Concatenate) (None, 1, 1536) 0 max_pooling1d_11[0][0] max_pooling1d_23[0][0] max_pooling1d_35[0][0] __________________________________________________________________________________________________ batch_normalization (BatchNorma (None, 1, 1536, 1) 4 tf.reshape[0][0] __________________________________________________________________________________________________ tf.expand_dims (TFOpLambda) (None, 1, 1536, 1) 0 concatenate[0][0] __________________________________________________________________________________________________ concatenate_2 (Concatenate) (None, 1, 1536, 2) 0 tf.expand_dims[0][0] leaky_re_lu[96][0] __________________________________________________________________________________________________ flatten_2 (Flatten) (None, 3072) 0 concatenate_2[0][0] __________________________________________________________________________________________________ q_dense_1 (Dense) (None, 4096) 12587008 flatten_2[0][0] __________________________________________________________________________________________________ q_dense_1_batchnorm (BatchNorma (None, 4096) 16384 q_dense_1[0][0] __________________________________________________________________________________________________ q_dense_2 (Dense) (None, 2048) 8390656 leaky_re_lu[97][0] __________________________________________________________________________________________________ q_dense_2_batchnorm (BatchNorma (None, 2048) 8192 q_dense_2[0][0] __________________________________________________________________________________________________ q_dense_3 (Dense) (None, 1024) 2098176 leaky_re_lu[98][0] __________________________________________________________________________________________________ q_dense_3_batchnorm (BatchNorma (None, 1024) 4096 q_dense_3[0][0] __________________________________________________________________________________________________ q_mean_dense (Dense) (None, 2) 2050 leaky_re_lu[99][0] __________________________________________________________________________________________________ q_logvar_dense (Dense) (None, 2) 2050 leaky_re_lu[99][0] __________________________________________________________________________________________________ concatenate_3 (Concatenate) (None, 4) 0 q_mean_dense[0][0] q_logvar_dense[0][0] ================================================================================================== Total params: 40,765,704 Trainable params: 40,703,174 Non-trainable params: 62,530 __________________________________________________________________________________________________ Model: "decoder_r2" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_1 (InputLayer) [(None, 4096, 3)] 0 __________________________________________________________________________________________________ lambda (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda[0][0] __________________________________________________________________________________________________ shared_0_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_0_conv_0[0][0] __________________________________________________________________________________________________ leaky_re_lu (LeakyReLU) multiple 0 shared_0_conv_0_batchnorm[0][0] shared_0_res_1_1st_batchnorm[0][0 shared_0_res_1_2nd_batchnorm[0][0 add[0][0] shared_0_res_3_1st_batchnorm[0][0 shared_0_res_3_2nd_batchnorm[0][0 add_1[0][0] shared_0_conv_5_batchnorm[0][0] shared_0_res_7_1st_batchnorm[0][0 shared_0_res_7_2nd_batchnorm[0][0 add_2[0][0] shared_0_res_9_1st_batchnorm[0][0 shared_0_res_9_2nd_batchnorm[0][0 add_3[0][0] shared_0_conv_11_batchnorm[0][0] shared_0_res_13_1st_batchnorm[0][ shared_0_res_13_2nd_batchnorm[0][ add_4[0][0] shared_0_res_15_1st_batchnorm[0][ shared_0_res_15_2nd_batchnorm[0][ add_5[0][0] shared_0_conv_17_batchnorm[0][0] shared_0_res_19_1st_batchnorm[0][ shared_0_res_19_2nd_batchnorm[0][ add_6[0][0] shared_0_res_21_1st_batchnorm[0][ shared_0_res_21_2nd_batchnorm[0][ add_7[0][0] shared_0_res_23_1st_batchnorm[0][ shared_0_res_23_2nd_batchnorm[0][ add_8[0][0] shared_1_conv_0_batchnorm[0][0] shared_1_res_1_1st_batchnorm[0][0 shared_1_res_1_2nd_batchnorm[0][0 add_9[0][0] shared_1_res_3_1st_batchnorm[0][0 shared_1_res_3_2nd_batchnorm[0][0 add_10[0][0] shared_1_conv_5_batchnorm[0][0] shared_1_res_7_1st_batchnorm[0][0 shared_1_res_7_2nd_batchnorm[0][0 add_11[0][0] shared_1_res_9_1st_batchnorm[0][0 shared_1_res_9_2nd_batchnorm[0][0 add_12[0][0] shared_1_conv_11_batchnorm[0][0] shared_1_res_13_1st_batchnorm[0][ shared_1_res_13_2nd_batchnorm[0][ add_13[0][0] shared_1_res_15_1st_batchnorm[0][ shared_1_res_15_2nd_batchnorm[0][ add_14[0][0] shared_1_conv_17_batchnorm[0][0] shared_1_res_19_1st_batchnorm[0][ shared_1_res_19_2nd_batchnorm[0][ add_15[0][0] shared_1_res_21_1st_batchnorm[0][ shared_1_res_21_2nd_batchnorm[0][ add_16[0][0] shared_1_res_23_1st_batchnorm[0][ shared_1_res_23_2nd_batchnorm[0][ add_17[0][0] shared_2_conv_0_batchnorm[0][0] shared_2_res_1_1st_batchnorm[0][0 shared_2_res_1_2nd_batchnorm[0][0 add_18[0][0] shared_2_res_3_1st_batchnorm[0][0 shared_2_res_3_2nd_batchnorm[0][0 add_19[0][0] shared_2_conv_5_batchnorm[0][0] shared_2_res_7_1st_batchnorm[0][0 shared_2_res_7_2nd_batchnorm[0][0 add_20[0][0] shared_2_res_9_1st_batchnorm[0][0 shared_2_res_9_2nd_batchnorm[0][0 add_21[0][0] shared_2_conv_11_batchnorm[0][0] shared_2_res_13_1st_batchnorm[0][ shared_2_res_13_2nd_batchnorm[0][ add_22[0][0] shared_2_res_15_1st_batchnorm[0][ shared_2_res_15_2nd_batchnorm[0][ add_23[0][0] shared_2_conv_17_batchnorm[0][0] shared_2_res_19_1st_batchnorm[0][ shared_2_res_19_2nd_batchnorm[0][ add_24[0][0] shared_2_res_21_1st_batchnorm[0][ shared_2_res_21_2nd_batchnorm[0][ add_25[0][0] shared_2_res_23_1st_batchnorm[0][ shared_2_res_23_2nd_batchnorm[0][ add_26[0][0] batch_normalization_1[0][0] r2_dense_1_batchnorm[0][0] r2_dense_2_batchnorm[0][0] r2_dense_3_batchnorm[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[0][0] __________________________________________________________________________________________________ shared_0_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_1st[0][0] __________________________________________________________________________________________________ shared_0_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[1][0] __________________________________________________________________________________________________ shared_0_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[2][0] __________________________________________________________________________________________________ shared_0_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_0_res_1_3rd[0][0] __________________________________________________________________________________________________ add (Add) (None, 4096, 32) 0 shared_0_res_1_3rd_batchnorm[0][0 leaky_re_lu[0][0] __________________________________________________________________________________________________ max_pooling1d (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[3][0] __________________________________________________________________________________________________ shared_0_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d[0][0] __________________________________________________________________________________________________ shared_0_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_1st[0][0] __________________________________________________________________________________________________ shared_0_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[4][0] __________________________________________________________________________________________________ shared_0_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[5][0] __________________________________________________________________________________________________ shared_0_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_0_res_3_3rd[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2048, 32) 0 shared_0_res_3_3rd_batchnorm[0][0 max_pooling1d[0][0] __________________________________________________________________________________________________ max_pooling1d_1 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[6][0] __________________________________________________________________________________________________ shared_0_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_1[0][0] __________________________________________________________________________________________________ shared_0_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_0_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_2 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[7][0] __________________________________________________________________________________________________ shared_0_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_2[0][0] __________________________________________________________________________________________________ shared_0_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_0_res_7_1st[0][0] __________________________________________________________________________________________________ shared_0_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[8][0] __________________________________________________________________________________________________ shared_0_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[9][0] __________________________________________________________________________________________________ shared_0_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_0_res_7_3rd[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 512, 128) 0 shared_0_res_7_3rd_batchnorm[0][0 max_pooling1d_2[0][0] __________________________________________________________________________________________________ max_pooling1d_3 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[10][0] __________________________________________________________________________________________________ shared_0_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_3[0][0] __________________________________________________________________________________________________ shared_0_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_0_res_9_1st[0][0] __________________________________________________________________________________________________ shared_0_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[11][0] __________________________________________________________________________________________________ shared_0_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[12][0] __________________________________________________________________________________________________ shared_0_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_0_res_9_3rd[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 256, 128) 0 shared_0_res_9_3rd_batchnorm[0][0 max_pooling1d_3[0][0] __________________________________________________________________________________________________ max_pooling1d_4 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[13][0] __________________________________________________________________________________________________ shared_0_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_4[0][0] __________________________________________________________________________________________________ shared_0_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_0_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_5 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[14][0] __________________________________________________________________________________________________ shared_0_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_5[0][0] __________________________________________________________________________________________________ shared_0_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_1st[0][0] __________________________________________________________________________________________________ shared_0_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[15][0] __________________________________________________________________________________________________ shared_0_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[16][0] __________________________________________________________________________________________________ shared_0_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_0_res_13_3rd[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 64, 256) 0 shared_0_res_13_3rd_batchnorm[0][ max_pooling1d_5[0][0] __________________________________________________________________________________________________ max_pooling1d_6 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[17][0] __________________________________________________________________________________________________ shared_0_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_6[0][0] __________________________________________________________________________________________________ shared_0_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_1st[0][0] __________________________________________________________________________________________________ shared_0_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[18][0] __________________________________________________________________________________________________ shared_0_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[19][0] __________________________________________________________________________________________________ shared_0_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_0_res_15_3rd[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 32, 256) 0 shared_0_res_15_3rd_batchnorm[0][ max_pooling1d_6[0][0] __________________________________________________________________________________________________ max_pooling1d_7 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[20][0] __________________________________________________________________________________________________ shared_0_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_7[0][0] __________________________________________________________________________________________________ shared_0_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_0_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_8 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[21][0] __________________________________________________________________________________________________ shared_0_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_8[0][0] __________________________________________________________________________________________________ shared_0_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_1st[0][0] __________________________________________________________________________________________________ shared_0_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[22][0] __________________________________________________________________________________________________ shared_0_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[23][0] __________________________________________________________________________________________________ shared_0_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_0_res_19_3rd[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 8, 512) 0 shared_0_res_19_3rd_batchnorm[0][ max_pooling1d_8[0][0] __________________________________________________________________________________________________ max_pooling1d_9 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[24][0] __________________________________________________________________________________________________ shared_0_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_9[0][0] __________________________________________________________________________________________________ shared_0_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_1st[0][0] __________________________________________________________________________________________________ shared_0_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[25][0] __________________________________________________________________________________________________ shared_0_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[26][0] __________________________________________________________________________________________________ shared_0_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_0_res_21_3rd[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 4, 512) 0 shared_0_res_21_3rd_batchnorm[0][ max_pooling1d_9[0][0] __________________________________________________________________________________________________ max_pooling1d_10 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[27][0] __________________________________________________________________________________________________ shared_0_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_0_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_1st[0][0] __________________________________________________________________________________________________ shared_0_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[28][0] __________________________________________________________________________________________________ shared_0_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[29][0] __________________________________________________________________________________________________ lambda_1 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_0_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_0_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_1_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_1[0][0] __________________________________________________________________________________________________ add_8 (Add) (None, 2, 512) 0 shared_0_res_23_3rd_batchnorm[0][ max_pooling1d_10[0][0] __________________________________________________________________________________________________ shared_1_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_1_conv_0[0][0] __________________________________________________________________________________________________ shared_1_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[31][0] __________________________________________________________________________________________________ shared_1_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_1st[0][0] __________________________________________________________________________________________________ shared_1_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[32][0] __________________________________________________________________________________________________ shared_1_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[33][0] __________________________________________________________________________________________________ shared_1_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_1_res_1_3rd[0][0] __________________________________________________________________________________________________ add_9 (Add) (None, 4096, 32) 0 shared_1_res_1_3rd_batchnorm[0][0 leaky_re_lu[31][0] __________________________________________________________________________________________________ max_pooling1d_12 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[34][0] __________________________________________________________________________________________________ shared_1_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_12[0][0] __________________________________________________________________________________________________ shared_1_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_1st[0][0] __________________________________________________________________________________________________ shared_1_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[35][0] __________________________________________________________________________________________________ shared_1_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[36][0] __________________________________________________________________________________________________ shared_1_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_1_res_3_3rd[0][0] __________________________________________________________________________________________________ add_10 (Add) (None, 2048, 32) 0 shared_1_res_3_3rd_batchnorm[0][0 max_pooling1d_12[0][0] __________________________________________________________________________________________________ max_pooling1d_13 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[37][0] __________________________________________________________________________________________________ shared_1_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_13[0][0] __________________________________________________________________________________________________ shared_1_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_1_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_14 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[38][0] __________________________________________________________________________________________________ shared_1_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_14[0][0] __________________________________________________________________________________________________ shared_1_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_1_res_7_1st[0][0] __________________________________________________________________________________________________ shared_1_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[39][0] __________________________________________________________________________________________________ shared_1_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[40][0] __________________________________________________________________________________________________ shared_1_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_1_res_7_3rd[0][0] __________________________________________________________________________________________________ add_11 (Add) (None, 512, 128) 0 shared_1_res_7_3rd_batchnorm[0][0 max_pooling1d_14[0][0] __________________________________________________________________________________________________ max_pooling1d_15 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[41][0] __________________________________________________________________________________________________ shared_1_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_15[0][0] __________________________________________________________________________________________________ shared_1_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_1_res_9_1st[0][0] __________________________________________________________________________________________________ shared_1_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[42][0] __________________________________________________________________________________________________ shared_1_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[43][0] __________________________________________________________________________________________________ shared_1_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_1_res_9_3rd[0][0] __________________________________________________________________________________________________ add_12 (Add) (None, 256, 128) 0 shared_1_res_9_3rd_batchnorm[0][0 max_pooling1d_15[0][0] __________________________________________________________________________________________________ max_pooling1d_16 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[44][0] __________________________________________________________________________________________________ shared_1_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_16[0][0] __________________________________________________________________________________________________ shared_1_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_1_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_17 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[45][0] __________________________________________________________________________________________________ shared_1_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_17[0][0] __________________________________________________________________________________________________ shared_1_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_1st[0][0] __________________________________________________________________________________________________ shared_1_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[46][0] __________________________________________________________________________________________________ shared_1_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[47][0] __________________________________________________________________________________________________ shared_1_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_1_res_13_3rd[0][0] __________________________________________________________________________________________________ add_13 (Add) (None, 64, 256) 0 shared_1_res_13_3rd_batchnorm[0][ max_pooling1d_17[0][0] __________________________________________________________________________________________________ max_pooling1d_18 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[48][0] __________________________________________________________________________________________________ shared_1_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_18[0][0] __________________________________________________________________________________________________ shared_1_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_1st[0][0] __________________________________________________________________________________________________ shared_1_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[49][0] __________________________________________________________________________________________________ shared_1_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[50][0] __________________________________________________________________________________________________ shared_1_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_1_res_15_3rd[0][0] __________________________________________________________________________________________________ add_14 (Add) (None, 32, 256) 0 shared_1_res_15_3rd_batchnorm[0][ max_pooling1d_18[0][0] __________________________________________________________________________________________________ max_pooling1d_19 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[51][0] __________________________________________________________________________________________________ shared_1_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_19[0][0] __________________________________________________________________________________________________ shared_1_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_1_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_20 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[52][0] __________________________________________________________________________________________________ shared_1_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_20[0][0] __________________________________________________________________________________________________ shared_1_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_1st[0][0] __________________________________________________________________________________________________ shared_1_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[53][0] __________________________________________________________________________________________________ shared_1_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[54][0] __________________________________________________________________________________________________ shared_1_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_1_res_19_3rd[0][0] __________________________________________________________________________________________________ add_15 (Add) (None, 8, 512) 0 shared_1_res_19_3rd_batchnorm[0][ max_pooling1d_20[0][0] __________________________________________________________________________________________________ max_pooling1d_21 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[55][0] __________________________________________________________________________________________________ shared_1_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_21[0][0] __________________________________________________________________________________________________ shared_1_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_1st[0][0] __________________________________________________________________________________________________ shared_1_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[56][0] __________________________________________________________________________________________________ shared_1_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[57][0] __________________________________________________________________________________________________ shared_1_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_1_res_21_3rd[0][0] __________________________________________________________________________________________________ add_16 (Add) (None, 4, 512) 0 shared_1_res_21_3rd_batchnorm[0][ max_pooling1d_21[0][0] __________________________________________________________________________________________________ max_pooling1d_22 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[58][0] __________________________________________________________________________________________________ shared_1_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_1_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_1st[0][0] __________________________________________________________________________________________________ shared_1_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[59][0] __________________________________________________________________________________________________ shared_1_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[60][0] __________________________________________________________________________________________________ lambda_2 (Lambda) (None, 4096, 1) 0 input_1[0][0] __________________________________________________________________________________________________ shared_1_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_1_res_23_3rd[0][0] __________________________________________________________________________________________________ shared_2_conv_0 (Conv1D) (None, 4096, 32) 1088 lambda_2[0][0] __________________________________________________________________________________________________ add_17 (Add) (None, 2, 512) 0 shared_1_res_23_3rd_batchnorm[0][ max_pooling1d_22[0][0] __________________________________________________________________________________________________ shared_2_conv_0_batchnorm (Batc (None, 4096, 32) 128 shared_2_conv_0[0][0] __________________________________________________________________________________________________ shared_2_res_1_1st (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[62][0] __________________________________________________________________________________________________ shared_2_res_1_1st_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_1st[0][0] __________________________________________________________________________________________________ shared_2_res_1_2nd (Conv1D) (None, 4096, 32) 33824 leaky_re_lu[63][0] __________________________________________________________________________________________________ shared_2_res_1_2nd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_1_3rd (Conv1D) (None, 4096, 32) 1056 leaky_re_lu[64][0] __________________________________________________________________________________________________ shared_2_res_1_3rd_batchnorm (B (None, 4096, 32) 128 shared_2_res_1_3rd[0][0] __________________________________________________________________________________________________ add_18 (Add) (None, 4096, 32) 0 shared_2_res_1_3rd_batchnorm[0][0 leaky_re_lu[62][0] __________________________________________________________________________________________________ max_pooling1d_24 (MaxPooling1D) (None, 2048, 32) 0 leaky_re_lu[65][0] __________________________________________________________________________________________________ shared_2_res_3_1st (Conv1D) (None, 2048, 32) 1056 max_pooling1d_24[0][0] __________________________________________________________________________________________________ shared_2_res_3_1st_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_1st[0][0] __________________________________________________________________________________________________ shared_2_res_3_2nd (Conv1D) (None, 2048, 32) 33824 leaky_re_lu[66][0] __________________________________________________________________________________________________ shared_2_res_3_2nd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_3_3rd (Conv1D) (None, 2048, 32) 1056 leaky_re_lu[67][0] __________________________________________________________________________________________________ shared_2_res_3_3rd_batchnorm (B (None, 2048, 32) 128 shared_2_res_3_3rd[0][0] __________________________________________________________________________________________________ add_19 (Add) (None, 2048, 32) 0 shared_2_res_3_3rd_batchnorm[0][0 max_pooling1d_24[0][0] __________________________________________________________________________________________________ max_pooling1d_25 (MaxPooling1D) (None, 1024, 32) 0 leaky_re_lu[68][0] __________________________________________________________________________________________________ shared_2_conv_5 (Conv1D) (None, 1024, 128) 135296 max_pooling1d_25[0][0] __________________________________________________________________________________________________ shared_2_conv_5_batchnorm (Batc (None, 1024, 128) 512 shared_2_conv_5[0][0] __________________________________________________________________________________________________ max_pooling1d_26 (MaxPooling1D) (None, 512, 128) 0 leaky_re_lu[69][0] __________________________________________________________________________________________________ shared_2_res_7_1st (Conv1D) (None, 512, 128) 16512 max_pooling1d_26[0][0] __________________________________________________________________________________________________ shared_2_res_7_1st_batchnorm (B (None, 512, 128) 512 shared_2_res_7_1st[0][0] __________________________________________________________________________________________________ shared_2_res_7_2nd (Conv1D) (None, 512, 128) 278656 leaky_re_lu[70][0] __________________________________________________________________________________________________ shared_2_res_7_2nd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_7_3rd (Conv1D) (None, 512, 128) 16512 leaky_re_lu[71][0] __________________________________________________________________________________________________ shared_2_res_7_3rd_batchnorm (B (None, 512, 128) 512 shared_2_res_7_3rd[0][0] __________________________________________________________________________________________________ add_20 (Add) (None, 512, 128) 0 shared_2_res_7_3rd_batchnorm[0][0 max_pooling1d_26[0][0] __________________________________________________________________________________________________ max_pooling1d_27 (MaxPooling1D) (None, 256, 128) 0 leaky_re_lu[72][0] __________________________________________________________________________________________________ shared_2_res_9_1st (Conv1D) (None, 256, 128) 16512 max_pooling1d_27[0][0] __________________________________________________________________________________________________ shared_2_res_9_1st_batchnorm (B (None, 256, 128) 512 shared_2_res_9_1st[0][0] __________________________________________________________________________________________________ shared_2_res_9_2nd (Conv1D) (None, 256, 128) 278656 leaky_re_lu[73][0] __________________________________________________________________________________________________ shared_2_res_9_2nd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_9_3rd (Conv1D) (None, 256, 128) 16512 leaky_re_lu[74][0] __________________________________________________________________________________________________ shared_2_res_9_3rd_batchnorm (B (None, 256, 128) 512 shared_2_res_9_3rd[0][0] __________________________________________________________________________________________________ add_21 (Add) (None, 256, 128) 0 shared_2_res_9_3rd_batchnorm[0][0 max_pooling1d_27[0][0] __________________________________________________________________________________________________ max_pooling1d_28 (MaxPooling1D) (None, 128, 128) 0 leaky_re_lu[75][0] __________________________________________________________________________________________________ shared_2_conv_11 (Conv1D) (None, 128, 256) 295168 max_pooling1d_28[0][0] __________________________________________________________________________________________________ shared_2_conv_11_batchnorm (Bat (None, 128, 256) 1024 shared_2_conv_11[0][0] __________________________________________________________________________________________________ max_pooling1d_29 (MaxPooling1D) (None, 64, 256) 0 leaky_re_lu[76][0] __________________________________________________________________________________________________ shared_2_res_13_1st (Conv1D) (None, 64, 256) 65792 max_pooling1d_29[0][0] __________________________________________________________________________________________________ shared_2_res_13_1st_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_1st[0][0] __________________________________________________________________________________________________ shared_2_res_13_2nd (Conv1D) (None, 64, 256) 327936 leaky_re_lu[77][0] __________________________________________________________________________________________________ shared_2_res_13_2nd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_13_3rd (Conv1D) (None, 64, 256) 65792 leaky_re_lu[78][0] __________________________________________________________________________________________________ shared_2_res_13_3rd_batchnorm ( (None, 64, 256) 1024 shared_2_res_13_3rd[0][0] __________________________________________________________________________________________________ add_22 (Add) (None, 64, 256) 0 shared_2_res_13_3rd_batchnorm[0][ max_pooling1d_29[0][0] __________________________________________________________________________________________________ max_pooling1d_30 (MaxPooling1D) (None, 32, 256) 0 leaky_re_lu[79][0] __________________________________________________________________________________________________ shared_2_res_15_1st (Conv1D) (None, 32, 256) 65792 max_pooling1d_30[0][0] __________________________________________________________________________________________________ shared_2_res_15_1st_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_1st[0][0] __________________________________________________________________________________________________ shared_2_res_15_2nd (Conv1D) (None, 32, 256) 327936 leaky_re_lu[80][0] __________________________________________________________________________________________________ shared_2_res_15_2nd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_15_3rd (Conv1D) (None, 32, 256) 65792 leaky_re_lu[81][0] __________________________________________________________________________________________________ shared_2_res_15_3rd_batchnorm ( (None, 32, 256) 1024 shared_2_res_15_3rd[0][0] __________________________________________________________________________________________________ add_23 (Add) (None, 32, 256) 0 shared_2_res_15_3rd_batchnorm[0][ max_pooling1d_30[0][0] __________________________________________________________________________________________________ max_pooling1d_31 (MaxPooling1D) (None, 16, 256) 0 leaky_re_lu[82][0] __________________________________________________________________________________________________ shared_2_conv_17 (Conv1D) (None, 16, 512) 393728 max_pooling1d_31[0][0] __________________________________________________________________________________________________ shared_2_conv_17_batchnorm (Bat (None, 16, 512) 2048 shared_2_conv_17[0][0] __________________________________________________________________________________________________ max_pooling1d_32 (MaxPooling1D) (None, 8, 512) 0 leaky_re_lu[83][0] __________________________________________________________________________________________________ shared_2_res_19_1st (Conv1D) (None, 8, 512) 262656 max_pooling1d_32[0][0] __________________________________________________________________________________________________ shared_2_res_19_1st_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_1st[0][0] __________________________________________________________________________________________________ shared_2_res_19_2nd (Conv1D) (None, 8, 512) 786944 leaky_re_lu[84][0] __________________________________________________________________________________________________ shared_2_res_19_2nd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_19_3rd (Conv1D) (None, 8, 512) 262656 leaky_re_lu[85][0] __________________________________________________________________________________________________ shared_2_res_19_3rd_batchnorm ( (None, 8, 512) 2048 shared_2_res_19_3rd[0][0] __________________________________________________________________________________________________ add_24 (Add) (None, 8, 512) 0 shared_2_res_19_3rd_batchnorm[0][ max_pooling1d_32[0][0] __________________________________________________________________________________________________ max_pooling1d_33 (MaxPooling1D) (None, 4, 512) 0 leaky_re_lu[86][0] __________________________________________________________________________________________________ shared_2_res_21_1st (Conv1D) (None, 4, 512) 262656 max_pooling1d_33[0][0] __________________________________________________________________________________________________ shared_2_res_21_1st_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_1st[0][0] __________________________________________________________________________________________________ shared_2_res_21_2nd (Conv1D) (None, 4, 512) 786944 leaky_re_lu[87][0] __________________________________________________________________________________________________ shared_2_res_21_2nd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_21_3rd (Conv1D) (None, 4, 512) 262656 leaky_re_lu[88][0] __________________________________________________________________________________________________ shared_2_res_21_3rd_batchnorm ( (None, 4, 512) 2048 shared_2_res_21_3rd[0][0] __________________________________________________________________________________________________ add_25 (Add) (None, 4, 512) 0 shared_2_res_21_3rd_batchnorm[0][ max_pooling1d_33[0][0] __________________________________________________________________________________________________ max_pooling1d_34 (MaxPooling1D) (None, 2, 512) 0 leaky_re_lu[89][0] __________________________________________________________________________________________________ shared_2_res_23_1st (Conv1D) (None, 2, 512) 262656 max_pooling1d_34[0][0] __________________________________________________________________________________________________ shared_2_res_23_1st_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_1st[0][0] __________________________________________________________________________________________________ shared_2_res_23_2nd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[90][0] __________________________________________________________________________________________________ shared_2_res_23_2nd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_2nd[0][0] __________________________________________________________________________________________________ shared_2_res_23_3rd (Conv1D) (None, 2, 512) 262656 leaky_re_lu[91][0] __________________________________________________________________________________________________ shared_2_res_23_3rd_batchnorm ( (None, 2, 512) 2048 shared_2_res_23_3rd[0][0] __________________________________________________________________________________________________ input_3 (InputLayer) [(None, 2)] 0 __________________________________________________________________________________________________ add_26 (Add) (None, 2, 512) 0 shared_2_res_23_3rd_batchnorm[0][ max_pooling1d_34[0][0] __________________________________________________________________________________________________ flatten_3 (Flatten) (None, 2) 0 input_3[0][0] __________________________________________________________________________________________________ r2_inz_dense (Dense) (None, 1536) 4608 flatten_3[0][0] __________________________________________________________________________________________________ max_pooling1d_11 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[30][0] __________________________________________________________________________________________________ max_pooling1d_23 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[61][0] __________________________________________________________________________________________________ max_pooling1d_35 (MaxPooling1D) (None, 1, 512) 0 leaky_re_lu[92][0] __________________________________________________________________________________________________ tf.reshape_1 (TFOpLambda) (None, 1, 1536, 1) 0 r2_inz_dense[0][0] __________________________________________________________________________________________________ concatenate (Concatenate) (None, 1, 1536) 0 max_pooling1d_11[0][0] max_pooling1d_23[0][0] max_pooling1d_35[0][0] __________________________________________________________________________________________________ batch_normalization_1 (BatchNor (None, 1, 1536, 1) 4 tf.reshape_1[0][0] __________________________________________________________________________________________________ tf.expand_dims_1 (TFOpLambda) (None, 1, 1536, 1) 0 concatenate[0][0] __________________________________________________________________________________________________ concatenate_4 (Concatenate) (None, 1, 1536, 2) 0 tf.expand_dims_1[0][0] leaky_re_lu[100][0] __________________________________________________________________________________________________ flatten_4 (Flatten) (None, 3072) 0 concatenate_4[0][0] __________________________________________________________________________________________________ r2_dense_1 (Dense) (None, 4096) 12587008 flatten_4[0][0] __________________________________________________________________________________________________ r2_dense_1_batchnorm (BatchNorm (None, 4096) 16384 r2_dense_1[0][0] __________________________________________________________________________________________________ r2_dense_2 (Dense) (None, 2048) 8390656 leaky_re_lu[101][0] __________________________________________________________________________________________________ r2_dense_2_batchnorm (BatchNorm (None, 2048) 8192 r2_dense_2[0][0] __________________________________________________________________________________________________ r2_dense_3 (Dense) (None, 1024) 2098176 leaky_re_lu[102][0] __________________________________________________________________________________________________ r2_dense_3_batchnorm (BatchNorm (None, 1024) 4096 r2_dense_3[0][0] __________________________________________________________________________________________________ JointVonMisesFisher_mean (Dense (None, 3) 3075 leaky_re_lu[103][0] __________________________________________________________________________________________________ JointVonMisesFisher_logvar (Den (None, 1) 1025 leaky_re_lu[103][0] __________________________________________________________________________________________________ concatenate_5 (Concatenate) (None, 4) 0 JointVonMisesFisher_mean[0][0] JointVonMisesFisher_logvar[0][0] ================================================================================================== Total params: 40,765,704 Trainable params: 40,703,174 Non-trainable params: 62,530 __________________________________________________________________________________________________