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Sender: LSF System <lsfadmin@lo-s4-064>
Subject: Job 13478461: <python /cluster/home/zigeng/DL/code/final_code/main.py> in cluster <leonhard> Exited

Job <python /cluster/home/zigeng/DL/code/final_code/main.py> was submitted from host <lo-login-01> by user <zigeng> in cluster <leonhard> at Sun Jan 10 18:53:01 2021
Job was executed on host(s) <10*lo-s4-064>, in queue <gpu.4h>, as user <zigeng> in cluster <leonhard> at Sun Jan 10 18:54:23 2021
</cluster/home/zigeng> was used as the home directory.
</cluster/home/zigeng/DL/trial/final/deep-cluster> was used as the working directory.
Started at Sun Jan 10 18:54:23 2021
Terminated at Sun Jan 10 22:54:11 2021
Results reported at Sun Jan 10 22:54:11 2021

Your job looked like:

------------------------------------------------------------
# LSBATCH: User input
python /cluster/home/zigeng/DL/code/final_code/main.py
------------------------------------------------------------

TERM_RUNLIMIT: job killed after reaching LSF run time limit.
Exited with exit code 140.

Resource usage summary:

    CPU time :                                   15607.33 sec.
    Max Memory :                                 45140 MB
    Average Memory :                             41924.78 MB
    Total Requested Memory :                     50000.00 MB
    Delta Memory :                               4860.00 MB
    Max Swap :                                   -
    Max Processes :                              3
    Max Threads :                                83
    Run time :                                   14411 sec.
    Turnaround time :                            14470 sec.

The output (if any) follows:

2021-01-10 18:54:30.240000: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1
2021-01-10 18:57:32.197107: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcuda.so.1
2021-01-10 18:57:32.260612: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 0 with properties: 
pciBusID: 0000:0c:00.0 name: GeForce GTX 1080 Ti computeCapability: 6.1
coreClock: 1.582GHz coreCount: 28 deviceMemorySize: 10.92GiB deviceMemoryBandwidth: 451.17GiB/s
2021-01-10 18:57:32.260654: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1
2021-01-10 18:57:32.265073: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcublas.so.10
2021-01-10 18:57:32.269011: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcufft.so.10
2021-01-10 18:57:32.270311: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcurand.so.10
2021-01-10 18:57:32.273884: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcusolver.so.10
2021-01-10 18:57:32.275882: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcusparse.so.10
2021-01-10 18:57:32.281694: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudnn.so.7
2021-01-10 18:57:32.289808: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1858] Adding visible gpu devices: 0
2021-01-10 18:57:32.319070: I tensorflow/core/platform/profile_utils/cpu_utils.cc:104] CPU Frequency: 2199890000 Hz
2021-01-10 18:57:32.320706: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x40a5f20 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2021-01-10 18:57:32.320731: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version
2021-01-10 18:57:32.551825: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x445f84d0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2021-01-10 18:57:32.551882: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): GeForce GTX 1080 Ti, Compute Capability 6.1
2021-01-10 18:57:32.563451: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 0 with properties: 
pciBusID: 0000:0c:00.0 name: GeForce GTX 1080 Ti computeCapability: 6.1
coreClock: 1.582GHz coreCount: 28 deviceMemorySize: 10.92GiB deviceMemoryBandwidth: 451.17GiB/s
2021-01-10 18:57:32.563526: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1
2021-01-10 18:57:32.563579: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcublas.so.10
2021-01-10 18:57:32.563616: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcufft.so.10
2021-01-10 18:57:32.563650: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcurand.so.10
2021-01-10 18:57:32.563684: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcusolver.so.10
2021-01-10 18:57:32.563717: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcusparse.so.10
2021-01-10 18:57:32.563751: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudnn.so.7
2021-01-10 18:57:32.571089: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1858] Adding visible gpu devices: 0
2021-01-10 18:57:32.571850: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1
2021-01-10 18:57:34.602749: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1257] Device interconnect StreamExecutor with strength 1 edge matrix:
2021-01-10 18:57:34.602810: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1263]      0 
2021-01-10 18:57:34.602823: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1276] 0:   N 
2021-01-10 18:57:34.608536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1402] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 9814 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080 Ti, pci bus id: 0000:0c:00.0, compute capability: 6.1)
Model: "functional_1"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 500, 129)]   0                                            
__________________________________________________________________________________________________
tf_op_layer_Transpose (TensorFl [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_2 (Tensor [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_4 (Tensor [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_6 (Tensor [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_8 (Tensor [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_10 (Tenso [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_12 (Tenso [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_14 (Tenso [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_Transpose_16 (Tenso [(129, 500, None)]   0           input_1[0][0]                    
__________________________________________________________________________________________________
tf_op_layer_GatherV2 (TensorFlo [(16, 500, None)]    0           tf_op_layer_Transpose[0][0]      
__________________________________________________________________________________________________
tf_op_layer_GatherV2_1 (TensorF [(11, 500, None)]    0           tf_op_layer_Transpose_2[0][0]    
__________________________________________________________________________________________________
tf_op_layer_GatherV2_2 (TensorF [(11, 500, None)]    0           tf_op_layer_Transpose_4[0][0]    
__________________________________________________________________________________________________
tf_op_layer_GatherV2_3 (TensorF [(12, 500, None)]    0           tf_op_layer_Transpose_6[0][0]    
__________________________________________________________________________________________________
tf_op_layer_GatherV2_4 (TensorF [(13, 500, None)]    0           tf_op_layer_Transpose_8[0][0]    
__________________________________________________________________________________________________
tf_op_layer_GatherV2_5 (TensorF [(12, 500, None)]    0           tf_op_layer_Transpose_10[0][0]   
__________________________________________________________________________________________________
tf_op_layer_GatherV2_6 (TensorF [(11, 500, None)]    0           tf_op_layer_Transpose_12[0][0]   
__________________________________________________________________________________________________
tf_op_layer_GatherV2_7 (TensorF [(11, 500, None)]    0           tf_op_layer_Transpose_14[0][0]   
__________________________________________________________________________________________________
tf_op_layer_GatherV2_8 (TensorF [(15, 500, None)]    0           tf_op_layer_Transpose_16[0][0]   
__________________________________________________________________________________________________
tf_op_layer_Identity (TensorFlo [(16, 500, None)]    0           tf_op_layer_GatherV2[0][0]       
__________________________________________________________________________________________________
tf_op_layer_Identity_1 (TensorF [(11, 500, None)]    0           tf_op_layer_GatherV2_1[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_2 (TensorF [(11, 500, None)]    0           tf_op_layer_GatherV2_2[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_3 (TensorF [(12, 500, None)]    0           tf_op_layer_GatherV2_3[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_4 (TensorF [(13, 500, None)]    0           tf_op_layer_GatherV2_4[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_5 (TensorF [(12, 500, None)]    0           tf_op_layer_GatherV2_5[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_6 (TensorF [(11, 500, None)]    0           tf_op_layer_GatherV2_6[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_7 (TensorF [(11, 500, None)]    0           tf_op_layer_GatherV2_7[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Identity_8 (TensorF [(15, 500, None)]    0           tf_op_layer_GatherV2_8[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_1 (Tensor [(None, 500, 16)]    0           tf_op_layer_Identity[0][0]       
__________________________________________________________________________________________________
tf_op_layer_Transpose_3 (Tensor [(None, 500, 11)]    0           tf_op_layer_Identity_1[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_5 (Tensor [(None, 500, 11)]    0           tf_op_layer_Identity_2[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_7 (Tensor [(None, 500, 12)]    0           tf_op_layer_Identity_3[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_9 (Tensor [(None, 500, 13)]    0           tf_op_layer_Identity_4[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_11 (Tenso [(None, 500, 12)]    0           tf_op_layer_Identity_5[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_13 (Tenso [(None, 500, 11)]    0           tf_op_layer_Identity_6[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_15 (Tenso [(None, 500, 11)]    0           tf_op_layer_Identity_7[0][0]     
__________________________________________________________________________________________________
tf_op_layer_Transpose_17 (Tenso [(None, 500, 15)]    0           tf_op_layer_Identity_8[0][0]     
__________________________________________________________________________________________________
conv1d (Conv1D)                 (None, 500, 32)      512         tf_op_layer_Transpose_1[0][0]    
__________________________________________________________________________________________________
max_pooling1d (MaxPooling1D)    (None, 500, 16)      0           tf_op_layer_Transpose_1[0][0]    
__________________________________________________________________________________________________
max_pooling1d_1 (MaxPooling1D)  (None, 500, 16)      0           tf_op_layer_Transpose_1[0][0]    
__________________________________________________________________________________________________
conv1d_63 (Conv1D)              (None, 500, 32)      352         tf_op_layer_Transpose_3[0][0]    
__________________________________________________________________________________________________
max_pooling1d_24 (MaxPooling1D) (None, 500, 11)      0           tf_op_layer_Transpose_3[0][0]    
__________________________________________________________________________________________________
max_pooling1d_25 (MaxPooling1D) (None, 500, 11)      0           tf_op_layer_Transpose_3[0][0]    
__________________________________________________________________________________________________
conv1d_126 (Conv1D)             (None, 500, 32)      352         tf_op_layer_Transpose_5[0][0]    
__________________________________________________________________________________________________
max_pooling1d_48 (MaxPooling1D) (None, 500, 11)      0           tf_op_layer_Transpose_5[0][0]    
__________________________________________________________________________________________________
max_pooling1d_49 (MaxPooling1D) (None, 500, 11)      0           tf_op_layer_Transpose_5[0][0]    
__________________________________________________________________________________________________
conv1d_189 (Conv1D)             (None, 500, 32)      384         tf_op_layer_Transpose_7[0][0]    
__________________________________________________________________________________________________
max_pooling1d_72 (MaxPooling1D) (None, 500, 12)      0           tf_op_layer_Transpose_7[0][0]    
__________________________________________________________________________________________________
max_pooling1d_73 (MaxPooling1D) (None, 500, 12)      0           tf_op_layer_Transpose_7[0][0]    
__________________________________________________________________________________________________
conv1d_252 (Conv1D)             (None, 500, 32)      416         tf_op_layer_Transpose_9[0][0]    
__________________________________________________________________________________________________
max_pooling1d_96 (MaxPooling1D) (None, 500, 13)      0           tf_op_layer_Transpose_9[0][0]    
__________________________________________________________________________________________________
max_pooling1d_97 (MaxPooling1D) (None, 500, 13)      0           tf_op_layer_Transpose_9[0][0]    
__________________________________________________________________________________________________
conv1d_315 (Conv1D)             (None, 500, 32)      384         tf_op_layer_Transpose_11[0][0]   
__________________________________________________________________________________________________
max_pooling1d_120 (MaxPooling1D (None, 500, 12)      0           tf_op_layer_Transpose_11[0][0]   
__________________________________________________________________________________________________
max_pooling1d_121 (MaxPooling1D (None, 500, 12)      0           tf_op_layer_Transpose_11[0][0]   
__________________________________________________________________________________________________
conv1d_378 (Conv1D)             (None, 500, 32)      352         tf_op_layer_Transpose_13[0][0]   
__________________________________________________________________________________________________
max_pooling1d_144 (MaxPooling1D (None, 500, 11)      0           tf_op_layer_Transpose_13[0][0]   
__________________________________________________________________________________________________
max_pooling1d_145 (MaxPooling1D (None, 500, 11)      0           tf_op_layer_Transpose_13[0][0]   
__________________________________________________________________________________________________
conv1d_441 (Conv1D)             (None, 500, 32)      352         tf_op_layer_Transpose_15[0][0]   
__________________________________________________________________________________________________
max_pooling1d_168 (MaxPooling1D (None, 500, 11)      0           tf_op_layer_Transpose_15[0][0]   
__________________________________________________________________________________________________
max_pooling1d_169 (MaxPooling1D (None, 500, 11)      0           tf_op_layer_Transpose_15[0][0]   
__________________________________________________________________________________________________
conv1d_504 (Conv1D)             (None, 500, 32)      480         tf_op_layer_Transpose_17[0][0]   
__________________________________________________________________________________________________
max_pooling1d_192 (MaxPooling1D (None, 500, 15)      0           tf_op_layer_Transpose_17[0][0]   
__________________________________________________________________________________________________
max_pooling1d_193 (MaxPooling1D (None, 500, 15)      0           tf_op_layer_Transpose_17[0][0]   
__________________________________________________________________________________________________
conv1d_1 (Conv1D)               (None, 500, 32)      20480       conv1d[0][0]                     
__________________________________________________________________________________________________
conv1d_2 (Conv1D)               (None, 500, 32)      10240       conv1d[0][0]                     
__________________________________________________________________________________________________
conv1d_3 (Conv1D)               (None, 500, 32)      512         max_pooling1d[0][0]              
__________________________________________________________________________________________________
conv1d_4 (Conv1D)               (None, 500, 4)       1024        max_pooling1d_1[0][0]            
__________________________________________________________________________________________________
separable_conv1d (SeparableConv (None, 500, 32)      1024        tf_op_layer_Transpose_1[0][0]    
__________________________________________________________________________________________________
conv1d_64 (Conv1D)              (None, 500, 32)      20480       conv1d_63[0][0]                  
__________________________________________________________________________________________________
conv1d_65 (Conv1D)              (None, 500, 32)      10240       conv1d_63[0][0]                  
__________________________________________________________________________________________________
conv1d_66 (Conv1D)              (None, 500, 32)      352         max_pooling1d_24[0][0]           
__________________________________________________________________________________________________
conv1d_67 (Conv1D)              (None, 500, 4)       704         max_pooling1d_25[0][0]           
__________________________________________________________________________________________________
separable_conv1d_12 (SeparableC (None, 500, 32)      704         tf_op_layer_Transpose_3[0][0]    
__________________________________________________________________________________________________
conv1d_127 (Conv1D)             (None, 500, 32)      20480       conv1d_126[0][0]                 
__________________________________________________________________________________________________
conv1d_128 (Conv1D)             (None, 500, 32)      10240       conv1d_126[0][0]                 
__________________________________________________________________________________________________
conv1d_129 (Conv1D)             (None, 500, 32)      352         max_pooling1d_48[0][0]           
__________________________________________________________________________________________________
conv1d_130 (Conv1D)             (None, 500, 4)       704         max_pooling1d_49[0][0]           
__________________________________________________________________________________________________
separable_conv1d_24 (SeparableC (None, 500, 32)      704         tf_op_layer_Transpose_5[0][0]    
__________________________________________________________________________________________________
conv1d_190 (Conv1D)             (None, 500, 32)      20480       conv1d_189[0][0]                 
__________________________________________________________________________________________________
conv1d_191 (Conv1D)             (None, 500, 32)      10240       conv1d_189[0][0]                 
__________________________________________________________________________________________________
conv1d_192 (Conv1D)             (None, 500, 32)      384         max_pooling1d_72[0][0]           
__________________________________________________________________________________________________
conv1d_193 (Conv1D)             (None, 500, 4)       768         max_pooling1d_73[0][0]           
__________________________________________________________________________________________________
separable_conv1d_36 (SeparableC (None, 500, 32)      768         tf_op_layer_Transpose_7[0][0]    
__________________________________________________________________________________________________
conv1d_253 (Conv1D)             (None, 500, 32)      20480       conv1d_252[0][0]                 
__________________________________________________________________________________________________
conv1d_254 (Conv1D)             (None, 500, 32)      10240       conv1d_252[0][0]                 
__________________________________________________________________________________________________
conv1d_255 (Conv1D)             (None, 500, 32)      416         max_pooling1d_96[0][0]           
__________________________________________________________________________________________________
conv1d_256 (Conv1D)             (None, 500, 4)       832         max_pooling1d_97[0][0]           
__________________________________________________________________________________________________
separable_conv1d_48 (SeparableC (None, 500, 32)      832         tf_op_layer_Transpose_9[0][0]    
__________________________________________________________________________________________________
conv1d_316 (Conv1D)             (None, 500, 32)      20480       conv1d_315[0][0]                 
__________________________________________________________________________________________________
conv1d_317 (Conv1D)             (None, 500, 32)      10240       conv1d_315[0][0]                 
__________________________________________________________________________________________________
conv1d_318 (Conv1D)             (None, 500, 32)      384         max_pooling1d_120[0][0]          
__________________________________________________________________________________________________
conv1d_319 (Conv1D)             (None, 500, 4)       768         max_pooling1d_121[0][0]          
__________________________________________________________________________________________________
separable_conv1d_60 (SeparableC (None, 500, 32)      768         tf_op_layer_Transpose_11[0][0]   
__________________________________________________________________________________________________
conv1d_379 (Conv1D)             (None, 500, 32)      20480       conv1d_378[0][0]                 
__________________________________________________________________________________________________
conv1d_380 (Conv1D)             (None, 500, 32)      10240       conv1d_378[0][0]                 
__________________________________________________________________________________________________
conv1d_381 (Conv1D)             (None, 500, 32)      352         max_pooling1d_144[0][0]          
__________________________________________________________________________________________________
conv1d_382 (Conv1D)             (None, 500, 4)       704         max_pooling1d_145[0][0]          
__________________________________________________________________________________________________
separable_conv1d_72 (SeparableC (None, 500, 32)      704         tf_op_layer_Transpose_13[0][0]   
__________________________________________________________________________________________________
conv1d_442 (Conv1D)             (None, 500, 32)      20480       conv1d_441[0][0]                 
__________________________________________________________________________________________________
conv1d_443 (Conv1D)             (None, 500, 32)      10240       conv1d_441[0][0]                 
__________________________________________________________________________________________________
conv1d_444 (Conv1D)             (None, 500, 32)      352         max_pooling1d_168[0][0]          
__________________________________________________________________________________________________
conv1d_445 (Conv1D)             (None, 500, 4)       704         max_pooling1d_169[0][0]          
__________________________________________________________________________________________________
separable_conv1d_84 (SeparableC (None, 500, 32)      704         tf_op_layer_Transpose_15[0][0]   
__________________________________________________________________________________________________
conv1d_505 (Conv1D)             (None, 500, 32)      20480       conv1d_504[0][0]                 
__________________________________________________________________________________________________
conv1d_506 (Conv1D)             (None, 500, 32)      10240       conv1d_504[0][0]                 
__________________________________________________________________________________________________
conv1d_507 (Conv1D)             (None, 500, 32)      480         max_pooling1d_192[0][0]          
__________________________________________________________________________________________________
conv1d_508 (Conv1D)             (None, 500, 4)       960         max_pooling1d_193[0][0]          
__________________________________________________________________________________________________
separable_conv1d_96 (SeparableC (None, 500, 32)      960         tf_op_layer_Transpose_17[0][0]   
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 500, 132)     0           conv1d_1[0][0]                   
                                                                 conv1d_2[0][0]                   
                                                                 conv1d_3[0][0]                   
                                                                 conv1d_4[0][0]                   
                                                                 separable_conv1d[0][0]           
__________________________________________________________________________________________________
concatenate_12 (Concatenate)    (None, 500, 132)     0           conv1d_64[0][0]                  
                                                                 conv1d_65[0][0]                  
                                                                 conv1d_66[0][0]                  
                                                                 conv1d_67[0][0]                  
                                                                 separable_conv1d_12[0][0]        
__________________________________________________________________________________________________
concatenate_24 (Concatenate)    (None, 500, 132)     0           conv1d_127[0][0]                 
                                                                 conv1d_128[0][0]                 
                                                                 conv1d_129[0][0]                 
                                                                 conv1d_130[0][0]                 
                                                                 separable_conv1d_24[0][0]        
__________________________________________________________________________________________________
concatenate_36 (Concatenate)    (None, 500, 132)     0           conv1d_190[0][0]                 
                                                                 conv1d_191[0][0]                 
                                                                 conv1d_192[0][0]                 
                                                                 conv1d_193[0][0]                 
                                                                 separable_conv1d_36[0][0]        
__________________________________________________________________________________________________
concatenate_48 (Concatenate)    (None, 500, 132)     0           conv1d_253[0][0]                 
                                                                 conv1d_254[0][0]                 
                                                                 conv1d_255[0][0]                 
                                                                 conv1d_256[0][0]                 
                                                                 separable_conv1d_48[0][0]        
__________________________________________________________________________________________________
concatenate_60 (Concatenate)    (None, 500, 132)     0           conv1d_316[0][0]                 
                                                                 conv1d_317[0][0]                 
                                                                 conv1d_318[0][0]                 
                                                                 conv1d_319[0][0]                 
                                                                 separable_conv1d_60[0][0]        
__________________________________________________________________________________________________
concatenate_72 (Concatenate)    (None, 500, 132)     0           conv1d_379[0][0]                 
                                                                 conv1d_380[0][0]                 
                                                                 conv1d_381[0][0]                 
                                                                 conv1d_382[0][0]                 
                                                                 separable_conv1d_72[0][0]        
__________________________________________________________________________________________________
concatenate_84 (Concatenate)    (None, 500, 132)     0           conv1d_442[0][0]                 
                                                                 conv1d_443[0][0]                 
                                                                 conv1d_444[0][0]                 
                                                                 conv1d_445[0][0]                 
                                                                 separable_conv1d_84[0][0]        
__________________________________________________________________________________________________
concatenate_96 (Concatenate)    (None, 500, 132)     0           conv1d_505[0][0]                 
                                                                 conv1d_506[0][0]                 
                                                                 conv1d_507[0][0]                 
                                                                 conv1d_508[0][0]                 
                                                                 separable_conv1d_96[0][0]        
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 500, 132)     528         concatenate[0][0]                
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 500, 132)     528         concatenate_12[0][0]             
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 500, 132)     528         concatenate_24[0][0]             
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 500, 132)     528         concatenate_36[0][0]             
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 500, 132)     528         concatenate_48[0][0]             
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 500, 132)     528         concatenate_60[0][0]             
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 500, 132)     528         concatenate_72[0][0]             
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 500, 132)     528         concatenate_84[0][0]             
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 500, 132)     528         concatenate_96[0][0]             
__________________________________________________________________________________________________
activation (Activation)         (None, 500, 132)     0           batch_normalization[0][0]        
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 500, 132)     0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 500, 132)     0           batch_normalization_30[0][0]     
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 500, 132)     0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 500, 132)     0           batch_normalization_60[0][0]     
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 500, 132)     0           batch_normalization_75[0][0]     
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 500, 132)     0           batch_normalization_90[0][0]     
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 500, 132)     0           batch_normalization_105[0][0]    
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 500, 132)     0           batch_normalization_120[0][0]    
__________________________________________________________________________________________________
conv1d_5 (Conv1D)               (None, 500, 32)      4224        activation[0][0]                 
__________________________________________________________________________________________________
max_pooling1d_2 (MaxPooling1D)  (None, 500, 132)     0           activation[0][0]                 
__________________________________________________________________________________________________
max_pooling1d_3 (MaxPooling1D)  (None, 500, 132)     0           activation[0][0]                 
__________________________________________________________________________________________________
conv1d_68 (Conv1D)              (None, 500, 32)      4224        activation_15[0][0]              
__________________________________________________________________________________________________
max_pooling1d_26 (MaxPooling1D) (None, 500, 132)     0           activation_15[0][0]              
__________________________________________________________________________________________________
max_pooling1d_27 (MaxPooling1D) (None, 500, 132)     0           activation_15[0][0]              
__________________________________________________________________________________________________
conv1d_131 (Conv1D)             (None, 500, 32)      4224        activation_30[0][0]              
__________________________________________________________________________________________________
max_pooling1d_50 (MaxPooling1D) (None, 500, 132)     0           activation_30[0][0]              
__________________________________________________________________________________________________
max_pooling1d_51 (MaxPooling1D) (None, 500, 132)     0           activation_30[0][0]              
__________________________________________________________________________________________________
conv1d_194 (Conv1D)             (None, 500, 32)      4224        activation_45[0][0]              
__________________________________________________________________________________________________
max_pooling1d_74 (MaxPooling1D) (None, 500, 132)     0           activation_45[0][0]              
__________________________________________________________________________________________________
max_pooling1d_75 (MaxPooling1D) (None, 500, 132)     0           activation_45[0][0]              
__________________________________________________________________________________________________
conv1d_257 (Conv1D)             (None, 500, 32)      4224        activation_60[0][0]              
__________________________________________________________________________________________________
max_pooling1d_98 (MaxPooling1D) (None, 500, 132)     0           activation_60[0][0]              
__________________________________________________________________________________________________
max_pooling1d_99 (MaxPooling1D) (None, 500, 132)     0           activation_60[0][0]              
__________________________________________________________________________________________________
conv1d_320 (Conv1D)             (None, 500, 32)      4224        activation_75[0][0]              
__________________________________________________________________________________________________
max_pooling1d_122 (MaxPooling1D (None, 500, 132)     0           activation_75[0][0]              
__________________________________________________________________________________________________
max_pooling1d_123 (MaxPooling1D (None, 500, 132)     0           activation_75[0][0]              
__________________________________________________________________________________________________
conv1d_383 (Conv1D)             (None, 500, 32)      4224        activation_90[0][0]              
__________________________________________________________________________________________________
max_pooling1d_146 (MaxPooling1D (None, 500, 132)     0           activation_90[0][0]              
__________________________________________________________________________________________________
max_pooling1d_147 (MaxPooling1D (None, 500, 132)     0           activation_90[0][0]              
__________________________________________________________________________________________________
conv1d_446 (Conv1D)             (None, 500, 32)      4224        activation_105[0][0]             
__________________________________________________________________________________________________
max_pooling1d_170 (MaxPooling1D (None, 500, 132)     0           activation_105[0][0]             
__________________________________________________________________________________________________
max_pooling1d_171 (MaxPooling1D (None, 500, 132)     0           activation_105[0][0]             
__________________________________________________________________________________________________
conv1d_509 (Conv1D)             (None, 500, 32)      4224        activation_120[0][0]             
__________________________________________________________________________________________________
max_pooling1d_194 (MaxPooling1D (None, 500, 132)     0           activation_120[0][0]             
__________________________________________________________________________________________________
max_pooling1d_195 (MaxPooling1D (None, 500, 132)     0           activation_120[0][0]             
__________________________________________________________________________________________________
conv1d_6 (Conv1D)               (None, 500, 32)      20480       conv1d_5[0][0]                   
__________________________________________________________________________________________________
conv1d_7 (Conv1D)               (None, 500, 32)      10240       conv1d_5[0][0]                   
__________________________________________________________________________________________________
conv1d_8 (Conv1D)               (None, 500, 32)      4224        max_pooling1d_2[0][0]            
__________________________________________________________________________________________________
conv1d_9 (Conv1D)               (None, 500, 4)       8448        max_pooling1d_3[0][0]            
__________________________________________________________________________________________________
separable_conv1d_1 (SeparableCo (None, 500, 32)      8448        activation[0][0]                 
__________________________________________________________________________________________________
conv1d_69 (Conv1D)              (None, 500, 32)      20480       conv1d_68[0][0]                  
__________________________________________________________________________________________________
conv1d_70 (Conv1D)              (None, 500, 32)      10240       conv1d_68[0][0]                  
__________________________________________________________________________________________________
conv1d_71 (Conv1D)              (None, 500, 32)      4224        max_pooling1d_26[0][0]           
__________________________________________________________________________________________________
conv1d_72 (Conv1D)              (None, 500, 4)       8448        max_pooling1d_27[0][0]           
__________________________________________________________________________________________________
separable_conv1d_13 (SeparableC (None, 500, 32)      8448        activation_15[0][0]              
__________________________________________________________________________________________________
conv1d_132 (Conv1D)             (None, 500, 32)      20480       conv1d_131[0][0]                 
__________________________________________________________________________________________________
conv1d_133 (Conv1D)             (None, 500, 32)      10240       conv1d_131[0][0]                 
__________________________________________________________________________________________________
conv1d_134 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_50[0][0]           
__________________________________________________________________________________________________
conv1d_135 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_51[0][0]           
__________________________________________________________________________________________________
separable_conv1d_25 (SeparableC (None, 500, 32)      8448        activation_30[0][0]              
__________________________________________________________________________________________________
conv1d_195 (Conv1D)             (None, 500, 32)      20480       conv1d_194[0][0]                 
__________________________________________________________________________________________________
conv1d_196 (Conv1D)             (None, 500, 32)      10240       conv1d_194[0][0]                 
__________________________________________________________________________________________________
conv1d_197 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_74[0][0]           
__________________________________________________________________________________________________
conv1d_198 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_75[0][0]           
__________________________________________________________________________________________________
separable_conv1d_37 (SeparableC (None, 500, 32)      8448        activation_45[0][0]              
__________________________________________________________________________________________________
conv1d_258 (Conv1D)             (None, 500, 32)      20480       conv1d_257[0][0]                 
__________________________________________________________________________________________________
conv1d_259 (Conv1D)             (None, 500, 32)      10240       conv1d_257[0][0]                 
__________________________________________________________________________________________________
conv1d_260 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_98[0][0]           
__________________________________________________________________________________________________
conv1d_261 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_99[0][0]           
__________________________________________________________________________________________________
separable_conv1d_49 (SeparableC (None, 500, 32)      8448        activation_60[0][0]              
__________________________________________________________________________________________________
conv1d_321 (Conv1D)             (None, 500, 32)      20480       conv1d_320[0][0]                 
__________________________________________________________________________________________________
conv1d_322 (Conv1D)             (None, 500, 32)      10240       conv1d_320[0][0]                 
__________________________________________________________________________________________________
conv1d_323 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_122[0][0]          
__________________________________________________________________________________________________
conv1d_324 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_123[0][0]          
__________________________________________________________________________________________________
separable_conv1d_61 (SeparableC (None, 500, 32)      8448        activation_75[0][0]              
__________________________________________________________________________________________________
conv1d_384 (Conv1D)             (None, 500, 32)      20480       conv1d_383[0][0]                 
__________________________________________________________________________________________________
conv1d_385 (Conv1D)             (None, 500, 32)      10240       conv1d_383[0][0]                 
__________________________________________________________________________________________________
conv1d_386 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_146[0][0]          
__________________________________________________________________________________________________
conv1d_387 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_147[0][0]          
__________________________________________________________________________________________________
separable_conv1d_73 (SeparableC (None, 500, 32)      8448        activation_90[0][0]              
__________________________________________________________________________________________________
conv1d_447 (Conv1D)             (None, 500, 32)      20480       conv1d_446[0][0]                 
__________________________________________________________________________________________________
conv1d_448 (Conv1D)             (None, 500, 32)      10240       conv1d_446[0][0]                 
__________________________________________________________________________________________________
conv1d_449 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_170[0][0]          
__________________________________________________________________________________________________
conv1d_450 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_171[0][0]          
__________________________________________________________________________________________________
separable_conv1d_85 (SeparableC (None, 500, 32)      8448        activation_105[0][0]             
__________________________________________________________________________________________________
conv1d_510 (Conv1D)             (None, 500, 32)      20480       conv1d_509[0][0]                 
__________________________________________________________________________________________________
conv1d_511 (Conv1D)             (None, 500, 32)      10240       conv1d_509[0][0]                 
__________________________________________________________________________________________________
conv1d_512 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_194[0][0]          
__________________________________________________________________________________________________
conv1d_513 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_195[0][0]          
__________________________________________________________________________________________________
separable_conv1d_97 (SeparableC (None, 500, 32)      8448        activation_120[0][0]             
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 500, 132)     0           conv1d_6[0][0]                   
                                                                 conv1d_7[0][0]                   
                                                                 conv1d_8[0][0]                   
                                                                 conv1d_9[0][0]                   
                                                                 separable_conv1d_1[0][0]         
__________________________________________________________________________________________________
concatenate_13 (Concatenate)    (None, 500, 132)     0           conv1d_69[0][0]                  
                                                                 conv1d_70[0][0]                  
                                                                 conv1d_71[0][0]                  
                                                                 conv1d_72[0][0]                  
                                                                 separable_conv1d_13[0][0]        
__________________________________________________________________________________________________
concatenate_25 (Concatenate)    (None, 500, 132)     0           conv1d_132[0][0]                 
                                                                 conv1d_133[0][0]                 
                                                                 conv1d_134[0][0]                 
                                                                 conv1d_135[0][0]                 
                                                                 separable_conv1d_25[0][0]        
__________________________________________________________________________________________________
concatenate_37 (Concatenate)    (None, 500, 132)     0           conv1d_195[0][0]                 
                                                                 conv1d_196[0][0]                 
                                                                 conv1d_197[0][0]                 
                                                                 conv1d_198[0][0]                 
                                                                 separable_conv1d_37[0][0]        
__________________________________________________________________________________________________
concatenate_49 (Concatenate)    (None, 500, 132)     0           conv1d_258[0][0]                 
                                                                 conv1d_259[0][0]                 
                                                                 conv1d_260[0][0]                 
                                                                 conv1d_261[0][0]                 
                                                                 separable_conv1d_49[0][0]        
__________________________________________________________________________________________________
concatenate_61 (Concatenate)    (None, 500, 132)     0           conv1d_321[0][0]                 
                                                                 conv1d_322[0][0]                 
                                                                 conv1d_323[0][0]                 
                                                                 conv1d_324[0][0]                 
                                                                 separable_conv1d_61[0][0]        
__________________________________________________________________________________________________
concatenate_73 (Concatenate)    (None, 500, 132)     0           conv1d_384[0][0]                 
                                                                 conv1d_385[0][0]                 
                                                                 conv1d_386[0][0]                 
                                                                 conv1d_387[0][0]                 
                                                                 separable_conv1d_73[0][0]        
__________________________________________________________________________________________________
concatenate_85 (Concatenate)    (None, 500, 132)     0           conv1d_447[0][0]                 
                                                                 conv1d_448[0][0]                 
                                                                 conv1d_449[0][0]                 
                                                                 conv1d_450[0][0]                 
                                                                 separable_conv1d_85[0][0]        
__________________________________________________________________________________________________
concatenate_97 (Concatenate)    (None, 500, 132)     0           conv1d_510[0][0]                 
                                                                 conv1d_511[0][0]                 
                                                                 conv1d_512[0][0]                 
                                                                 conv1d_513[0][0]                 
                                                                 separable_conv1d_97[0][0]        
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 500, 132)     528         concatenate_1[0][0]              
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 500, 132)     528         concatenate_13[0][0]             
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 500, 132)     528         concatenate_25[0][0]             
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 500, 132)     528         concatenate_37[0][0]             
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 500, 132)     528         concatenate_49[0][0]             
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 500, 132)     528         concatenate_61[0][0]             
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 500, 132)     528         concatenate_73[0][0]             
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 500, 132)     528         concatenate_85[0][0]             
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 500, 132)     528         concatenate_97[0][0]             
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 500, 132)     0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 500, 132)     0           batch_normalization_16[0][0]     
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 500, 132)     0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 500, 132)     0           batch_normalization_46[0][0]     
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 500, 132)     0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 500, 132)     0           batch_normalization_76[0][0]     
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 500, 132)     0           batch_normalization_91[0][0]     
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 500, 132)     0           batch_normalization_106[0][0]    
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 500, 132)     0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
conv1d_10 (Conv1D)              (None, 500, 32)      4224        activation_1[0][0]               
__________________________________________________________________________________________________
max_pooling1d_4 (MaxPooling1D)  (None, 500, 132)     0           activation_1[0][0]               
__________________________________________________________________________________________________
max_pooling1d_5 (MaxPooling1D)  (None, 500, 132)     0           activation_1[0][0]               
__________________________________________________________________________________________________
conv1d_73 (Conv1D)              (None, 500, 32)      4224        activation_16[0][0]              
__________________________________________________________________________________________________
max_pooling1d_28 (MaxPooling1D) (None, 500, 132)     0           activation_16[0][0]              
__________________________________________________________________________________________________
max_pooling1d_29 (MaxPooling1D) (None, 500, 132)     0           activation_16[0][0]              
__________________________________________________________________________________________________
conv1d_136 (Conv1D)             (None, 500, 32)      4224        activation_31[0][0]              
__________________________________________________________________________________________________
max_pooling1d_52 (MaxPooling1D) (None, 500, 132)     0           activation_31[0][0]              
__________________________________________________________________________________________________
max_pooling1d_53 (MaxPooling1D) (None, 500, 132)     0           activation_31[0][0]              
__________________________________________________________________________________________________
conv1d_199 (Conv1D)             (None, 500, 32)      4224        activation_46[0][0]              
__________________________________________________________________________________________________
max_pooling1d_76 (MaxPooling1D) (None, 500, 132)     0           activation_46[0][0]              
__________________________________________________________________________________________________
max_pooling1d_77 (MaxPooling1D) (None, 500, 132)     0           activation_46[0][0]              
__________________________________________________________________________________________________
conv1d_262 (Conv1D)             (None, 500, 32)      4224        activation_61[0][0]              
__________________________________________________________________________________________________
max_pooling1d_100 (MaxPooling1D (None, 500, 132)     0           activation_61[0][0]              
__________________________________________________________________________________________________
max_pooling1d_101 (MaxPooling1D (None, 500, 132)     0           activation_61[0][0]              
__________________________________________________________________________________________________
conv1d_325 (Conv1D)             (None, 500, 32)      4224        activation_76[0][0]              
__________________________________________________________________________________________________
max_pooling1d_124 (MaxPooling1D (None, 500, 132)     0           activation_76[0][0]              
__________________________________________________________________________________________________
max_pooling1d_125 (MaxPooling1D (None, 500, 132)     0           activation_76[0][0]              
__________________________________________________________________________________________________
conv1d_388 (Conv1D)             (None, 500, 32)      4224        activation_91[0][0]              
__________________________________________________________________________________________________
max_pooling1d_148 (MaxPooling1D (None, 500, 132)     0           activation_91[0][0]              
__________________________________________________________________________________________________
max_pooling1d_149 (MaxPooling1D (None, 500, 132)     0           activation_91[0][0]              
__________________________________________________________________________________________________
conv1d_451 (Conv1D)             (None, 500, 32)      4224        activation_106[0][0]             
__________________________________________________________________________________________________
max_pooling1d_172 (MaxPooling1D (None, 500, 132)     0           activation_106[0][0]             
__________________________________________________________________________________________________
max_pooling1d_173 (MaxPooling1D (None, 500, 132)     0           activation_106[0][0]             
__________________________________________________________________________________________________
conv1d_514 (Conv1D)             (None, 500, 32)      4224        activation_121[0][0]             
__________________________________________________________________________________________________
max_pooling1d_196 (MaxPooling1D (None, 500, 132)     0           activation_121[0][0]             
__________________________________________________________________________________________________
max_pooling1d_197 (MaxPooling1D (None, 500, 132)     0           activation_121[0][0]             
__________________________________________________________________________________________________
conv1d_11 (Conv1D)              (None, 500, 32)      20480       conv1d_10[0][0]                  
__________________________________________________________________________________________________
conv1d_12 (Conv1D)              (None, 500, 32)      10240       conv1d_10[0][0]                  
__________________________________________________________________________________________________
conv1d_13 (Conv1D)              (None, 500, 32)      4224        max_pooling1d_4[0][0]            
__________________________________________________________________________________________________
conv1d_14 (Conv1D)              (None, 500, 4)       8448        max_pooling1d_5[0][0]            
__________________________________________________________________________________________________
separable_conv1d_2 (SeparableCo (None, 500, 32)      8448        activation_1[0][0]               
__________________________________________________________________________________________________
conv1d_74 (Conv1D)              (None, 500, 32)      20480       conv1d_73[0][0]                  
__________________________________________________________________________________________________
conv1d_75 (Conv1D)              (None, 500, 32)      10240       conv1d_73[0][0]                  
__________________________________________________________________________________________________
conv1d_76 (Conv1D)              (None, 500, 32)      4224        max_pooling1d_28[0][0]           
__________________________________________________________________________________________________
conv1d_77 (Conv1D)              (None, 500, 4)       8448        max_pooling1d_29[0][0]           
__________________________________________________________________________________________________
separable_conv1d_14 (SeparableC (None, 500, 32)      8448        activation_16[0][0]              
__________________________________________________________________________________________________
conv1d_137 (Conv1D)             (None, 500, 32)      20480       conv1d_136[0][0]                 
__________________________________________________________________________________________________
conv1d_138 (Conv1D)             (None, 500, 32)      10240       conv1d_136[0][0]                 
__________________________________________________________________________________________________
conv1d_139 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_52[0][0]           
__________________________________________________________________________________________________
conv1d_140 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_53[0][0]           
__________________________________________________________________________________________________
separable_conv1d_26 (SeparableC (None, 500, 32)      8448        activation_31[0][0]              
__________________________________________________________________________________________________
conv1d_200 (Conv1D)             (None, 500, 32)      20480       conv1d_199[0][0]                 
__________________________________________________________________________________________________
conv1d_201 (Conv1D)             (None, 500, 32)      10240       conv1d_199[0][0]                 
__________________________________________________________________________________________________
conv1d_202 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_76[0][0]           
__________________________________________________________________________________________________
conv1d_203 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_77[0][0]           
__________________________________________________________________________________________________
separable_conv1d_38 (SeparableC (None, 500, 32)      8448        activation_46[0][0]              
__________________________________________________________________________________________________
conv1d_263 (Conv1D)             (None, 500, 32)      20480       conv1d_262[0][0]                 
__________________________________________________________________________________________________
conv1d_264 (Conv1D)             (None, 500, 32)      10240       conv1d_262[0][0]                 
__________________________________________________________________________________________________
conv1d_265 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_100[0][0]          
__________________________________________________________________________________________________
conv1d_266 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_101[0][0]          
__________________________________________________________________________________________________
separable_conv1d_50 (SeparableC (None, 500, 32)      8448        activation_61[0][0]              
__________________________________________________________________________________________________
conv1d_326 (Conv1D)             (None, 500, 32)      20480       conv1d_325[0][0]                 
__________________________________________________________________________________________________
conv1d_327 (Conv1D)             (None, 500, 32)      10240       conv1d_325[0][0]                 
__________________________________________________________________________________________________
conv1d_328 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_124[0][0]          
__________________________________________________________________________________________________
conv1d_329 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_125[0][0]          
__________________________________________________________________________________________________
separable_conv1d_62 (SeparableC (None, 500, 32)      8448        activation_76[0][0]              
__________________________________________________________________________________________________
conv1d_389 (Conv1D)             (None, 500, 32)      20480       conv1d_388[0][0]                 
__________________________________________________________________________________________________
conv1d_390 (Conv1D)             (None, 500, 32)      10240       conv1d_388[0][0]                 
__________________________________________________________________________________________________
conv1d_391 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_148[0][0]          
__________________________________________________________________________________________________
conv1d_392 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_149[0][0]          
__________________________________________________________________________________________________
separable_conv1d_74 (SeparableC (None, 500, 32)      8448        activation_91[0][0]              
__________________________________________________________________________________________________
conv1d_452 (Conv1D)             (None, 500, 32)      20480       conv1d_451[0][0]                 
__________________________________________________________________________________________________
conv1d_453 (Conv1D)             (None, 500, 32)      10240       conv1d_451[0][0]                 
__________________________________________________________________________________________________
conv1d_454 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_172[0][0]          
__________________________________________________________________________________________________
conv1d_455 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_173[0][0]          
__________________________________________________________________________________________________
separable_conv1d_86 (SeparableC (None, 500, 32)      8448        activation_106[0][0]             
__________________________________________________________________________________________________
conv1d_515 (Conv1D)             (None, 500, 32)      20480       conv1d_514[0][0]                 
__________________________________________________________________________________________________
conv1d_516 (Conv1D)             (None, 500, 32)      10240       conv1d_514[0][0]                 
__________________________________________________________________________________________________
conv1d_517 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_196[0][0]          
__________________________________________________________________________________________________
conv1d_518 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_197[0][0]          
__________________________________________________________________________________________________
separable_conv1d_98 (SeparableC (None, 500, 32)      8448        activation_121[0][0]             
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 500, 132)     0           conv1d_11[0][0]                  
                                                                 conv1d_12[0][0]                  
                                                                 conv1d_13[0][0]                  
                                                                 conv1d_14[0][0]                  
                                                                 separable_conv1d_2[0][0]         
__________________________________________________________________________________________________
concatenate_14 (Concatenate)    (None, 500, 132)     0           conv1d_74[0][0]                  
                                                                 conv1d_75[0][0]                  
                                                                 conv1d_76[0][0]                  
                                                                 conv1d_77[0][0]                  
                                                                 separable_conv1d_14[0][0]        
__________________________________________________________________________________________________
concatenate_26 (Concatenate)    (None, 500, 132)     0           conv1d_137[0][0]                 
                                                                 conv1d_138[0][0]                 
                                                                 conv1d_139[0][0]                 
                                                                 conv1d_140[0][0]                 
                                                                 separable_conv1d_26[0][0]        
__________________________________________________________________________________________________
concatenate_38 (Concatenate)    (None, 500, 132)     0           conv1d_200[0][0]                 
                                                                 conv1d_201[0][0]                 
                                                                 conv1d_202[0][0]                 
                                                                 conv1d_203[0][0]                 
                                                                 separable_conv1d_38[0][0]        
__________________________________________________________________________________________________
concatenate_50 (Concatenate)    (None, 500, 132)     0           conv1d_263[0][0]                 
                                                                 conv1d_264[0][0]                 
                                                                 conv1d_265[0][0]                 
                                                                 conv1d_266[0][0]                 
                                                                 separable_conv1d_50[0][0]        
__________________________________________________________________________________________________
concatenate_62 (Concatenate)    (None, 500, 132)     0           conv1d_326[0][0]                 
                                                                 conv1d_327[0][0]                 
                                                                 conv1d_328[0][0]                 
                                                                 conv1d_329[0][0]                 
                                                                 separable_conv1d_62[0][0]        
__________________________________________________________________________________________________
concatenate_74 (Concatenate)    (None, 500, 132)     0           conv1d_389[0][0]                 
                                                                 conv1d_390[0][0]                 
                                                                 conv1d_391[0][0]                 
                                                                 conv1d_392[0][0]                 
                                                                 separable_conv1d_74[0][0]        
__________________________________________________________________________________________________
concatenate_86 (Concatenate)    (None, 500, 132)     0           conv1d_452[0][0]                 
                                                                 conv1d_453[0][0]                 
                                                                 conv1d_454[0][0]                 
                                                                 conv1d_455[0][0]                 
                                                                 separable_conv1d_86[0][0]        
__________________________________________________________________________________________________
concatenate_98 (Concatenate)    (None, 500, 132)     0           conv1d_515[0][0]                 
                                                                 conv1d_516[0][0]                 
                                                                 conv1d_517[0][0]                 
                                                                 conv1d_518[0][0]                 
                                                                 separable_conv1d_98[0][0]        
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 500, 132)     528         concatenate_2[0][0]              
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 500, 132)     528         concatenate_14[0][0]             
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 500, 132)     528         concatenate_26[0][0]             
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 500, 132)     528         concatenate_38[0][0]             
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 500, 132)     528         concatenate_50[0][0]             
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 500, 132)     528         concatenate_62[0][0]             
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 500, 132)     528         concatenate_74[0][0]             
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 500, 132)     528         concatenate_86[0][0]             
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 500, 132)     528         concatenate_98[0][0]             
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 500, 132)     0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 500, 132)     0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 500, 132)     0           batch_normalization_32[0][0]     
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 500, 132)     0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 500, 132)     0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 500, 132)     0           batch_normalization_77[0][0]     
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 500, 132)     0           batch_normalization_92[0][0]     
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 500, 132)     0           batch_normalization_107[0][0]    
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 500, 132)     0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
conv1d_15 (Conv1D)              (None, 500, 32)      4224        activation_2[0][0]               
__________________________________________________________________________________________________
max_pooling1d_6 (MaxPooling1D)  (None, 500, 132)     0           activation_2[0][0]               
__________________________________________________________________________________________________
max_pooling1d_7 (MaxPooling1D)  (None, 500, 132)     0           activation_2[0][0]               
__________________________________________________________________________________________________
conv1d_78 (Conv1D)              (None, 500, 32)      4224        activation_17[0][0]              
__________________________________________________________________________________________________
max_pooling1d_30 (MaxPooling1D) (None, 500, 132)     0           activation_17[0][0]              
__________________________________________________________________________________________________
max_pooling1d_31 (MaxPooling1D) (None, 500, 132)     0           activation_17[0][0]              
__________________________________________________________________________________________________
conv1d_141 (Conv1D)             (None, 500, 32)      4224        activation_32[0][0]              
__________________________________________________________________________________________________
max_pooling1d_54 (MaxPooling1D) (None, 500, 132)     0           activation_32[0][0]              
__________________________________________________________________________________________________
max_pooling1d_55 (MaxPooling1D) (None, 500, 132)     0           activation_32[0][0]              
__________________________________________________________________________________________________
conv1d_204 (Conv1D)             (None, 500, 32)      4224        activation_47[0][0]              
__________________________________________________________________________________________________
max_pooling1d_78 (MaxPooling1D) (None, 500, 132)     0           activation_47[0][0]              
__________________________________________________________________________________________________
max_pooling1d_79 (MaxPooling1D) (None, 500, 132)     0           activation_47[0][0]              
__________________________________________________________________________________________________
conv1d_267 (Conv1D)             (None, 500, 32)      4224        activation_62[0][0]              
__________________________________________________________________________________________________
max_pooling1d_102 (MaxPooling1D (None, 500, 132)     0           activation_62[0][0]              
__________________________________________________________________________________________________
max_pooling1d_103 (MaxPooling1D (None, 500, 132)     0           activation_62[0][0]              
__________________________________________________________________________________________________
conv1d_330 (Conv1D)             (None, 500, 32)      4224        activation_77[0][0]              
__________________________________________________________________________________________________
max_pooling1d_126 (MaxPooling1D (None, 500, 132)     0           activation_77[0][0]              
__________________________________________________________________________________________________
max_pooling1d_127 (MaxPooling1D (None, 500, 132)     0           activation_77[0][0]              
__________________________________________________________________________________________________
conv1d_393 (Conv1D)             (None, 500, 32)      4224        activation_92[0][0]              
__________________________________________________________________________________________________
max_pooling1d_150 (MaxPooling1D (None, 500, 132)     0           activation_92[0][0]              
__________________________________________________________________________________________________
max_pooling1d_151 (MaxPooling1D (None, 500, 132)     0           activation_92[0][0]              
__________________________________________________________________________________________________
conv1d_456 (Conv1D)             (None, 500, 32)      4224        activation_107[0][0]             
__________________________________________________________________________________________________
max_pooling1d_174 (MaxPooling1D (None, 500, 132)     0           activation_107[0][0]             
__________________________________________________________________________________________________
max_pooling1d_175 (MaxPooling1D (None, 500, 132)     0           activation_107[0][0]             
__________________________________________________________________________________________________
conv1d_519 (Conv1D)             (None, 500, 32)      4224        activation_122[0][0]             
__________________________________________________________________________________________________
max_pooling1d_198 (MaxPooling1D (None, 500, 132)     0           activation_122[0][0]             
__________________________________________________________________________________________________
max_pooling1d_199 (MaxPooling1D (None, 500, 132)     0           activation_122[0][0]             
__________________________________________________________________________________________________
conv1d_16 (Conv1D)              (None, 500, 32)      20480       conv1d_15[0][0]                  
__________________________________________________________________________________________________
conv1d_17 (Conv1D)              (None, 500, 32)      10240       conv1d_15[0][0]                  
__________________________________________________________________________________________________
conv1d_18 (Conv1D)              (None, 500, 32)      4224        max_pooling1d_6[0][0]            
__________________________________________________________________________________________________
conv1d_19 (Conv1D)              (None, 500, 4)       8448        max_pooling1d_7[0][0]            
__________________________________________________________________________________________________
separable_conv1d_3 (SeparableCo (None, 500, 32)      8448        activation_2[0][0]               
__________________________________________________________________________________________________
conv1d_79 (Conv1D)              (None, 500, 32)      20480       conv1d_78[0][0]                  
__________________________________________________________________________________________________
conv1d_80 (Conv1D)              (None, 500, 32)      10240       conv1d_78[0][0]                  
__________________________________________________________________________________________________
conv1d_81 (Conv1D)              (None, 500, 32)      4224        max_pooling1d_30[0][0]           
__________________________________________________________________________________________________
conv1d_82 (Conv1D)              (None, 500, 4)       8448        max_pooling1d_31[0][0]           
__________________________________________________________________________________________________
separable_conv1d_15 (SeparableC (None, 500, 32)      8448        activation_17[0][0]              
__________________________________________________________________________________________________
conv1d_142 (Conv1D)             (None, 500, 32)      20480       conv1d_141[0][0]                 
__________________________________________________________________________________________________
conv1d_143 (Conv1D)             (None, 500, 32)      10240       conv1d_141[0][0]                 
__________________________________________________________________________________________________
conv1d_144 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_54[0][0]           
__________________________________________________________________________________________________
conv1d_145 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_55[0][0]           
__________________________________________________________________________________________________
separable_conv1d_27 (SeparableC (None, 500, 32)      8448        activation_32[0][0]              
__________________________________________________________________________________________________
conv1d_205 (Conv1D)             (None, 500, 32)      20480       conv1d_204[0][0]                 
__________________________________________________________________________________________________
conv1d_206 (Conv1D)             (None, 500, 32)      10240       conv1d_204[0][0]                 
__________________________________________________________________________________________________
conv1d_207 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_78[0][0]           
__________________________________________________________________________________________________
conv1d_208 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_79[0][0]           
__________________________________________________________________________________________________
separable_conv1d_39 (SeparableC (None, 500, 32)      8448        activation_47[0][0]              
__________________________________________________________________________________________________
conv1d_268 (Conv1D)             (None, 500, 32)      20480       conv1d_267[0][0]                 
__________________________________________________________________________________________________
conv1d_269 (Conv1D)             (None, 500, 32)      10240       conv1d_267[0][0]                 
__________________________________________________________________________________________________
conv1d_270 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_102[0][0]          
__________________________________________________________________________________________________
conv1d_271 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_103[0][0]          
__________________________________________________________________________________________________
separable_conv1d_51 (SeparableC (None, 500, 32)      8448        activation_62[0][0]              
__________________________________________________________________________________________________
conv1d_331 (Conv1D)             (None, 500, 32)      20480       conv1d_330[0][0]                 
__________________________________________________________________________________________________
conv1d_332 (Conv1D)             (None, 500, 32)      10240       conv1d_330[0][0]                 
__________________________________________________________________________________________________
conv1d_333 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_126[0][0]          
__________________________________________________________________________________________________
conv1d_334 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_127[0][0]          
__________________________________________________________________________________________________
separable_conv1d_63 (SeparableC (None, 500, 32)      8448        activation_77[0][0]              
__________________________________________________________________________________________________
conv1d_394 (Conv1D)             (None, 500, 32)      20480       conv1d_393[0][0]                 
__________________________________________________________________________________________________
conv1d_395 (Conv1D)             (None, 500, 32)      10240       conv1d_393[0][0]                 
__________________________________________________________________________________________________
conv1d_396 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_150[0][0]          
__________________________________________________________________________________________________
conv1d_397 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_151[0][0]          
__________________________________________________________________________________________________
separable_conv1d_75 (SeparableC (None, 500, 32)      8448        activation_92[0][0]              
__________________________________________________________________________________________________
conv1d_457 (Conv1D)             (None, 500, 32)      20480       conv1d_456[0][0]                 
__________________________________________________________________________________________________
conv1d_458 (Conv1D)             (None, 500, 32)      10240       conv1d_456[0][0]                 
__________________________________________________________________________________________________
conv1d_459 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_174[0][0]          
__________________________________________________________________________________________________
conv1d_460 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_175[0][0]          
__________________________________________________________________________________________________
separable_conv1d_87 (SeparableC (None, 500, 32)      8448        activation_107[0][0]             
__________________________________________________________________________________________________
conv1d_520 (Conv1D)             (None, 500, 32)      20480       conv1d_519[0][0]                 
__________________________________________________________________________________________________
conv1d_521 (Conv1D)             (None, 500, 32)      10240       conv1d_519[0][0]                 
__________________________________________________________________________________________________
conv1d_522 (Conv1D)             (None, 500, 32)      4224        max_pooling1d_198[0][0]          
__________________________________________________________________________________________________
conv1d_523 (Conv1D)             (None, 500, 4)       8448        max_pooling1d_199[0][0]          
__________________________________________________________________________________________________
separable_conv1d_99 (SeparableC (None, 500, 32)      8448        activation_122[0][0]             
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 500, 132)     0           conv1d_16[0][0]                  
                                                                 conv1d_17[0][0]                  
                                                                 conv1d_18[0][0]                  
                                                                 conv1d_19[0][0]                  
                                                                 separable_conv1d_3[0][0]         
__________________________________________________________________________________________________
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