Solved by ptrblck in post #2 
              
              
                How would you like to split your input data? 
Since it seems you would like to use a one-dimensional conv layer, your input should be of shape [batch_size, channels, length]. 
Are you splitting X_train based on the length? Also, do you want to concatenate the split input? 
If so, this could be a sta…