Solved by vdw in post #2 
              
              
                Yes, I would simple split the batch, one for the sequences and one for the static features. You only need to ensure that the batch sizes are the same…obviously :). 
Say you have a batch of sequences seq_batch with a shape (batch_size, seq_len) and a batch of static features (batch_size, feature_dim),…