Solved by gaikin in post #2 
              
              
                m1 = nn.Sequential( 
nn.Embedding(MAX_WORDS, 128), 
nn.LSTM(input_size=128, hidden_size=32, num_layers=1,bidirectional = True)) 
m2 = nn.Sequential( 
nn.Linear(64, 128), 
nn.ReLU(), 
nn.Linear(128, 64), 
nn.ReLU(), 
nn.Linear(64, 3), 
nn.Sigmoid()) 
output, (h,c) = m1(…) 
m2(output) 
Note: lstm will…