# Codeblock 7
lstm_decoder = LSTMDecoder()

features = torch.randn(BATCH_SIZE, EMBED_DIM)  #(1)
captions = torch.randint(0, VOCAB_SIZE, (BATCH_SIZE, SEQ_LENGTH))  #(2)

captions = lstm_decoder(features, captions)