# Codeblock 8b
    def generate(self, images):  #(1)
        features = self.encoder(images)              #(2)
        print(f"after encodertt: {features.shape}n")

        words = []  #(3)
        for i in range(SEQ_LENGTH):                  #(4)
            print(f"iteration #{i}")
            features = features.unsqueeze(1)
            print(f"after unsqueezett: {features.shape}")

            features, _ = self.decoder.lstm(features)
            print(f"after lstmtt: {features.shape}")

            features = features.squeeze(1)           #(5)
            print(f"after squeezett: {features.shape}")

            probs = self.decoder.linear(features)    #(6)
            print(f"after lineartt: {probs.shape}")

            _, word = probs.max(dim=1)  #(7)
            print(f"after maxtt: {word.shape}")

            words.append(word.item())  #(8)

            if word == 1:  #(9)
                break

            features = self.decoder.embedding(word)  #(10)
            print(f"after embeddingtt: {features.shape}n")

        return words       #(11)