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timbmg avatar timbmg commented on July 24, 2024

When I create the input in ptb.py I add the <sos> token at the beginning of the sequence, and a <eos> at the end of the target sequence.

As you observed correctly, both the encoder and the decoder receive during training the same input in model.py. I.e. something like this <sos> hello world and the corresponding target looks like this hello world <eos>. Like this the shift between input and target is guaranteed.

So the difference to the paper is that the encoder gets additionally a <sos> as the first input, and the decoder gets a <sos> instead of a <eos>, which actually makes more sense to me since we want to start generating a new sequence.

from sentence-vae.

psubnwell avatar psubnwell commented on July 24, 2024

Ok I understand. Because I run your code using my own data loader rather than your ptb.py. I didn't notice this difference. Sorry!

from sentence-vae.

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