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wytszhuzhu avatar wytszhuzhu commented on July 4, 2024

when I follow you change logits to be "logits = outputs.logits[:, dataset.prefix_length :]",the loss become very slow quickly and the inference caption become "\n\n\n\n.......", do you have this situation?or that should be "logits = outputs.logits[:, dataset.prefix_length - 1: -1]"thank you.
image

from clip_prefix_caption.

baaaad avatar baaaad commented on July 4, 2024

the gpt2 acts the ''next token predixtion', so the token in time step t is predicted by the token in time step t-1. the final token does not need to predict for the next token. so it is right to use logits = outputs.logits[:, dataset.prefix_length -1 : -1]

from clip_prefix_caption.

wytszhuzhu avatar wytszhuzhu commented on July 4, 2024

you can see the source
image

from clip_prefix_caption.

robertodessi avatar robertodessi commented on July 4, 2024

True, makes sense thanks!

from clip_prefix_caption.

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