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Comments (3)

shikiw avatar shikiw commented on September 17, 2024

Thanks for your interest!

When early truncation appears, it is recommended to reduce penalty_weights like penalty_weights=0.1, or reduce length_penalty in generate args. These will help to avoid early truncation in beam search.

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lalulxm avatar lalulxm commented on September 17, 2024

Thank you for your early reply!
I have tried to modify the penalty_weights and length_penalty parameters, and the part of the code that calls the generate function is shown below:

out = model.generate(
                    {"image": norm(image), "prompt": qu},
                    use_nucleus_sampling=args.sample,
                    num_beams=5,
                    max_new_tokens=4096,
                    output_attentions=True,
                    length_penalty=0.1,
                    opera_decoding=True,
                    scale_factor=50,
                    threshold=15,
                    num_attn_candidates=5,
                    penalty_weights=0.1,
                )

but the re-inference still results in 1/5 truncations.

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shikiw avatar shikiw commented on September 17, 2024

Maybe we should also reduce the scale_factor, like:

out = model.generate(
                    {"image": norm(image), "prompt": qu},
                    use_nucleus_sampling=args.sample,
                    num_beams=5,
                    max_new_tokens=4096,
                    output_attentions=True,
                    length_penalty=0.1,
                    opera_decoding=True,
                    scale_factor=20,
                    threshold=15,
                    num_attn_candidates=5,
                    penalty_weights=0.1,
                )

Hope it works well :)

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