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About the memory about openfold HOT 1 CLOSED

aqlaboratory avatar aqlaboratory commented on July 18, 2024
About the memory

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gahdritz avatar gahdritz commented on July 18, 2024

You'll likely be able to train the model using AlphaFold's initial training settings (256 crop size, 128 MSA sequences, 1024 extra MSA sequences), which work even on our 11GB 2080 Ti's. You'll probably need to keep the "clear_cache_between_blocks" option enabled in the extra MSA stack, which comes with a minor performance hit. Training on the full finetuning settings, though (crops of size 384, extra MSAs of size 5120, etc.) is currently out of the question with just 12GB. We're working on fused or low-memory versions of components of the model, so that may change in the future, but even then, 12 GB will probably be a stretch. Of course, the model is fully configurable, so you may also reduce the numbers of blocks, etc., if you want.

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