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    | @@ -63,12 +63,12 @@ The plot below showcases performance normalized between the negative control (ra | |
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            ## Inference speeds
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            We look at various ESM models and their throughput on H100. Adding efficient batching between ESMC and ESM++ significantly improves the throughput. ESM++ small is even faster than ESM2-35M with long sequences!
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            The most gains will be seen with PyTorch > 2.5 on linux machines.
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            ### Citation
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            If you use any of this implementation or work please cite it (as well as the ESMC preprint)
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            ### Note on the name
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            The original thought was ESMC++ but anything with C would technically go against the ESM license agreement - so ESM++. Open to suggestions!
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            ## Inference speeds
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            We look at various ESM models and their throughput on an H100. Adding efficient batching between ESMC and ESM++ significantly improves the throughput. ESM++ small is even faster than ESM2-35M with long sequences!
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            The most gains will be seen with PyTorch > 2.5 on linux machines.
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            ### Citation
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            If you use any of this implementation or work please cite it (as well as the ESMC preprint). Bibtex for both coming soon.
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            ### Note on the name
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            The original thought was ESMC++ but anything with C would technically go against the ESM license agreement - so ESM++. Open to suggestions!
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