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updated release notes
Signed-off-by: Yang Zhang <[email protected]>
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docs/docs/main/about/releasenotes-fw.md

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- Added partial-conv benchmark for Evo 2 finetune (from checkpoint) and Evo 2 LoRA finetuning https://github.com/NVIDIA/bionemo-framework/pull/1028
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## Known Issues
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### Known Issues
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- Users have reported issues in the predict script at sequence lengths over 8192 https://github.com/NVIDIA/bionemo-framework/issues/910 and https://github.com/NVIDIA/bionemo-framework/issues/1048 for example.
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- PR in progress to update Rotary Embedding and sequence length defaults to support incorrect checkpoint conversion https://github.com/NVIDIA/NeMo/pull/14514
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- Updated base Docker image to [nvidia-pytorch 25.06-py3](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/pytorch/tags)
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- NCCL issue in ESM2 pretraing resolved. https://github.com/NVIDIA/bionemo-framework/issues/970
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## What's Changed
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### What's Changed
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- Fix test_train_evo2_stops test by @balvisio in https://github.com/NVIDIA/bionemo-framework/pull/965
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- Enable test_train_evo2_stop_at_max_steps_and_continue. by @balvisio in https://github.com/NVIDIA/bionemo-framework/pull/966

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