NVIDIA/NVFlare 2.7.1

2.7.1: official release with feature improvements and bug fixes

Repository: NVIDIA/NVFlare

Tag: 2.7.1

Published: 2025-11-26T23:17:59Z

Prerelease: no

Release notes:

2.7.1 Release Contributors (Chronological Order)

The following lists all contributors to the NVFLARE 2.7.1 release (from 2.7.0 to 2.7.1), ordered by when they first contributed.

Total commits in this release: 60 nvkevlu - 11 commits Yuan-Ting Hsieh (謝沅廷) - 11 commits Chester Chen - 6 commits dependabot[bot] - 2 commits Holger Roth - 6 commits Yuanyuan Chen - 5 commits Isaac Yang - 10 commits Nick - 1 commit Ruda Porto Filgueiras - 1 commit Zhihong Zhang - 4 commits Ziyue Xu - 3 commits

Welcome First-Time Contributors!

We would like to extend a special thank you to the following contributors who made their first commits to NVFLARE in this release:

Nick (@nickl1234567) - 1 commit - PR #3806 Ruda Porto Filgueiras (@r.filgueiras) - 1 commit - PR #3741

Thank you for your contributions to the NVFLARE community!

What's Changed

• Fix webpage links by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3812
• Bump vite from 6.3.6 to 6.4.1 in /web by @dependabot[bot] in https://github.com/NVIDIA/NVFlare/pull/3807
• Update Hello-PT and Stats by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3810
• Bump astro from 5.13.2 to 5.14.4 in /web by @dependabot[bot] in https://github.com/NVIDIA/NVFlare/pull/3776
• Use Python 3.9 typing by @cyyever in https://github.com/NVIDIA/NVFlare/pull/3611
• Fix docs and add missing diagram by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3815
• Simplify quantization code by @cyyever in https://github.com/NVIDIA/NVFlare/pull/3612
• Adjust supported minimum Python versions to 3.9 by @cyyever in https://github.com/NVIDIA/NVFlare/pull/3665
• Enhance MLflow receiver by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3657
• Fix edge simulator by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3813
• Deployment guide of confidential ACI [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3816
• Add Azure CVM deployment guide [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3820
• Update release notes by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3818
• Fix a syntax error in ACI doc [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3823
• Update sub_start.sh with one additional option by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3821
• Update cc docs by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3824
• Add FedNCA publication by @nickl1234567 in https://github.com/NVIDIA/NVFlare/pull/3806
• CC document updates and others by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3826
• Add Tensor Stream component for efficient safetensors-based model tensor streaming by @rfilgueiras in https://github.com/NVIDIA/NVFlare/pull/3741
• Add GPU CC docs by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3825
• Update FAQ by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3832
• Android app enhancements for state management and status on UI by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3819
• New CC token verification mechanism by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3829
• Add ADAQUANT quantization scheme by @cyyever in https://github.com/NVIDIA/NVFlare/pull/3628
• Add CC GPU notes by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3840
• Update cc doc structure by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3843
• Added User Data Instrucitons by @nvidianz in https://github.com/NVIDIA/NVFlare/pull/3844
• Fix for quantization by @ZiyueXu77 in https://github.com/NVIDIA/NVFlare/pull/3846
• Added unmount instructions by @nvidianz in https://github.com/NVIDIA/NVFlare/pull/3847
• Fix cc provision example by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3845
• Update document not to include packager in the Azure project.yml [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3851
• Update links by @YuanTingHsieh in https://github.com/NVIDIA/NVFlare/pull/3852
• [HuggingFace] Multi-node client support by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3755
• Multi-node training: Add wrapper to update master address in client_api_config.json by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3855
• Fix format issues of some yaml in the document [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3857
• Fix broken links to some images by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3854
• Fix hf llm SimEnv call by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3859
• Fix Android edge device stability and resume support by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3858
• Add SklearnFedAvgRecipe and convert sklearn-linear example to recipe format by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3835
• Add XGBBaggingRecipe and convert random_forest example to recipe format by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3838
• Add SVMFedAvgRecipe and convert sklearn-svm example to recipe format by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3837
• Add KMeansFedAvgRecipe and convert sklearn-kmeans example to recipe by @nvkevlu in https://github.com/NVIDIA/NVFlare/pull/3836
• Fix a literalinclude link by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3860
• Add check on empty cc_info by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3862
• Fix broken quantization pipeline by recent adaquant by @ZiyueXu77 in https://github.com/NVIDIA/NVFlare/pull/3861
• Use absolute path for nvidia logo [skip ci] by @IsaacYangSLA in https://github.com/NVIDIA/NVFlare/pull/3866
• Address race issue for quantization filter by @ZiyueXu77 in https://github.com/NVIDIA/NVFlare/pull/3865
• Fixed cc_provision example by @nvidianz in https://github.com/NVIDIA/NVFlare/pull/3864
• [LLM Tutorial] Restructure codes by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3850
• [NVFlare Summer of Code] Adding FedOBD (IJCAI 2023) to the research dir by @cyyever in https://github.com/NVIDIA/NVFlare/pull/3666
• LLM tutorial streaming example update by @holgerroth in https://github.com/NVIDIA/NVFlare/pull/3868
• Moved several messages to debug level by @nvidianz in https://github.com/NVIDIA/NVFlare/pull/3869

Full Changelog: https://github.com/NVIDIA/NVFlare/compare/2.7.0...2.7.1

Feature highlights

Tensor-Streaming Example...