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kyegomez / zeta

Build high-performance AI models with modular building blocks
https://zeta.apac.ai
Apache License 2.0
332 stars 28 forks source link

Bump bitsandbytes from 0.41.3.post2 to 0.43.0 #182

Closed dependabot[bot] closed 3 months ago

dependabot[bot] commented 3 months ago

Bumps bitsandbytes from 0.41.3.post2 to 0.43.0.

Release notes

Sourced from bitsandbytes's releases.

0.43.0: FSDP support, Official documentation, Cross-compilation on Linux and CI, Windows support

Improvements and New Features:

  • QLoRA + FSDP official support is now live! TimDettmers/bitsandbytes#970 by @​warner-benjamin and team - with FSDP you can train very large models (70b scale) on multiple 24GB consumer-type GPUs. See https://www.answer.ai/posts/2024-03-06-fsdp-qlora.html for more details.
  • Introduced improvements to the CI process for enhanced performance and efficiency during builds, specifically enabling more effective cross-compilation on Linux platforms. This was accomplished by deprecating Make and migrating to Cmake, as well as implementing new corresponding workflows. Huge thanks go to @​wkpark, @​rickardp, @​matthewdouglas and @​younesbelkada; #1055, #1050, #1111.
  • Windows should be officially supported in bitsandbytes with pip install bitsandbytes
  • Updated installation instructions to provide more comprehensive guidance for users. This includes clearer explanations and additional tips for various setup scenarios, making the library more accessible to a broader audience (@​rickardp, #1047).
  • Enhanced the library's compatibility and setup process, including fixes for CPU-only installations and improvements in CUDA setup error messaging. This effort aims to streamline the installation process and improve user experience across different platforms and setups (@​wkpark, @​akx, #1038, #996, #1012).
  • Setup a new documentation at https://huggingface.co/docs/bitsandbytes/main with extensive new sections and content to help users better understand and utilize the library. Especially notable are the new API docs. (big thanks to @​stevhliu and @​mishig25 from HuggingFace #1012). The API docs have been also addressed in TimDettmers/bitsandbytes#1075

Bug Fixes:

  • Addressed a race condition in kEstimateQuantiles, enhancing the reliability of quantile estimation in concurrent environments (@​pnunna93, #1061).
  • Fixed various minor issues, including typos in code comments and documentation, to improve code clarity and prevent potential confusion (@​Brian Vaughan, #1063).

Internal and Build System Enhancements:

  • Implemented several enhancements to the internal and build systems, including adjustments to the CI workflows, portability improvements, and build artifact management. These changes contribute to a more robust and flexible development process, ensuring the library's ongoing quality and maintainability (@​rickardp, @​akx, @​wkpark, @​matthewdouglas; #949, #1053, #1045, #1037).

Contributors:

This release is made possible thanks to the many active contributors that submitted PRs and many others who contributed to discussions, reviews, and testing. Your efforts greatly enhance the library's quality and user experience. It's truly inspiring to work with such a dedicated and competent group of volunteers and professionals!

We give a special thanks to @​TimDettmers for managing to find a little bit of time for valuable consultations on critical topics, despite preparing for and touring the states applying for professor positions. We wish him the utmost success!

We also extend our gratitude to the broader community for your continued support, feedback, and engagement, which play a crucial role in driving the library's development forward.

4-bit serialization and bug fixes

This release added 4-bit serialization, implemented by @​poedator, to bitsandbytes. With this,you can call model.save() and model.load() for models that contain 4-bit bitsandbytes layers meaning you can save and load 4-bit models. All of this is integrated with the Hugging Face transformers stack. The 0.42.0 release also comes with many bug fixes. See below for detailed change logs.

0.42.0

Features:

  • 4-bit serialization now supported. This enables 4-bit load/store. Thank you @​poedator #753
  • the bitsandbytes library now has a version attribute: bitsandbytes.__version__ @​rasbt #710

Bug fixes:

Changelog

Sourced from bitsandbytes's changelog.

0.43.0

Improvements and New Features:

Bug Fixes:

  • Addressed a race condition in kEstimateQuantiles, enhancing the reliability of quantile estimation in concurrent environments (@​pnunna93, #1061).
  • Fixed various minor issues, including typos in code comments and documentation, to improve code clarity and prevent potential confusion (@​Brian Vaughan, #1063).

Internal and Build System Enhancements:

  • Implemented several enhancements to the internal and build systems, including adjustments to the CI workflows, portability improvements, and build artifact management. These changes contribute to a more robust and flexible development process, ensuring the library's ongoing quality and maintainability (@​rickardp, @​akx, @​wkpark, @​matthewdouglas; #949, #1053, #1045, #1037).

Contributors:

This release is made possible thanks to the many active contributors that submitted PRs and many others who contributed to discussions, reviews, and testing. Your efforts greatly enhance the library's quality and user experience. It's truly inspiring to work with such a dedicated and competent group of volunteers and professionals!

We give a special thanks to @​TimDettmers for managing to find a little bit of time for valuable consultations on critical topics, despite preparing for and touring the states applying for professor positions. We wish him the utmost success!

We also extend our gratitude to the broader community for your continued support, feedback, and engagement, which play a crucial role in driving the library's development forward.

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