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ray-2.0.0

ray-project/ray

版本发布时间: 2022-08-23 12:57:08

ray-project/ray最新发布版本:ray-2.37.0(2024-09-25 07:37:52)

Release Highlights

Ray 2.0 is an exciting release with enhancements to all libraries in the Ray ecosystem. With this major release, we take strides towards our goal of making distributed computing scalable, unified, and open.

Towards these goals, Ray 2.0 features new capabilities for unifying the machine learning (ML) ecosystem, improving Ray's production support, and making it easier than ever for ML practitioners to use Ray's libraries.

Highlights:

A migration guide for all the different libraries can be found here: Ray 2.0 Migration Guide.

Ray Libraries

Ray AIR

Ray AIR is now in beta. Ray AIR builds upon Ray’s libraries to enable end-to-end machine learning workflows and applications on Ray. You can install all dependencies needed for Ray AIR via pip install -u "ray[air]".

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

Ray Data Processing

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

Ray Train

Ray Train has received a major expansion of scope with Ray 2.0.

In particular, the Ray Train module now contains:

  1. Trainers
  2. Predictors
  3. Checkpoints

for common different ML frameworks including Pytorch, Tensorflow, XGBoost, LightGBM, HuggingFace, and Scikit-Learn. These API help provide end-to-end usage of Ray libraries in Ray AIR workflows.

🎉 New Features:

💫 Enhancements:

📖 Documentation:

🏗 Architecture refactoring:

🔨 Fixes:

Ray Tune

🎉 New Features:

💫 Enhancements:

📖 Documentation:

🏗 Architecture refactoring:

🔨 Fixes:

Ray Serve

🎉 New Features:

💫 Enhancements:

RLlib

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

Ray Workflows

🎉 New Features:

🔨 Fixes:

🏗 Architecture refactoring:

Ray Core and Ray Clusters

Ray Core

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

🏗 Architecture refactoring:

Ray Clusters

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

Ray Client

🎉 New Features:

💫 Enhancements:

🔨 Fixes:

Dashboard

🎉 New Features:

Breaking changes:

🔨 Fixes:

Many thanks to all those who contributed to this release!

@ujvl, @xwjiang2010, @EricCousineau-TRI, @ijrsvt, @waleedkadous, @captain-pool, @olipinski, @danielwen002, @amogkam, @bveeramani, @kouroshHakha, @jjyao, @larrylian, @goswamig, @hanming-lu, @edoakes, @nikitavemuri, @enori, @grechaw, @truelegion47, @alanwguo, @sychen52, @ArturNiederfahrenhorst, @pcmoritz, @mwtian, @vakker, @c21, @rberenguel, @mattip, @robertnishihara, @cool-RR, @iamhatesz, @ofey404, @raulchen, @nmatare, @peterghaddad, @n30111, @fkaleo, @Riatre, @zhe-thoughts, @lchu-ibm, @YoelShoshan, @Catch-Bull, @matthewdeng, @VishDev12, @valtab, @maxpumperla, @tomsunelite, @fwitter, @liuyang-my, @peytondmurray, @clarkzinzow, @VeronikaPolakova, @sven1977, @stephanie-wang, @emjames, @Nintorac, @suquark, @javi-redondo, @xiurobert, @smorad, @brucez-anyscale, @pdames, @jjyyxx, @dmatrix, @nakamasato, @richardliaw, @juliusfrost, @anabranch, @christy, @Rohan138, @cadedaniel, @simon-mo, @mavroudisv, @guidj, @rkooo567, @orcahmlee, @lixin-wei, @neigh80, @yuduber, @JiahaoYao, @simonsays1980, @gjoliver, @jimthompson5802, @lucasalavapena, @zcin, @clarng, @jbn, @DmitriGekhtman, @timgates42, @charlesjsun, @Yard1, @mgelbart, @wumuzi520, @sihanwang41, @ghost, @jovany-wang, @siavash119, @yuanchi2807, @tupui, @jianoaix, @sumanthratna, @code-review-doctor, @Chong-Li, @FedericoGarza, @ckw017, @Makan-Ar, @kfstorm, @flanaman, @WangTaoTheTonic, @franklsf95, @scv119, @kvaithin, @wuisawesome, @jiaodong, @mgerstgrasser, @tiangolo, @architkulkarni, @MyeongKim, @ericl, @SongGuyang, @avnishn, @chengscott, @shrekris-anyscale, @Alyetama, @iycheng, @rickyyx, @krfricke, @sijieamoy, @kimikuri, @czgdp1807, @michalsustr

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