This repository contains the codebase used in the research conducted for the paper titled "Benchmarking Cryptocurrency Forecasting Models in the Context of Data Properties and Market Factors." The study involved a rigorous assessment of thirteen different time series forecasting models over twenty-one cryptocurrencies and four distinct time frames.
Ray Train has now upgraded support for spot node preemption -- allowing Ray Train to handle preemption node failures differently than application errors.
Ray is now compatible with Pydantic versions =2.5.0, addressing a piece of user feedback we’ve consistently received.
The Ray Dashboard now has a page for Ray Data to monitor real-time execution metrics.
Streaming generator is now officially a public API (#41436, #38784). Streaming generator allows writing streaming applications easily on top of Ray via Python generator API and has been used for Ray Serve and Ray data for several releases. See the documentation for details.
We’ve added experimental support for new accelerators: Intel GPU (#38553), Intel Gaudi Accelerators (#40561), and Huawei Ascend NPU (#41256).
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Bumps ray from 2.4.0 to 2.9.0.
Release notes
Sourced from ray's releases.
... (truncated)
Commits
9be5a16
disable StreamingOutputBackpressurePolicy (#42000)15a558e
[Core] improve agent health checking mechanism (#41935) (#41964)d0300cf
[Data] Remove ActorPoolStrategy from documentation (#41948) (#41963)2b1c4f8
[serve] Gracefully stop replicas that fail health checks (#41877) (#41896)7d53e8a
[Core] Fix check failure when sync and async tasks are mixed up (#41724) (#41...8c63f91
[core][performance] Only do PlasmaReleaseReply when client knows it's fallbac...2dbb778
[Core] Disallow callable for job submission api (#41788) (#41947)3e9a9ed
[Tune; RLlib] Fix tune_rllib client release test. (#41871) (#41951)a99bb34
Revert "[release] Fix golden_notebook_torch_tune_serve_test missing argument ...6faef85
[Core] Make PythonGcsClient to be thread safe (#41777) (#41931)Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting
@dependabot rebase
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