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.Â
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 2.9.1.
Release notes
Sourced from ray's releases.
... (truncated)
Commits
cfbf98c
[Debugger] Adding debupgy as the ray debugger (#42311) (#42361)dc0c031
[Data] Retry write if error during file clean up (#42326) (#42327)b2d50b8
[core][gcs] Fix task events profile events per task leak (#42248) (#42268)ada0a92
[Serve] Improve handling the websocket server disconnect scenario (#42130) (#...84a66ae
[Serve][Doc] Fix pydantic config documentation (#42216) (#42241)0842d27
Pick of 42226 (#42236)3bb96d2
[serve] Cherry-pick queue length deadline configuration changes (#42176)e7a883d
[ci] pick of 42185 (#42207)0f221ee
pick of 41540 (#42179)90b9e45
pick of 42175 (#42177)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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