Adds a from_huggingface method to Datasets, which allows the conversion of a Hugging Face Dataset to a Ray Dataset. As a Hugging Face Dataset is backed by an Arrow table, the conversion is trivial.
As discussed in #24322, rename so the function name matches its signature for PinObjectID(). Also rename the RPC request/reply/method names, to keep them consistent.
This PR introduces a modification to the external markdown logic in doc build to restore the original file content after build is finished. This ensures that the files are not accidentally committed.
Rolling out next deprecation cycle:
- DeprecationWarnings that were `warnings.warn` or `logger.warn` before are now raised errors
- Raised Deprecation warnings are now removed
- Notably, this involves deprecating the TrialCheckpoint functionality and associated cloud tests
- Added annotations to deprecation warning for when to fully remove
Ray SGD v1 has been denoted as a deprecated API for a while. This PR fully deprecates Ray SGD v1. An error will be raised if ray.util.sgd package is attempted to be imported.
Closes#16435
* Revert "Revert "[tune] Also interrupt training when SIGUSR1 received" (#24085)"
This reverts commit 00595653ed.
Failure in windows has been addressed by conditionally registering the signal handler if available.
- Closes#23874 by fixing a typo ("num_gpus" -> "num-gpus").
- Adds end-to-end test logic confirming the fix.
- Adds end-to-end test logic confirming autoscaling with custom resources works.
- Slightly refines developer instructions.
- Deflakes test logic a bit by allowing for the event that the head pod changes its identity as the Ray cluster starts up.
Ray Tune currently gracefully stops training on SIGINT. However, the Ray core worker prevents SIGINT (and SIGTERM) to be processed by child tasks, which means that Ray Tune runs that are started in remote tasks (e.g. via Ray client) cannot be gracefully interrupted.
In k8s-based cloud tests that used the Ray client to kick off a Ray Tune run, this lead to test flakiness, as final experiment state could not be gracefully persisted to cloud storage.
This PR adds support for SIGUSR1 in addition to SIGINT to interrupt training gracefully.
The recursive grep in the banned words check can get really messy when running locally depending on each person's directory structure or where the format script is being called from.
Separates the banned words check as a separate script so that it's not called by default in ./format.sh. Also adds this to the documentation
In the [docs contributing page](https://docs.ray.io/en/master/ray-contribute/docs.html), the links to other docs pages point to master/ instead of latest/, which can be a bit confusing since this is not the live version of the docs that people will be used to seeing.
I added a couple additional clarifications and fixed a typo as well. I also mentioned the need for an image and linked to the image directory (though some subprojects have their own image directories as well, which I did not mention).
