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Add new serve autoscaling parameter `scaling_function`
Why are these changes needed?
Currently, the serve autoscaler makes scaling decisions only based on the most recent Serve Controller computation, even if the serve controller has made many scaling calculations over the scaling delay period. This results in poor autoscaling when clusters utilize long upscale/downscale delays.
Related issue number
https://github.com/ray-project/ray/issues/46497
Checks
- [ ✓] I've signed off every commit(by using the -s flag, i.e.,
git commit -s
) in this PR. - [ ✓] I've run
scripts/format.sh
to lint the changes in this PR. - [✓ ] I've included any doc changes needed for https://docs.ray.io/en/master/.
- [ ] I've added any new APIs to the API Reference. For example, if I added a
method in Tune, I've added it in
doc/source/tune/api/
under the corresponding.rst
file.
- [ ] I've added any new APIs to the API Reference. For example, if I added a
method in Tune, I've added it in
- [ ✓] I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
- Testing Strategy
- [✓ ] Unit tests
- [✓ ] Release tests
- [ ] This PR is not tested :(