Comments (2)
Hello, thanks for your interest in Syne Tune.
We can wrap any ray:tune scheduler/searcher which adheres to what is said in syne_tune/optimizer/schedulers/ray_scheduler.py. This is excluding such schedulers which make use of TrialRunner, as this is something deeply engrained in Ray, and we have different back-ends (which are altogether simpler).
Now, ray:tune PBT depends on TrialRunner, but we implemented our own version, check syne_tune/optimizer/schedulers/pbt.py and examples/launch_pbt.py. This version of PBT uses checkpointing. It should work on the sagemaker back-end.
Please do let us know if you into trouble.
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Hi Gili,
To complement Matthias answer,
- all schedulers/searchers of Ray should work except PBT and Optuna
- we are testing our code with the latest version of ray
- PBT is not working at the moment with the SageMaker backend but we can add support for this if there is a need
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Related Issues (20)
- RemoteLauncher corrupts requirements.txt when not ending with newline HOT 5
- Conditional/Inactive hyperparameters HOT 6
- Troubles with maximising using MORandomScalarizationBayesOpt HOT 4
- Run BOHB/SyncBOHB using lcbench HOT 2
- Open `MultiObjectiveMultiSurrogateSearcher` to additional arguments HOT 2
- Simple example for learning curve plotting HOT 7
- Surprising results of trial values over time HOT 3
- Conditional sampling in configuration space HOT 4
- Using sigterm / catching sigterm to enable checkpointing HOT 10
- Convenience transformation for config spaces HOT 8
- Docs for continuing aborted runs HOT 12
- Hard to find default configurations for schedulers HOT 3
- Difficulties setting rungs / stopping HOT 20
- GP not robust to NaN metric HOT 2
- Direct support for time as a resource? HOT 7
- Acquisition functions in Bayesian optimization HOT 1
- Update Ray dependencies, as dependabot flags them as security vulnerabilities
- Set custom GPU Ids for LocalBackend HOT 2
- [Question] Multiple runs for same parameter values HOT 5
- ModuleNotFoundError: No module named 'sagemaker.interactive_apps' HOT 2
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