Frequently Asked Questions
- Why should I use Syne Tune?
- What are the different installation options supported?
- How can I run on AWS and SageMaker?
- What are the metrics reported by default when calling the
Reporter
? - How can I utilize multiple GPUs?
- What is the default mode when performing optimization?
- How are trials evaluated on a local machine?
- Is the tuner checkpointed?
- Where can I find the output of the tuning?
- Can I resume a previous tuning job?
- How can I change the default output folder where tuning results are stored?
- What does the output of the tuning contain?
- How can I enable trial checkpointing?
- How can I retrieve the best checkpoint obtained after tuning?
- How can I retrain the best model found after tuning?
- Which schedulers make use of checkpointing?
- Checkpoints are filling up my disk. What can I do?
- Where can I find the output of my trials?
- Is the experimentation framework only useful to compare different HPO methods?
- How can I plot the results of a tuning?
- How can I plot comparative results across many experiments?
- How can I specify additional tuning metadata?
- How do I append additional information to the results which are stored?
- I don’t want to wait, how can I launch the tuning on a remote machine?
- How can I run many experiments in parallel?
- How can I access results after tuning remotely?
- How can I specify dependencies to remote launcher or when using the SageMaker backend?
- How can I benchmark different methods?
- What different schedulers do you support? What are the main differences between them?
- How do I define the configuration space?
- How do I set arguments of multi-fidelity schedulers?
- Is my training script ready for multi-fidelity tuning?
- How can I visualize the progress of my tuning experiment with Tensorboard?
- How can I add a new scheduler?
- How can I add a new tabular or surrogate benchmark?
- How can I reduce delays in starting trials with the SageMaker backend?
- How can I pass lists or dictionaries to the training script?
- How can I write extra results for an experiment?