Advisor¶
Introduction¶
Advisor is the hyper parameters tuning system for black box optimization.
It is the open-source implementation of Google Vizier with these features.
- Easy to use with API, SDK, WEB and CLI
- Support abstractions of Study and Trial
- Included search and early stop algorithms
- Recommend parameters with trained model
- Same programming interfaces as Google Vizier
- Command-line tool just like Microsoft NNI.
Supported Algorithms¶
- [x] Grid Search
- [x] Random Search
- [x] Bayesian Optimization
- [x] TPE(Hyperopt)
- [x] Random Search(Hyperopt)
- [x] Simulate Anneal(Hyperopt)
- [x] Quasi Random(Chocolate)
- [x] Grid Search(Chocolate)
- [x] Random Search(Chocolate)
- [x] Bayes(Chocolate)
- [x] CMAES(Chocolate)
- [x] MOCMAES(Chocolate)
- [ ] SMAC Algorithm
- [x] Early Stop First Trial Algorithm
- [x] Early Stop Descending Algorithm
- [ ] Performance Curve Stop Algorithm