diff --git a/docs/3_getting_started.md b/docs/3_getting_started.md index d08efe266..08874aa15 100644 --- a/docs/3_getting_started.md +++ b/docs/3_getting_started.md @@ -94,17 +94,17 @@ invited to change the components to their specific hyperparameter optimization n table (horizontally scrollable) shows you what is supported and reveals the default [components][components]: | | [Black-Box][smac.facade.blackbox_facade] | [Hyperparameter Optimization][smac.facade.hyperparameter_optimization_facade] | [Multi-Fidelity][smac.facade.multi_fidelity_facade] | [Algorithm Configuration][smac.facade.algorithm_configuration_facade] | [Random][smac.facade.random_facade] | [Hyperband][smac.facade.hyperband_facade] | -| --- | --- | --- | --- | --- |-----------------------------------------------|-----------------------------------------------| -| #Parameters | low | low/medium/high | low/medium/high | low/medium/high | low/medium/high | low/medium/high | -| Supports Instances | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | -| Supports Multi-Fidelity | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | +| --- | --- | --- | --- | --- | --- | --- | +| #Parameters | low | low/medium/high | low/medium/high | low/medium/high | low/medium/high | low/medium/high | +| Supports Instances | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | +| Supports Multi-Fidelity | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | | Initial Design | [Sobol][smac.initial_design.sobol_design] | [Sobol][smac.initial_design.sobol_design] | [Random][smac.initial_design.random_design] | [Default][smac.initial_design.default_design] | [Default][smac.initial_design.default_design] | [Default][smac.initial_design.default_design] | -| Surrogate Model | [Gaussian Process][smac.model.gaussian_process.gaussian_process] | [Random Forest][smac.model.random_forest.random_forest] | [Random Forest][smac.model.random_forest.random_forest] | [Random Forest][smac.model.random_forest.random_forest] | Not used | Not used | -| Acquisition Function | [Expected Improvement][smac.acquisition.function.expected_improvement] | [Log Expected Improvement][smac.acquisition.function.expected_improvement] | [Log Expected Improvement][smac.acquisition.function.expected_improvement] | [Expected Improvement][smac.acquisition.function.expected_improvement] | Not used | Not used | -| Acquisition Maximizer | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | Not Used | Not Used | -| Intensifier | [Default][smac.intensifier.intensifier] | [Default][smac.intensifier.intensifier] | [Hyperband][smac.intensifier.hyperband] | [Default][smac.intensifier.intensifier] | [Default][smac.intensifier.intensifier] | [Hyperband][smac.intensifier.hyperband] | -| Runhistory Encoder | [Default][smac.runhistory.encoder.encoder] | [Log][smac.runhistory.encoder.log_encoder] | [Log][smac.runhistory.encoder.log_encoder] | [Default][smac.runhistory.encoder.encoder] | [Default][smac.runhistory.encoder.encoder] | [Default][smac.runhistory.encoder.encoder] | -| Random Design Probability | 8.5% | 20% | 20% | 50% | Not used | Not used | +| Surrogate Model | [Gaussian Process][smac.model.gaussian_process.gaussian_process] | [Random Forest][smac.model.random_forest.random_forest] | [Random Forest][smac.model.random_forest.random_forest] | [Random Forest][smac.model.random_forest.random_forest] | Not used | Not used | +| Acquisition Function | [Expected Improvement][smac.acquisition.function.expected_improvement] | [Log Expected Improvement][smac.acquisition.function.expected_improvement] | [Log Expected Improvement][smac.acquisition.function.expected_improvement] | [Expected Improvement][smac.acquisition.function.expected_improvement] | Not used | Not used | +| Acquisition Maximizer | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | [Local and Sorted Random Search][smac.acquisition.maximizer.local_and_random_search] | Not Used | Not Used | +| Intensifier | [Default][smac.intensifier.intensifier] | [Default][smac.intensifier.intensifier] | [Hyperband][smac.intensifier.hyperband] | [Default][smac.intensifier.intensifier] | [Default][smac.intensifier.intensifier] | [Hyperband][smac.intensifier.hyperband] | +| Runhistory Encoder | [Default][smac.runhistory.encoder.encoder] | [Log][smac.runhistory.encoder.log_encoder] | [Log][smac.runhistory.encoder.log_encoder] | [Default][smac.runhistory.encoder.encoder] | [Default][smac.runhistory.encoder.encoder] | [Default][smac.runhistory.encoder.encoder] | +| Random Design Probability | 8.5% | 20% | 20% | 50% | Not used | Not used | !!! info