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SMAC3 Documentation
v1.4.0
Getting Started
Installation
Minimal Example
Package Overview
Basic Usage
Examples
SPEAR-QCP
Branin
Restore Branin
SPEAR-QCP with Multi-Fidelity on Instances
Simple Multi-Objective
Synthetic Function with BOinG as optimizer
Synthetic Function with TuRBO as optimizer
Synthetic Function with few Hyperparameters
Synthetic Function with few Hyperparameters
SVM with EIPS as acquisition functions
Non-Deterministic Gradient-Boosting
SVM with Cross-Validation
SGD on Instances
HPO with User Priors over the Optimum
MLP with Multi-Fidelity
Scalarized Multi-Objective Using ParEGO
Details
Facades
Target Algorithm Evaluator
Scenario
Arguments
Multi-Objective Optimization
Run-History
Instances and Features
Validation
Callbacks
Parallelism
CUDA
Restoring
API References
smac.epm
smac.facade
smac.initial_design
smac.intensification
smac.optimizer
smac.runhistory
smac.scenario
smac.smac_cli
smac.stats
smac.tae
smac.callbacks
smac.utils
Glossary
F.A.Q.
License
smac.utils.constants
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smac.utils.dependencies