What you need to run Surrogate Hyperparameter Optimization Benchmarks

Surrogate Benchmark library
Provides python script to build and use benchmarks
Ready-to-use benchmarks
trained regression models, that can be used with the library
HPOlib
To easily evaluate hyperparameter optimization experiments