Roadmap

Last update May 19th, 2021

Next releases - Short-Term

v0.1.16

Quick release for bug fixes

v0.2

Generic `Optimizer` interface supporting various types of algorithms

Change interface to support trial object instead of curated lists. This is necessary to support algorithms such as PBT.

More Optimizers

PBT
BOHB

Simple dashboard specific to monitoring and benchmarking of Black-Box optimization

Specific to hyper parameter optimizations
Provide status of experiments

Leveraging previous experiences

Leveraging the knowledge base contained in the EVC of previous trials to optimize and drive new trials.

Next releases - Long-Term

Conditional Space

The Space class will be refactored on top of ConfigSpace. This will give access to conditional parameters and forbidden clauses.

Other possibilities

NAS
Multi-Objective Optimization
Dynamic Scheduler