31 releases (breaking)

0.23.0 Oct 1, 2024
0.21.1 Jul 30, 2024
0.16.0 Mar 7, 2024
0.14.0 Dec 13, 2023
0.4.0 Jul 9, 2022

#468 in Machine learning

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222 downloads per month
Used in egobox

Apache-2.0

580KB
11K SLoC

Efficient global optimization

crates.io docs

egobox-ego provides a Rust implementation of efficient global optimization algorithm. It is a Rust port of EGO of the SMT Python library.

The big picture

egobox-ego is a library crate in the top-level package egobox.

Current state

egobox-ego currently implements EGO using egobox-moe with the following features:

  • Mixture of gausian processes
  • Infill criteria: EI, WB2, WB2S
  • Basic handling of negative constraints
  • Mixed integer optimization available through continuous relaxation
  • Trust region EGO algorithm

Examples

There is some usage examples in the examples/ directory. To run, use:

cargo run --release --example ackley

License

Licensed under the Apache License, Version 2.0 http://www.apache.org/licenses/LICENSE-2.0

Dependencies

~19–38MB
~585K SLoC