automl / automl/RoBO

Parallel BO

Open
#89 1 comment 0 reactions 0 assignees View on GitHub
Dominant language
Python
Stars
495
Forks
129
PR merge metrics
No merged PRs in 30d

Description

Hello,

How can I run this code so it includes parallel evaluations? Specifically, the paper Bayesian Optimization with Robust Bayesian Neural Networks claims to have parallel evaluations (in section 3) but I don't see that implemented here. I would like to be able to run such that at each iteration, it draws multiple hyperparameters assignments.

If this isn't implemented, is there a better package for parallel BO?

Thanks.

Contributor guide

No contributing guide indexed for this repository

Research direction

Start by reviewing the repository's Bayesian optimization entry points and comparing their behavior with section 3 of the cited paper. Determine whether parallel evaluations already have an entry point; if not, define how each iteration should submit and handle multiple hyperparameter assignments. Done means the documented run produces multiple evaluations per iteration, with validation covering that behavior.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.