Gymnasium-Robotics icon indicating copy to clipboard operation
Gymnasium-Robotics copied to clipboard

[Proposal] MinariDataset Generation

Open WillDudley opened this issue 2 years ago • 1 comments

Proposal

Up-to-date, re-runnable expert Minari datasets for offline learning.

Motivation

Minari is now at a stage where datasets can be made and uploaded for experimental use by others.

Pitch

  • Have an expert policy perform 100k rollouts on each environment, save this buffer as a MinariDataset and upload it for public use.

Alternatives

If anyone thinks Minari needs to be improved before doing this, let me know.

Additional context

See https://github.com/Farama-Foundation/Minari/blob/main/tutorials/DatasetCreation/dataset_creation.py for an example of creating and uploading a MinariDataset.

Checklist

  • [x] I have checked that there is no similar issue in the repo (required)

WillDudley avatar Dec 11 '22 20:12 WillDudley

Update from jan-2024: Shadow Dexterous Hand & Fetch are the only missing environments

Kallinteris-Andreas avatar Jan 08 '24 07:01 Kallinteris-Andreas