D4RL

The D4RL dataset group contains a reproduction of the datasets from the D4RL benchmark[1]. For reproducibility purposes, not all the datasets are the same as in D4RL, but they are generated with the same principles. We provide the code that reproduces each dataset on GitHub in the repository Farama-Foundation/minari-dataset-generation-scripts.

References

[1] Fu, Justin, et al. ‘D4RL: Datasets for Deep Data-Driven Reinforcement Learning’. CoRR, vol. abs/2004.07219, 2020, https://arxiv.org/abs/2004.07219.

Content

ID

Description

Ant Maze

The Ant Maze datasets present a navigation domain that replaces the 2D ball from pointmaze with the more complex 8-DoF Ant quadruped robot

Door

These datasets were generated with the AdroitHandDoor-v1 environment, originally hosted in the hand_dapg repository

Hammer

These datasets were generated with the AdroitHandHammer-v1 environment, originally hosted in the hand_dapg repository

Kitchen

These datasets were generated with the FrankaKitchen-v1 environment, originally hosted in the D4RL[1] and relay-policy-learning[2] repository

MiniGrid

Dataset generated from the MiniGrid-FourRooms environment

Pen

These datasets were generated with the AdroitHandPen-v1 environment, originally hosted in the hand_dapg repository

Point Maze

The Point Maze domain involves moving a force-actuated ball (along the X and Y axis) to a fixed target location

Relocate

These datasets were generated with the AdroitHandRelocate-v1 environment, originally hosted in the hand_dapg repository