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ROADMAP.md

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This list describes the planned features including breaking changes.

Roadmap to v1.0.0

  • Benchmark MuJoCo datasets
  • Benchmark Atari 2600 datasets

Roadmap to v2.x.x

  • Change MDPDataset format to align with D4RL datasets
  • Sophisticated config system using dataclasses
  • Dump configuration and model parameters in a single file
  • Support large dataset
  • Support tuple observation
  • Support large-scale data-parallel offline training
  • Support Transformer architecture (e.g. Decision Transformer)
  • Speed up training with CudaGraph and torch.compile
  • Support training foundation models (e.g. Gato)
  • Support large-scale distributed online training
  • Change library name to represent unification of offline and online