Skip to content

feat: extend tmrl with new algorithms, models, interfaces and tooling#140

Draft
Palamabron wants to merge 1 commit intotrackmania-rl:masterfrom
Palamabron:pr/upstream
Draft

feat: extend tmrl with new algorithms, models, interfaces and tooling#140
Palamabron wants to merge 1 commit intotrackmania-rl:masterfrom
Palamabron:pr/upstream

Conversation

@Palamabron
Copy link

@Palamabron Palamabron commented Mar 21, 2026

  • New RL algorithms: IQN, TQC, SD-SAC; refactored SAC/REDQ-SAC into dedicated modules under custom_algorithms/
  • New neural network architectures: IMPALA CNN, EfficientNet, Sophy GNN, Residual MLP, DQN, RNN variants
  • New TrackMania interfaces: IMPALA, Sophy, TQC, LidarImages, TrackMapImages
  • Modular memory system with R2D2 sequence replay, PER, n-step returns
  • Refactored config system with pydantic models, typed loader, and enums
  • New tools: record_episode, record_reward, record_track, player_runs, import_player_runs, build_centerline_reward
  • Comprehensive test suite
  • pyproject.toml, Makefile, CHANGELOG.md, updated docs and README

Major additions on top of upstream tmrl v0.7.1:

- New RL algorithms: IQN, TQC, SD-SAC; refactored SAC/REDQ-SAC into
  dedicated modules under custom_algorithms/
- New neural network architectures: IMPALA CNN, EfficientNet, Sophy GNN,
  Residual MLP, DQN, RNN variants
- New TrackMania interfaces: IMPALA, Sophy, TQC, LidarImages, TrackMapImages
- Modular memory system with R2D2 sequence replay, PER, n-step returns
- Refactored config system with pydantic models, typed loader, and enums
- New tools: record_episode, record_reward, record_track, player_runs,
  import_player_runs, build_centerline_reward
- Comprehensive test suite (18 test files)
- pyproject.toml, Makefile, CHANGELOG.md, updated docs and README

Made-with: Cursor
@Palamabron Palamabron changed the title feat: extend tmrl with new algorithms, models, interfaces, and tooling feat: extend tmrl with new algorithms, models, interfaces and tooling Mar 21, 2026
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant