Continuous Action Support and Environment/CI Improvement#8
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misaghsoltani wants to merge 8 commits intoforestagostinelli:mainfrom
Draft
Continuous Action Support and Environment/CI Improvement#8misaghsoltani wants to merge 8 commits intoforestagostinelli:mainfrom
misaghsoltani wants to merge 8 commits intoforestagostinelli:mainfrom
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This pull request adds support for continuous and large action spaces in DeepXube by adding a new domain (
cont_opt), a lightweight MLP heuristic (cont_mlp), and support for Q* search (bwqs_optim). It also adds Pixi environment management to the project and updates the CI workflow for better cross-platform support. Below are the most important changes:Continuous Action Space Support:
ActsOptimmixin todeepxube/base/domain.pyfor domains that select actions via optimization, enabling action selection in continuous or large action spaces.deepxube/domains/cont_opt.pywith theContOptDomainclass, supporting continuous state, goal, and action representations, and providing action proposals.Heuristic and Pathfinding Enhancements:
deepxube/heuristics/cont_mlp.py, implementing a lightweight MLP heuristic for continuous domains with flattened numeric inputs.deepxube/pathfinding/bwqs_optim.py, a batch weighted Q* search variant that leverages domain-dependant action proposals for search in large/continuous action spaces.Environment and CI Improvements:
pixi.tomland.gitattributesto support Pixi-based environment management, multi-platform support, and proper file handling. [1] [2].github/workflows/test.ymlto use Pixi, add Windows testing, and some minor updates.pyproject.tomlto includetox-uvfor faster test environments.numpy.typing.mypy_plugininmypy.iniper NumPy 2.3 recommendations.