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[codex] Add GPU multi-agent graph-neural MPPI demo#107

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rsasaki0109 merged 1 commit into
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codex/add-gpu-multiagent-graph-neural-mppi
May 25, 2026
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[codex] Add GPU multi-agent graph-neural MPPI demo#107
rsasaki0109 merged 1 commit into
masterfrom
codex/add-gpu-multiagent-graph-neural-mppi

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Summary

  • Add a CUDA multi-agent graph-neural MPPI demo for 48 robots crossing a shared interaction zone.
  • Compare independent per-robot MPPI against coordinated graph-message MPPI with peer-risk-aware rollout selection.
  • Register the gpu_multiagent_graph_neural_mppi target and document the new GIF/benchmark in the README.

Validation

  • git diff --check
  • cmake --build build --target gpu_multiagent_graph_neural_mppi -j$(nproc)
  • ./bin/gpu_multiagent_graph_neural_mppi
  • ctest --test-dir build --output-on-failure --label-regex 'cpu|python|gpu' -j$(nproc)\n\n## Demo Result\n- 48 robots x 768 rollouts x H=72 x independent/coordinated modes\n- Cross-route collisions: 518 -> 261 (-49.6%)\n- Social risk: 3.544 -> 2.588 (-27.0%)\n- Minimum separation: -0.420 -> -0.398 (+0.022 m)\n- Reach basin: 48/48 -> 36/48\n- GPU rollout eval: 5.660 ms, 3139.6x vs CPU equivalent rollout evaluation

@rsasaki0109 rsasaki0109 marked this pull request as ready for review May 25, 2026 22:29
@rsasaki0109 rsasaki0109 merged commit c39fd4b into master May 25, 2026
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@rsasaki0109 rsasaki0109 deleted the codex/add-gpu-multiagent-graph-neural-mppi branch May 25, 2026 22:29
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