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[codex] Add GPU kinodynamic graph-neural MPPI demo#103

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rsasaki0109 merged 1 commit into
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codex/add-gpu-kinodynamic-graph-neural-mppi
May 25, 2026
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[codex] Add GPU kinodynamic graph-neural MPPI demo#103
rsasaki0109 merged 1 commit into
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codex/add-gpu-kinodynamic-graph-neural-mppi

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Summary

  • Add a CUDA kinodynamic graph-neural MPPI demo with Ackermann-like speed/steering rollouts.
  • Compare a learned experience-graph guided local planner against a goal-only nonholonomic MPPI baseline.
  • Register the gpu_kinodynamic_graph_neural_mppi CMake target and document the new GIF/benchmark in the README.

Validation

  • git diff --check
  • cmake --build build --target gpu_kinodynamic_graph_neural_mppi -j$(nproc)
  • ./bin/gpu_kinodynamic_graph_neural_mppi
  • ctest --test-dir build --output-on-failure --label-regex 'cpu|python|gpu' -j$(nproc)\n\n## Demo Result\n- 32768 nonholonomic speed/steering rollouts x H=72 x guided/unguided batches\n- Cost: 1516.74 -> 851.11 (-43.9%)\n- Terminal error: 5.11 -> 0.88 (-82.8%)\n- Route error: 1.530 -> 0.252\n- GPU: 33.154 ms, 49.9x vs CPU equivalent kinodynamic rollout evaluation

@rsasaki0109 rsasaki0109 marked this pull request as ready for review May 25, 2026 08:49
@rsasaki0109 rsasaki0109 merged commit ce13a93 into master May 25, 2026
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@rsasaki0109 rsasaki0109 deleted the codex/add-gpu-kinodynamic-graph-neural-mppi branch May 25, 2026 08:49
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