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A warehouse robot receives a geometry3d.aip stream from its depth camera. The .aip file contains a sparse voxel grid of boxes, precomputed plane segments for the floor, and surface normals. A lightweight GNN processes this in <20 ms, outputs grasp points, and the robot executes a pick—all without manual feature engineering.
Parsing a 5GB geometry3d.aip takes 20 seconds. Optimization: Use memory mapping ( mode="mmap" ). The .aip format is designed for direct OS paging. Do not use standard read() into memory. geometry3d.aip
Recent AI enhancements introduce generative spatial rotation to the workflow: A warehouse robot receives a geometry3d