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ManiSkill3: A Unified Benchmark for Generalizable Manipulation Skills

Project description

ManiSkill is a powerful unified framework for robot simulation and training powered by SAPIEN. The entire stack is as open-source as possible. Among its features, it includes

  • GPU parallelized visual data collection system. A policy can collect RGBD + Segmentation data at about 10,000+ FPS with 1 GPU, 10-100x faster than any other simulator
  • Example tasks covering a wide range of different robot embodiments (quadruped, mobile manipulators, single-arm robots) as well as a wide range of different tasks (table-top, locomotion, scene-level manipulation)
  • GPU parallelized tasks, enabling incredibly fast synthetic data collection in simulation at the same or faster speed as other GPU sims like IsaacSim
  • GPU parallelized tasks support simulating diverse scenes where every parallel environment has a completely different scene/set of objects
  • Flexible task building API Please refer our documentation to learn more information.

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