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README.md

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Repository for reactive task and motion planning making use of active inference for symbolic planning, and a new multi-modal MPPI for motion planning. Rollouts are evaluated in IsaacGym, a parallelizable physics simulator.
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<center>
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<table>
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<tr>
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<td><center><b>MPPI Push with Collision Avoidance</b></center></th>
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<td><center><b>Multi-Modal Push and Pull</b></center></th>
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<th><b>MPPI Push with Collision Avoidance</b></th>
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<th><b>Multi-Modal Push and Pull</b></th>
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</tr>
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<td> <img src="./src/m3p2i_aip/assets/images/mppi_push_dyn.gif" alt="1" width = 365px ></td>
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<td> <img src="./src/m3p2i_aip/assets/images/m3p2i_1corner.gif" alt="1" width = 365px ></td>
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<td><img src="./src/m3p2i_aip/assets/images/mppi_push_dyn.gif" alt="1" width = 375px ></td>
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<td><img src="./src/m3p2i_aip/assets/images/m3p2i_1corner.gif" alt="1" width = 375px ></td>
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</tr>
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<td><center><b>MPPI Reactive Pick</b></center></th>
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<td><center><b>Multi-Modal Pick with Collision Avoidance</b></center></th>
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<th><b>MPPI Reactive Pick</b></center></th>
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<th><b>Multi-Modal Pick with Collision Avoidance</b></center></th>
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</tr>
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<td> <img src="./src/m3p2i_aip/assets/images/mppi_reactive_pick.gif" alt="1" width = 365px ></td>
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<td> <img src="./src/m3p2i_aip/assets/images/m3p2i_pick_with_obs.gif" alt="1" width = 365px ></td>
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<td><img src="./src/m3p2i_aip/assets/images/mppi_reactive_pick.gif" alt="1" width = 375px ></td>
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<td><img src="./src/m3p2i_aip/assets/images/m3p2i_pick_with_obs.gif" alt="1" width = 375px ></td>
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</table>
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</center>
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## Installation
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First, clone the repo in your folder and create the conda environment.

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