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README.md
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---
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license: apache-2.0
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task_categories:
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- robotics
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tags:
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- LeRobot
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- robotics
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- isaac-sim
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- assembly
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- manipulation
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configs:
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- config_name: default
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data_files: data/*/*.parquet
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---
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This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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<a class="flex" href="https://huggingface.co/spaces/lerobot/visualize_dataset?path=lukasskellijs%2Fassembly_bench_rewards_potential">
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<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl.svg"/>
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<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-dark-xl.svg"/>
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</a>
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# assembly_bench_rewards_potential
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Contact-rich **assembly** demonstrations (NIST peg/gear/nut) generated by a privileged scripted IK
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expert in NVIDIA Isaac Lab (Arena). Actions are the **native DROID joint-position** command
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(7 absolute arm joint targets + binary gripper), so pi0.5/openpi/GR00T consume them directly.
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- **Robot:** Franka Panda + Robotiq 2F-85 (DROID platform); expert drives a DifferentialIKController
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(dls) into stiff PD joint-position control.
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- **Control / record rate:** **15 Hz**.
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## Tasks (per-episode instruction)
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| task | demos |
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|------|-------|
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| `pick up the 8 mm round peg and insert it into the hole` | 100 |
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## Observation / action / state layout
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| key | dtype | shape | meaning / units |
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|-----|-------|-------|-----------------|
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| `observation.images.front` | video (H.264, CRF 20) | (180,320,3) | third-person RGB, uint8, DROID-RLDS resolution |
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| `observation.images.wrist` | video (H.264, CRF 20) | (180,320,3) | eye-in-hand RGB, uint8, DROID-RLDS resolution |
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| `observation.state` | float32 | (8,) | joint_position (7, rad) + gripper_position (1, 0=open 1=closed) |
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| `observation.joint_vel` | float32 | (7,) | arm joint velocities (rad/s, no gripper) |
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| `observation.eef_pos` | float32 | (3,) | end-effector position, robot base frame (m) |
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| `observation.eef_quat` | float32 | (4,) | end-effector orientation, world frame, **wxyz** |
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| `action` | float32 | (8,) | 7 absolute arm joint-position targets (rad) + gripper (1: 1=close, 0=open) |
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