Ground pick

Ground pick (poster)

An official Microduck move: Pollen Robotics' ground pick, retrained from scratch by Microduck Academy with the upstream recipe as-is (task Mjlab-GroundPick-Flat-MicroDuck of pollen-robotics/microduck_rl at 2b25a48, 5999 iterations, 4096 envs, no reward edit), so that it carries the base/model.pt checkpoint the Academy needs to remix it. The policy Pollen ships is alpha_ground_pick.onnx.

Pollen Robotics' ground pick: the beak goes down to the floor and comes back up, driven by a phase command over 2.8 s.

Fidelity check (this move vs Pollen's policy, same scene, same command, take phase)

number this move Pollen's alpha_ground_pick.onnx
final_upright True True
max_tilt 0.502 0.638
base_z_mean 0.0914 0.0979
base_z_min 0.0805 0.0839
mouth_z_min 0.0212 0.0204
t_mouth_min_s 0.26 1.08
mouth_z_start 0.188 0.1883
mouth_z_end 0.2162 0.2166
base_z_end 0.1166 0.1164

Recorded with space/payload/render/rollout.py on the upstream robot MJCF (spikes/base_moves/fidelity.py).

Run it on a robot

robotctl policy load ground_pick tfrere/microduck-move-base-ground-pick

This move takes a phase command (command.encoding: phase, period 4.0 s, stops at phase 0.7; the take lasts 2.8 s). robotctl policy add refuses phase commands: policy load puts it in the ground_pick slot, the runtime drives the phase itself.

Files

policy.onnx (play it, normalizer baked in), base/model.pt + base/agent.yaml + base/env.yaml (the rsl_rl checkpoint and configs: remix = fine-tune from it), rollouts/0.traj (trajectory.v1 showcase take, with the commands), video.mp4 + poster.jpg (the card clip), manifest.json (schema 2 + academy block: origin, source task and policy, training facts, fidelity numbers), fidelity.json, train.json.

Credits and license

The task, the reward design, the robot model and the training recipe are Pollen Robotics' work (pollen-robotics/microduck_rl, Apache-2.0). This repo republishes a retrained policy of that recipe under the same Apache-2.0 license, with the checkpoint, so the Academy's users can start from it.

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