Geoffrey19/cei2-pi05-droid-real-112h-pickplace200

robotics model by Geoffrey19

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A pi05 policy post-trained on real robot data from a 112 container-hour mid-training produced with CEI-2.0. One arm of a four-way comparison: all four share an identical post-training recipe and differ only in which mid-trained prior they start from (mix5, mix10, droid, sim). The input pipeline padded the 18 real joints out to the model's 32 dims before normalising, so the 14 padding dims were normalised along with the real ones. Under quantile normalisation a degenerate padded dim maps to −1 rather than 0. Because pi05 uses discretestateinput, the state is binned into 256 levels and serialised as text, so those dims rendered as "0" (bin 0) instead of "128" (bin 128) — 14 of 32 state values differed and the state string grew by 28 tokens, diverging from any serving stack that pads after normalising. Padding now follows openpi's own order — Normalize first, then PadStatesAndActions — so the…

Geoffrey19/cei2-pi05-droid-real-112h-pickplace200 on Hugging Face A short preview, not the full document.

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Inside the original model card — Document outline
  1. CEI-2.0 pi05 — real DROID mid-training → real pick-and-place
  2. The two stages
  3. Recipe
  4. What changed in this revision
  5. Known limitation
  6. Files
  7. Serving contract
  8. Caveats
  9. License

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Model overview

Geoffrey19/cei2-pi05-droid-real-112h-pickplace200 is a robotics model repository published by Geoffrey19 on Hugging Face. The source reports the lerobot library.

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Model facts

Task
robotics
Library
lerobot
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
3,616,757,520
Architecture
Not reported
License
other
Access
Not gated by Hugging Face
Created
2026-10-21T06:37:03.000Z
Last modified
2026-10-21T06:41:19.000Z

Compatibility and lineage

Language coverage was not reported.

Base-model lineage was not included.

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Source: Hugging Face Hub. Metadata observed 2026-10-21T06:44:13.178Z. Daily imports are snapshots, not real-time monitoring.

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