OxyGen pi0.5 LIBERO textual-memory suffix LoRA

This rank-16 LoRA produces observation-grounded textual memory from the current observation, robot state, and task instruction. It is enabled for the private Memory: seed and the autoregressive language suffix. The frozen base model encodes the shared prefix, and the action expert reads the unchanged root KV cache.

Item Value
Base checkpoint gs://openpi-assets/checkpoints/pi05_libero
Suffix seed Memory:
Maximum suffix length 28 tokens
Held-out token accuracy 98.15%
Greedy exact match 87.25%
Greedy word F1 90.01%
Root-cache/action maximum absolute difference 0 / 0
Adapter overhead 8.16 ms
Shared prefix forward 47.66 ms

Training, evaluation, and serving instructions are in OxyGen under language_adaptation/libero.

The matching derived annotations are available at https://huggingface.co/datasets/xxxxyu/libero-textual-memory-annotations.

OxyGen/openpi code is Apache 2.0. Gemma components remain subject to the Gemma terms distributed with openpi. The base checkpoint is not included here.

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