Instructions to use helen9975/pi05_telearms_v4dr with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use helen9975/pi05_telearms_v4dr with LeRobot:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
pi05_telearms_v4dr (partial: step 31,250 of 44,455)
This is a partial checkpoint (70% of the planned epoch). The previous upload here (step 44,455) had NaN weights: the run resumed from a corrupted checkpoint at step 33,000 after a preemption and trained on NaN from then on. Step 31,250 is the last clean checkpoint. Training is being resumed from it (with NaN guards); the final checkpoint will replace this one.
π₀.₅ (lerobot/pi05_base) full fine-tune on mliu48/telearms-yam-cube-v4-dr: 99,496 simulated
bimanual YAM demonstrations (61,027 originals over 48 tasks + 38,469 colour/letter variants),
30 Hz, three cameras rendered like the real RealSense cameras (16:9, real fields of view,
randomized lighting/backgrounds) and letterboxed to 224×224.
- Code:
helen9975/RoboEval-telearmsbranchPI05_training@d6dc57a(training/train_pi.py), LeRobot 0.6.1 @e40b58a8with the repo's patch (tools/install_lerobot_patch.py). - Full fine-tune (LLM + vision + action expert), bf16, gradient checkpointing; per-task prompt
variants (original instruction + 50 rewrites,
meta/task_prompt_variants.json). - 8 × H100 (1 node), batch 128/GPU (global 1,024), planned 44,455 steps = one selected-data epoch (99,309 episodes; 10% of each task held out for validation). This checkpoint: step 31,250.
- Peak LR 1.414e-4 (2.5e-5 × sqrt(1024/32)), cosine decay to 1.414e-5, 1,000 warmup steps; relative actions with absolute grippers.
- Evaluation:
training/evaluate_pi.pyrenders the simulator cameras 16:9 and letterboxes them, as this dataset was rendered (read from the dataset'smeta/info.json).
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