Instructions to use AlexWortega/tinyvla with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use AlexWortega/tinyvla 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
Commit History
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LIBERO offline: TinyVLA v1 (2.5GB) ratio 0.092 vs pi0.5-libero-finetuned (13.8GB) ratio 0.057; GR00T not loadable
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Upload tinyvla_b200/renders_dagger_closedloop/cl_vla_stand.mp4 with huggingface_hub
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Upload tinyvla_b200/renders_dagger_closedloop/cl_vla_ground_pick.mp4 with huggingface_hub
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Upload tinyvla_b200/renders_dagger_closedloop/cl_vla_walking.mp4 with huggingface_hub
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Upload tinyvla_b200/renders_dagger_closedloop/cl_vla_sitstand.mp4 with huggingface_hub
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Upload tinyvla_b200/ckpt_dagger_iter0/README.md with huggingface_hub
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DAgger iter0 checkpoint: first closed-loop STABLE behavior (sitstand 8s), loss 0.001-0.004
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Upload tinyvla_b200/renders_closedloop/cl_vla_stand.mp4 with huggingface_hub
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Upload tinyvla_b200/renders_closedloop/cl_vla_walking.mp4 with huggingface_hub
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Upload tinyvla_b200/renders_closedloop/cl_teacher_walking.mp4 with huggingface_hub
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VLA closed-loop driver (fixed head camera + auto-gain): falls <1s all behaviors — BC covariate shift on unstable system
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closed-loop MicroDuck harness: obs.rs 61D builder validated by ONNX teacher (stands 8s @10Hz replan)
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duck FT eval (fixed expert): 13/21 better than zero-baseline
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sim renders: GT vs duck-FT policy (FIXED expert), external camera
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microduck fine-tune ckpt (8k steps on duck v2 data), expert keys fixed
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fix expert keys (_orig_mod stripped)
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fix expert keys (_orig_mod stripped): prior file had a random flow head on load
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CRITICAL fix: torch.compile'd expert saved as expert._orig_mod.* -> from_pretrained silently dropped it (random flow head at eval). Save the uncompiled module
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lekiwi zero-shot eval harness (hub streaming, 2x2 demo/descriptor grid)
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zero-shot LeKiwi eval of final v4 ckpt: ratio 1.64 all conditions (demos and descriptor both inert)
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FINAL v4-allchannels checkpoint @ 60k global steps (11.5M samples, 163-dataset physical-ai stream)
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microduck sim renders, external MuJoCo camera: GT teacher vs v4@20k side by side, offset-from-STAND action convention
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v4-allchannels intermediate checkpoint @ ~20k global steps (3.8M samples over 163-dataset physical-ai stream) + README
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fix: HubEpisodeStream.set_epoch was missing — first worker-recycle epoch boundary crashed the run
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Upload tinyvla2/src/tinyvla/data/canonical.py with huggingface_hub
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eval_microduck: zero-shot eval+render harness (v4 mode: demos from same behavior, duck descriptor)
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train_fast: non-persistent hub workers (recycle each epoch to reset leaks)
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streaming: episodes_per_epoch worker lifetime cap (dataloader workers leaked to OOM-kill on multi-hour runs twice)
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microduck zero-shot renders + metrics (v4 ckpt step_10000): all combos worse than zero-baseline, honest negative
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Upload tinyvla2/configs/groot_morphology.yaml with huggingface_hub
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Upload tinyvla2/results/physical_ai_eval.json with huggingface_hub
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Upload tinyvla2/scripts/rekey_checkpoint.py with huggingface_hub
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Upload tinyvla2/scripts/expand_checkpoint.py with huggingface_hub
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