Instructions to use IDEAS-Lab-Northwestern/pi05-sim-table-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use IDEAS-Lab-Northwestern/pi05-sim-table-lora with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| library_name: openpi | |
| tags: | |
| - openpi | |
| - pi0.5 | |
| - lora | |
| - lerobot | |
| - robotics | |
| # OpenPI pi0.5 LoRA on sim-table | |
| This repository stores OpenPI checkpoints for the `pi05_clutter_libero_lora` | |
| training run on `IDEAS-Lab-Northwestern/sim-table`. | |
| The original run was uploaded with checkpoints at steps `3000` and `5000`; | |
| step `3000` was removed from this repo on 2026-05-01. | |
| The run was later resumed locally from step `5000` on the same dataset and | |
| continued through step `25000`. Step `15000` has been appended to this repo. | |
| Step `25000` is the final resumed checkpoint and was uploaded after the repo | |
| was made public on 2026-05-01. | |
| The checkpoint layout mirrors OpenPI's local checkpoint tree so later training | |
| checkpoints can be appended without reshaping the repo: | |
| ```text | |
| checkpoints/ | |
| pi05_clutter_libero_lora/ | |
| sim_table_lora/ | |
| 5000/ | |
| _CHECKPOINT_METADATA | |
| params/ | |
| train_state/ | |
| assets/ | |
| 15000/ | |
| 25000/ | |
| ``` | |
| ## Checkpoints | |
| | Step | Notes | | |
| |---:|---| | |
| | 5000 | Original sim-table LoRA run; local resume source | | |
| | 15000 | Uploaded. Resumed from step 5000 on the same `IDEAS-Lab-Northwestern/sim-table` dataset | | |
| | 25000 | Uploaded. Final checkpoint after 20000 additional resumed training steps | | |
| To add another checkpoint later, upload the new numeric step directory to the | |
| same run path. For example: | |
| ```bash | |
| UV_CACHE_DIR=/tmp/uv-cache-sim-table \ | |
| uv run huggingface-cli upload IDEAS-Lab-Northwestern/pi05-sim-table-lora \ | |
| checkpoints/pi05_clutter_libero_lora/sim_table_lora/4000 \ | |
| checkpoints/pi05_clutter_libero_lora/sim_table_lora/4000 \ | |
| --repo-type model \ | |
| --commit-message "Add checkpoint step 4000" | |
| ``` | |
| The associated LeRobot dataset is `IDEAS-Lab-Northwestern/sim-table`. | |