Instructions to use DAVIAN-Robotics/DiscoDemo-Stage3_SFT-FMB_Round-alpha0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use DAVIAN-Robotics/DiscoDemo-Stage3_SFT-FMB_Round-alpha0 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
Release DiscoDemo SFT
Browse files- README.md +57 -0
- config.json +87 -0
- model.safetensors +3 -0
- policy_postprocessor.json +32 -0
- policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
- policy_preprocessor.json +98 -0
- policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
- train_config.json +263 -0
README.md
ADDED
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---
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license: apache-2.0
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base_model: DAVIAN-Robotics/pi05_droid_jointpos
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pipeline_tag: robotics
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tags:
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- robotics
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- lerobot
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- pi05
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- imitation-learning
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- discodemo
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- franka
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---
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# DiscoDemo-Stage3_SFT-FMB_Round-alpha0
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A visuomotor **π0.5** policy for the **FMB-Round** task (insert a cylindrical peg into its hole on the FMB board), fine-tuned on demonstrations generated
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by the P-RFCL baseline generator (α = 0: the same reverse-curriculum RL without the diversity reward) of [DiscoDemo](https://davian-robotics.github.io/DiscoDemo/). It acts from camera images and joint states only,
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and transfers to the real Franka FR3 robot without real-world fine-tuning.
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| Stage | Repository |
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|---|---|
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| Generator (RL policy) | [`DAVIAN-Robotics/DiscoDemo-Stage1_RL-FMB_Round-alpha0`](https://huggingface.co/DAVIAN-Robotics/DiscoDemo-Stage1_RL-FMB_Round-alpha0) |
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| Generated dataset | [`DAVIAN-Robotics/DiscoDemo-Stage2_GenData-FMB_Round-alpha0`](https://huggingface.co/datasets/DAVIAN-Robotics/DiscoDemo-Stage2_GenData-FMB_Round-alpha0) |
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| Imitation policy (π0.5) | [`DAVIAN-Robotics/DiscoDemo-Stage3_SFT-FMB_Round-alpha0`](https://huggingface.co/DAVIAN-Robotics/DiscoDemo-Stage3_SFT-FMB_Round-alpha0) (this repository) |
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## Training
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| | |
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|---|---|
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| Base model | [`DAVIAN-Robotics/pi05_droid_jointpos`](https://huggingface.co/DAVIAN-Robotics/pi05_droid_jointpos) (π0.5 DROID, joint-position actions) |
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| Data | [`DAVIAN-Robotics/DiscoDemo-Stage2_GenData-FMB_Round-alpha0`](https://huggingface.co/datasets/DAVIAN-Robotics/DiscoDemo-Stage2_GenData-FMB_Round-alpha0) |
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| Steps | 20,000 |
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| Batch size | 16 |
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| Action chunk | 15 (relative to the current joint state) |
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| Cameras | over-the-shoulder and wrist |
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| Seed | 1000 |
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## Usage
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The policy is a [LeRobot](https://github.com/huggingface/lerobot) π0.5 checkpoint. Its pre- and post-processing
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pipeline uses DiscoDemo processing steps (relative actions, state tokenization), so loading it requires the DiscoDemo
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code: https://github.com/DAVIAN-Robotics/DiscoDemo.
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## License
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Apache-2.0, following the base model ([openpi](https://github.com/Physical-Intelligence/openpi)).
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## Citation
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```bibtex
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@article{park2026discodemo,
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title = {DiscoDemo: Discovering Efficient and Diverse Robot Demonstrations for Imitation Learning},
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author = {Park, Minho and Kim, Kinam and Kim, Donghu and Lee, Byungkun and Hwang, Dongyoon and Shin, Yongjae and Hyung, Junha and Lee, Hojoon and Choo, Jaegul},
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journal = {arXiv preprint},
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year = {2026}
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}
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```
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config.json
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{
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"type": "pi05",
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"n_obs_steps": 1,
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"input_features": {
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"observation.images.base_0_rgb": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.images.left_wrist_0_rgb": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.state": {
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"type": "STATE",
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"shape": [
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8
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]
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}
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},
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"output_features": {
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"action": {
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"type": "ACTION",
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"shape": [
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8
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]
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}
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},
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"device": "cuda",
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"use_amp": false,
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"use_peft": false,
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"push_to_hub": false,
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"repo_id": null,
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"private": null,
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"tags": null,
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"license": null,
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"pretrained_path": "sft/checkpoints/pi05-fr3-ins-round-v3-rs16-as0-press-a5l15-c1em6-s0-F1cm-3000-merged-delta-lr=2.5e-5-bs=16-steps=20000-chunk=15-s1000-pad1/checkpoints/last/pretrained_model",
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"paligemma_variant": "gemma_2b",
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"action_expert_variant": "gemma_300m",
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"dtype": "bfloat16",
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| 48 |
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"chunk_size": 15,
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"n_action_steps": 15,
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| 50 |
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"max_state_dim": 8,
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"max_action_dim": 32,
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| 52 |
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"num_inference_steps": 10,
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"time_sampling_beta_alpha": 1.5,
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| 54 |
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"time_sampling_beta_beta": 1.0,
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| 55 |
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"time_sampling_scale": 0.999,
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"time_sampling_offset": 0.001,
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"min_period": 0.004,
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"max_period": 4.0,
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"rtc_config": null,
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"image_resolution": [
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224,
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224
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],
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"empty_cameras": 0,
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"tokenizer_max_length": 200,
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"normalization_mapping": {
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"VISUAL": "IDENTITY",
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"STATE": "QUANTILES",
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"ACTION": "QUANTILES"
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},
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"gradient_checkpointing": true,
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| 72 |
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"compile_model": false,
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| 73 |
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"compile_mode": "max-autotune",
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| 74 |
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"freeze_vision_encoder": false,
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"train_expert_only": false,
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"optimizer_lr": 2.5e-05,
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"optimizer_betas": [
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0.9,
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0.95
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],
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"optimizer_eps": 1e-08,
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"optimizer_weight_decay": 0.01,
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| 83 |
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"optimizer_grad_clip_norm": 1.0,
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| 84 |
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"scheduler_warmup_steps": 1000,
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"scheduler_decay_steps": 20000,
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"scheduler_decay_lr": 2.5e-06
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:350b05f87262bd3e2773845875bce62ac05c675ca8bcd32f28afbdf2735618d1
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size 7473096344
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policy_postprocessor.json
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{
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"name": "policy_postprocessor",
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"steps": [
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{
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"registry_name": "unnormalizer_processor",
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"config": {
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"eps": 1e-08,
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"features": {
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"action": {
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"type": "ACTION",
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"shape": [
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8
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]
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}
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},
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"norm_map": {
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"VISUAL": "IDENTITY",
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"STATE": "QUANTILES",
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"ACTION": "QUANTILES"
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}
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},
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| 22 |
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"state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
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},
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{
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| 25 |
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"registry_name": "device_processor",
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| 26 |
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"config": {
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| 27 |
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"device": "cpu",
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| 28 |
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"float_dtype": null
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}
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}
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]
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}
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policy_postprocessor_step_0_unnormalizer_processor.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2f03fa0b9b667421d1ec3214f13fbca48311dcdd8533733635ce4d6231eb15d4
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size 5120
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policy_preprocessor.json
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{
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"name": "policy_preprocessor",
|
| 3 |
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"steps": [
|
| 4 |
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{
|
| 5 |
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"registry_name": "rename_observations_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"rename_map": {
|
| 8 |
+
"observation.images.over_shoulder_left_camera": "observation.images.base_0_rgb",
|
| 9 |
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"observation.images.wrist_cam": "observation.images.left_wrist_0_rgb"
|
| 10 |
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}
|
| 11 |
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}
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| 12 |
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},
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| 13 |
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{
|
| 14 |
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"registry_name": "to_batch_processor",
|
| 15 |
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"config": {}
|
| 16 |
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},
|
| 17 |
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{
|
| 18 |
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"registry_name": "action_delta_processor_step",
|
| 19 |
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"config": {
|
| 20 |
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"mask": [
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| 21 |
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true,
|
| 22 |
+
true,
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| 23 |
+
true,
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| 24 |
+
true,
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| 25 |
+
true,
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| 26 |
+
true,
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| 27 |
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true,
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| 28 |
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false
|
| 29 |
+
],
|
| 30 |
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"state_key": "observation.state"
|
| 31 |
+
}
|
| 32 |
+
},
|
| 33 |
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{
|
| 34 |
+
"registry_name": "normalizer_processor",
|
| 35 |
+
"config": {
|
| 36 |
+
"eps": 1e-08,
|
| 37 |
+
"features": {
|
| 38 |
+
"observation.images.base_0_rgb": {
|
| 39 |
+
"type": "VISUAL",
|
| 40 |
+
"shape": [
|
| 41 |
+
3,
|
| 42 |
+
480,
|
| 43 |
+
640
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"observation.images.left_wrist_0_rgb": {
|
| 47 |
+
"type": "VISUAL",
|
| 48 |
+
"shape": [
|
| 49 |
+
3,
|
| 50 |
+
480,
|
| 51 |
+
640
|
| 52 |
+
]
|
| 53 |
+
},
|
| 54 |
+
"observation.state": {
|
| 55 |
+
"type": "STATE",
|
| 56 |
+
"shape": [
|
| 57 |
+
8
|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
+
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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"norm_map": {
|
| 68 |
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"VISUAL": "IDENTITY",
|
| 69 |
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"STATE": "QUANTILES",
|
| 70 |
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"ACTION": "QUANTILES"
|
| 71 |
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|
| 72 |
+
},
|
| 73 |
+
"state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
|
| 74 |
+
},
|
| 75 |
+
{
|
| 76 |
+
"registry_name": "pi05_prepare_state_tokenizer_processor_step",
|
| 77 |
+
"config": {}
|
| 78 |
+
},
|
| 79 |
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{
|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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"tokenizer_name": "google/paligemma-3b-pt-224"
|
| 88 |
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|
| 89 |
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|
| 90 |
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{
|
| 91 |
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"registry_name": "device_processor",
|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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}
|
| 97 |
+
]
|
| 98 |
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}
|
policy_preprocessor_step_3_normalizer_processor.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:6e48f472d365e0a461953444545224b929d6996475570d81371533d126339a6c
|
| 3 |
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size 5088
|
train_config.json
ADDED
|
@@ -0,0 +1,263 @@
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|
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|
|
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|
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|
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|
|
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|
| 1 |
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{
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| 2 |
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|
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|
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|
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|
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|
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|
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|
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|
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| 242 |
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| 243 |
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| 244 |
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| 245 |
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| 246 |
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| 247 |
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| 248 |
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| 249 |
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| 250 |
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| 251 |
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| 252 |
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| 254 |
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| 256 |
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| 257 |
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| 262 |
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| 263 |
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}
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