Instructions to use ASethi04/pi05-BimanualYAM-freshbase-umi-plus-teleop-5demo-ee20 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use ASethi04/pi05-BimanualYAM-freshbase-umi-plus-teleop-5demo-ee20 with LeRobot:
- Notebooks
- Google Colab
- Kaggle
Publish verified 5demo Pi0.5 checkpoint
Browse files- README.md +21 -0
- SHA256SUMS +8 -0
- artifact_provenance.json +10 -0
- config.json +125 -0
- model.safetensors +3 -0
- policy_postprocessor.json +38 -0
- policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
- policy_preprocessor.json +101 -0
- policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
README.md
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
library_name: lerobot
|
| 3 |
+
tags:
|
| 4 |
+
- robotics
|
| 5 |
+
- lerobot
|
| 6 |
+
- bimanual
|
| 7 |
+
---
|
| 8 |
+
|
| 9 |
+
# pi05-BimanualYAM-freshbase-umi-plus-teleop-5demo-ee20
|
| 10 |
+
|
| 11 |
+
Fresh-base Pi0.5 trained for 12,000 optimizer steps on all canonical UMI data plus exactly five complete teleop demonstrations.
|
| 12 |
+
|
| 13 |
+
- base: `lerobot/pi05_base@b211f3d44c36b6acfcf7ae94a64e8e96f75a64ba`
|
| 14 |
+
- UMI dataset: `brandonyang/dual-lidar-umi-independent@a95b079b2b3dc73a912ecd12967f22f825d04fa8`
|
| 15 |
+
- action: H24 EE20 current-relative SE(3), R6D rows, absolute future gripper
|
| 16 |
+
- task: `pick up oranges and place them in the bowl`
|
| 17 |
+
- rotation contraction: none
|
| 18 |
+
- state history: none
|
| 19 |
+
- variant: `5demo`
|
| 20 |
+
|
| 21 |
+
The bundled evaluation is a matched training-set observation replay, not a held-out or hardware-success claim. Hardware use requires the standard EE-to-IK safety path and operator supervision. Pin the immutable Hub revision rather than `main`.
|
SHA256SUMS
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
c932fd64ab5ea0183cdc21707400c8ddbd11d1310b77dd75666fdeb4b341ab3c README.md
|
| 2 |
+
8731677e7ef124fbd557bb3c18a7d2862ca31eccf07be27b48fd5e08854a1501 artifact_provenance.json
|
| 3 |
+
41d209c861f51bd058e19ce44b714536d9df013a9e2d968ceceb02a38c02c81c config.json
|
| 4 |
+
04d56b9ab321b1e8b5b6768ff9697f285339b2f85160936e1c94ef4baa60c17b model.safetensors
|
| 5 |
+
6ea945ac8879f4ed8260f5f008e8decb0f77b1573a44a77646110ece38f7803b policy_postprocessor.json
|
| 6 |
+
e26a4e8080856a970b544e19ebad62a8a7de8ee52f29ae7d6646b01cd475e284 policy_postprocessor_step_0_unnormalizer_processor.safetensors
|
| 7 |
+
59e7501e40efa8d7c90a130826d4b6788f7c885772079a39da9899102ad60ab1 policy_preprocessor.json
|
| 8 |
+
e26a4e8080856a970b544e19ebad62a8a7de8ee52f29ae7d6646b01cd475e284 policy_preprocessor_step_3_normalizer_processor.safetensors
|
artifact_provenance.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"base_revision": "b211f3d44c36b6acfcf7ae94a64e8e96f75a64ba",
|
| 3 |
+
"checkpoint_validation_sha256": "3b255d56d1e544692552d6a6e7fff6221e9eaaa94459eef7dc4b7843462b6d18",
|
| 4 |
+
"repo_id": "ASethi04/pi05-BimanualYAM-freshbase-umi-plus-teleop-5demo-ee20",
|
| 5 |
+
"schema": "pi05_posttrain_portable_artifact.v1",
|
| 6 |
+
"source_checkpoint": "pi05-teleop-demo-count/pi05-base-to-umi-all-plus-teleop-5demo-ee20-12k-seed1000-r1/checkpoints/012000",
|
| 7 |
+
"umi_replay_summary_sha256": "f4b3c40531069abadcd3234dc81e95e3172ef92dc0f41a331aba708c278328db",
|
| 8 |
+
"umi_revision": "a95b079b2b3dc73a912ecd12967f22f825d04fa8",
|
| 9 |
+
"variant": "5demo"
|
| 10 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"action_expert_variant": "gemma_300m",
|
| 3 |
+
"action_feature_names": [
|
| 4 |
+
"left_x",
|
| 5 |
+
"left_y",
|
| 6 |
+
"left_z",
|
| 7 |
+
"left_r0x",
|
| 8 |
+
"left_r0y",
|
| 9 |
+
"left_r0z",
|
| 10 |
+
"left_r1x",
|
| 11 |
+
"left_r1y",
|
| 12 |
+
"left_r1z",
|
| 13 |
+
"left_gripper",
|
| 14 |
+
"right_x",
|
| 15 |
+
"right_y",
|
| 16 |
+
"right_z",
|
| 17 |
+
"right_r0x",
|
| 18 |
+
"right_r0y",
|
| 19 |
+
"right_r0z",
|
| 20 |
+
"right_r1x",
|
| 21 |
+
"right_r1y",
|
| 22 |
+
"right_r1z",
|
| 23 |
+
"right_gripper"
|
| 24 |
+
],
|
| 25 |
+
"chunk_size": 24,
|
| 26 |
+
"compile_mode": "max-autotune",
|
| 27 |
+
"compile_model": false,
|
| 28 |
+
"device": "cuda",
|
| 29 |
+
"dtype": "float32",
|
| 30 |
+
"empty_cameras": 0,
|
| 31 |
+
"freeze_vision_encoder": false,
|
| 32 |
+
"gradient_checkpointing": true,
|
| 33 |
+
"image_resolution": [
|
| 34 |
+
224,
|
| 35 |
+
224
|
| 36 |
+
],
|
| 37 |
+
"input_features": {
|
| 38 |
+
"observation.images.base_0_rgb": {
|
| 39 |
+
"shape": [
|
| 40 |
+
3,
|
| 41 |
+
224,
|
| 42 |
+
224
|
| 43 |
+
],
|
| 44 |
+
"type": "VISUAL"
|
| 45 |
+
},
|
| 46 |
+
"observation.images.left_wrist_0_rgb": {
|
| 47 |
+
"shape": [
|
| 48 |
+
3,
|
| 49 |
+
224,
|
| 50 |
+
224
|
| 51 |
+
],
|
| 52 |
+
"type": "VISUAL"
|
| 53 |
+
},
|
| 54 |
+
"observation.images.right_wrist_0_rgb": {
|
| 55 |
+
"shape": [
|
| 56 |
+
3,
|
| 57 |
+
224,
|
| 58 |
+
224
|
| 59 |
+
],
|
| 60 |
+
"type": "VISUAL"
|
| 61 |
+
},
|
| 62 |
+
"observation.state": {
|
| 63 |
+
"shape": [
|
| 64 |
+
32
|
| 65 |
+
],
|
| 66 |
+
"type": "STATE"
|
| 67 |
+
}
|
| 68 |
+
},
|
| 69 |
+
"license": null,
|
| 70 |
+
"max_action_dim": 32,
|
| 71 |
+
"max_period": 4.0,
|
| 72 |
+
"max_state_dim": 32,
|
| 73 |
+
"min_period": 0.004,
|
| 74 |
+
"n_action_steps": 24,
|
| 75 |
+
"n_obs_steps": 1,
|
| 76 |
+
"normalization_mapping": {
|
| 77 |
+
"ACTION": "QUANTILES",
|
| 78 |
+
"STATE": "QUANTILES",
|
| 79 |
+
"VISUAL": "IDENTITY"
|
| 80 |
+
},
|
| 81 |
+
"num_inference_steps": 10,
|
| 82 |
+
"optimizer_betas": [
|
| 83 |
+
0.9,
|
| 84 |
+
0.95
|
| 85 |
+
],
|
| 86 |
+
"optimizer_eps": 1e-08,
|
| 87 |
+
"optimizer_grad_clip_norm": 1.0,
|
| 88 |
+
"optimizer_lr": 2.5e-05,
|
| 89 |
+
"optimizer_weight_decay": 0.01,
|
| 90 |
+
"output_features": {
|
| 91 |
+
"action": {
|
| 92 |
+
"shape": [
|
| 93 |
+
20
|
| 94 |
+
],
|
| 95 |
+
"type": "ACTION"
|
| 96 |
+
}
|
| 97 |
+
},
|
| 98 |
+
"paligemma_variant": "gemma_2b",
|
| 99 |
+
"pretrained_path": null,
|
| 100 |
+
"pretrained_revision": null,
|
| 101 |
+
"private": null,
|
| 102 |
+
"push_to_hub": false,
|
| 103 |
+
"relative_exclude_joints": [
|
| 104 |
+
"gripper"
|
| 105 |
+
],
|
| 106 |
+
"repo_id": "ASethi04/pi05-BimanualYAM-freshbase-umi-plus-teleop-5demo-ee20",
|
| 107 |
+
"rtc_config": null,
|
| 108 |
+
"scheduler_decay_lr": 2.5e-06,
|
| 109 |
+
"scheduler_decay_steps": 12000,
|
| 110 |
+
"scheduler_warmup_steps": 600,
|
| 111 |
+
"tags": null,
|
| 112 |
+
"time_sampling_beta_alpha": 1.5,
|
| 113 |
+
"time_sampling_beta_beta": 1.0,
|
| 114 |
+
"time_sampling_offset": 0.001,
|
| 115 |
+
"time_sampling_scale": 0.999,
|
| 116 |
+
"tokenizer_load_path": null,
|
| 117 |
+
"tokenizer_max_length": 200,
|
| 118 |
+
"tokenizer_name": "google/paligemma-3b-pt-224",
|
| 119 |
+
"tokenizer_revision": "35e4f46485b4d07967e7e9935bc3786aad50687c",
|
| 120 |
+
"train_expert_only": false,
|
| 121 |
+
"type": "pi05",
|
| 122 |
+
"use_amp": false,
|
| 123 |
+
"use_peft": false,
|
| 124 |
+
"use_relative_actions": false
|
| 125 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:04d56b9ab321b1e8b5b6768ff9697f285339b2f85160936e1c94ef4baa60c17b
|
| 3 |
+
size 16573760032
|
policy_postprocessor.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_postprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "unnormalizer_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"eps": 1e-08,
|
| 8 |
+
"features": {
|
| 9 |
+
"action": {
|
| 10 |
+
"type": "ACTION",
|
| 11 |
+
"shape": [
|
| 12 |
+
20
|
| 13 |
+
]
|
| 14 |
+
}
|
| 15 |
+
},
|
| 16 |
+
"norm_map": {
|
| 17 |
+
"VISUAL": "IDENTITY",
|
| 18 |
+
"STATE": "QUANTILES",
|
| 19 |
+
"ACTION": "QUANTILES"
|
| 20 |
+
}
|
| 21 |
+
},
|
| 22 |
+
"state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"registry_name": "absolute_actions_processor",
|
| 26 |
+
"config": {
|
| 27 |
+
"enabled": false
|
| 28 |
+
}
|
| 29 |
+
},
|
| 30 |
+
{
|
| 31 |
+
"registry_name": "device_processor",
|
| 32 |
+
"config": {
|
| 33 |
+
"device": "cpu",
|
| 34 |
+
"float_dtype": null
|
| 35 |
+
}
|
| 36 |
+
}
|
| 37 |
+
]
|
| 38 |
+
}
|
policy_postprocessor_step_0_unnormalizer_processor.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e26a4e8080856a970b544e19ebad62a8a7de8ee52f29ae7d6646b01cd475e284
|
| 3 |
+
size 4896
|
policy_preprocessor.json
ADDED
|
@@ -0,0 +1,101 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_preprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "rename_observations_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"rename_map": {
|
| 8 |
+
"observation.images.left": "observation.images.left_wrist_0_rgb",
|
| 9 |
+
"observation.images.right": "observation.images.right_wrist_0_rgb"
|
| 10 |
+
}
|
| 11 |
+
}
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"registry_name": "to_batch_processor",
|
| 15 |
+
"config": {}
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"registry_name": "relative_actions_processor",
|
| 19 |
+
"config": {
|
| 20 |
+
"enabled": false,
|
| 21 |
+
"exclude_joints": [
|
| 22 |
+
"gripper"
|
| 23 |
+
],
|
| 24 |
+
"action_names": null
|
| 25 |
+
}
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"registry_name": "normalizer_processor",
|
| 29 |
+
"config": {
|
| 30 |
+
"eps": 1e-08,
|
| 31 |
+
"features": {
|
| 32 |
+
"observation.images.base_0_rgb": {
|
| 33 |
+
"type": "VISUAL",
|
| 34 |
+
"shape": [
|
| 35 |
+
3,
|
| 36 |
+
224,
|
| 37 |
+
224
|
| 38 |
+
]
|
| 39 |
+
},
|
| 40 |
+
"observation.images.left_wrist_0_rgb": {
|
| 41 |
+
"type": "VISUAL",
|
| 42 |
+
"shape": [
|
| 43 |
+
3,
|
| 44 |
+
224,
|
| 45 |
+
224
|
| 46 |
+
]
|
| 47 |
+
},
|
| 48 |
+
"observation.images.right_wrist_0_rgb": {
|
| 49 |
+
"type": "VISUAL",
|
| 50 |
+
"shape": [
|
| 51 |
+
3,
|
| 52 |
+
224,
|
| 53 |
+
224
|
| 54 |
+
]
|
| 55 |
+
},
|
| 56 |
+
"observation.state": {
|
| 57 |
+
"type": "STATE",
|
| 58 |
+
"shape": [
|
| 59 |
+
32
|
| 60 |
+
]
|
| 61 |
+
},
|
| 62 |
+
"action": {
|
| 63 |
+
"type": "ACTION",
|
| 64 |
+
"shape": [
|
| 65 |
+
20
|
| 66 |
+
]
|
| 67 |
+
}
|
| 68 |
+
},
|
| 69 |
+
"norm_map": {
|
| 70 |
+
"VISUAL": "IDENTITY",
|
| 71 |
+
"STATE": "QUANTILES",
|
| 72 |
+
"ACTION": "QUANTILES"
|
| 73 |
+
}
|
| 74 |
+
},
|
| 75 |
+
"state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"registry_name": "pi05_prepare_state_tokenizer_processor_step",
|
| 79 |
+
"config": {}
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"registry_name": "tokenizer_processor",
|
| 83 |
+
"config": {
|
| 84 |
+
"max_length": 200,
|
| 85 |
+
"task_key": "task",
|
| 86 |
+
"padding_side": "right",
|
| 87 |
+
"padding": "max_length",
|
| 88 |
+
"truncation": true,
|
| 89 |
+
"tokenizer_name": "google/paligemma-3b-pt-224",
|
| 90 |
+
"tokenizer_revision": "35e4f46485b4d07967e7e9935bc3786aad50687c"
|
| 91 |
+
}
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"registry_name": "device_processor",
|
| 95 |
+
"config": {
|
| 96 |
+
"device": "cuda",
|
| 97 |
+
"float_dtype": null
|
| 98 |
+
}
|
| 99 |
+
}
|
| 100 |
+
]
|
| 101 |
+
}
|
policy_preprocessor_step_3_normalizer_processor.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e26a4e8080856a970b544e19ebad62a8a7de8ee52f29ae7d6646b01cd475e284
|
| 3 |
+
size 4896
|