Upload policy weights, train config and readme
Browse files- README.md +3 -3
- config.json +6 -5
- model.safetensors +2 -2
- train_config.json +28 -10
README.md
CHANGED
|
@@ -5,9 +5,9 @@ license: apache-2.0
|
|
| 5 |
model_name: act
|
| 6 |
pipeline_tag: robotics
|
| 7 |
tags:
|
| 8 |
-
- act
|
| 9 |
- robotics
|
| 10 |
- lerobot
|
|
|
|
| 11 |
---
|
| 12 |
|
| 13 |
# Model Card for act
|
|
@@ -31,7 +31,7 @@ Below is the short version on how to train and run inference/eval:
|
|
| 31 |
### Train from scratch
|
| 32 |
|
| 33 |
```bash
|
| 34 |
-
|
| 35 |
--dataset.repo_id=${HF_USER}/<dataset> \
|
| 36 |
--policy.type=act \
|
| 37 |
--output_dir=outputs/train/<desired_policy_repo_id> \
|
|
@@ -46,7 +46,7 @@ _Writes checkpoints to `outputs/train/<desired_policy_repo_id>/checkpoints/`._
|
|
| 46 |
### Evaluate the policy/run inference
|
| 47 |
|
| 48 |
```bash
|
| 49 |
-
|
| 50 |
--robot.type=so100_follower \
|
| 51 |
--dataset.repo_id=<hf_user>/eval_<dataset> \
|
| 52 |
--policy.path=<hf_user>/<desired_policy_repo_id> \
|
|
|
|
| 5 |
model_name: act
|
| 6 |
pipeline_tag: robotics
|
| 7 |
tags:
|
|
|
|
| 8 |
- robotics
|
| 9 |
- lerobot
|
| 10 |
+
- act
|
| 11 |
---
|
| 12 |
|
| 13 |
# Model Card for act
|
|
|
|
| 31 |
### Train from scratch
|
| 32 |
|
| 33 |
```bash
|
| 34 |
+
lerobot-train \
|
| 35 |
--dataset.repo_id=${HF_USER}/<dataset> \
|
| 36 |
--policy.type=act \
|
| 37 |
--output_dir=outputs/train/<desired_policy_repo_id> \
|
|
|
|
| 46 |
### Evaluate the policy/run inference
|
| 47 |
|
| 48 |
```bash
|
| 49 |
+
lerobot-record \
|
| 50 |
--robot.type=so100_follower \
|
| 51 |
--dataset.repo_id=<hf_user>/eval_<dataset> \
|
| 52 |
--policy.path=<hf_user>/<desired_policy_repo_id> \
|
config.json
CHANGED
|
@@ -1,11 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"type": "act",
|
| 3 |
"n_obs_steps": 1,
|
| 4 |
-
"normalization_mapping": {
|
| 5 |
-
"VISUAL": "MEAN_STD",
|
| 6 |
-
"STATE": "MEAN_STD",
|
| 7 |
-
"ACTION": "MEAN_STD"
|
| 8 |
-
},
|
| 9 |
"input_features": {
|
| 10 |
"observation.state": {
|
| 11 |
"type": "STATE",
|
|
@@ -45,8 +40,14 @@
|
|
| 45 |
"private": null,
|
| 46 |
"tags": null,
|
| 47 |
"license": null,
|
|
|
|
| 48 |
"chunk_size": 100,
|
| 49 |
"n_action_steps": 100,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 50 |
"vision_backbone": "resnet18",
|
| 51 |
"pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
|
| 52 |
"replace_final_stride_with_dilation": false,
|
|
|
|
| 1 |
{
|
| 2 |
"type": "act",
|
| 3 |
"n_obs_steps": 1,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
"input_features": {
|
| 5 |
"observation.state": {
|
| 6 |
"type": "STATE",
|
|
|
|
| 40 |
"private": null,
|
| 41 |
"tags": null,
|
| 42 |
"license": null,
|
| 43 |
+
"pretrained_path": null,
|
| 44 |
"chunk_size": 100,
|
| 45 |
"n_action_steps": 100,
|
| 46 |
+
"normalization_mapping": {
|
| 47 |
+
"VISUAL": "MEAN_STD",
|
| 48 |
+
"STATE": "MEAN_STD",
|
| 49 |
+
"ACTION": "MEAN_STD"
|
| 50 |
+
},
|
| 51 |
"vision_backbone": "resnet18",
|
| 52 |
"pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
|
| 53 |
"replace_final_stride_with_dilation": false,
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:28c25c8b142499cece736bd2025ec8f6e11c6b5b116ea7faad11cb7510cacb82
|
| 3 |
+
size 206699736
|
train_config.json
CHANGED
|
@@ -57,22 +57,32 @@
|
|
| 57 |
1.5
|
| 58 |
]
|
| 59 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 60 |
}
|
| 61 |
}
|
| 62 |
},
|
| 63 |
"revision": null,
|
| 64 |
"use_imagenet_stats": true,
|
| 65 |
-
"video_backend": "torchcodec"
|
|
|
|
| 66 |
},
|
| 67 |
"env": null,
|
| 68 |
"policy": {
|
| 69 |
"type": "act",
|
| 70 |
"n_obs_steps": 1,
|
| 71 |
-
"normalization_mapping": {
|
| 72 |
-
"VISUAL": "MEAN_STD",
|
| 73 |
-
"STATE": "MEAN_STD",
|
| 74 |
-
"ACTION": "MEAN_STD"
|
| 75 |
-
},
|
| 76 |
"input_features": {
|
| 77 |
"observation.state": {
|
| 78 |
"type": "STATE",
|
|
@@ -112,8 +122,14 @@
|
|
| 112 |
"private": null,
|
| 113 |
"tags": null,
|
| 114 |
"license": null,
|
|
|
|
| 115 |
"chunk_size": 100,
|
| 116 |
"n_action_steps": 100,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 117 |
"vision_backbone": "resnet18",
|
| 118 |
"pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
|
| 119 |
"replace_final_stride_with_dilation": false,
|
|
@@ -134,7 +150,7 @@
|
|
| 134 |
"optimizer_weight_decay": 0.0001,
|
| 135 |
"optimizer_lr_backbone": 1e-05
|
| 136 |
},
|
| 137 |
-
"output_dir": "outputs/train/
|
| 138 |
"job_name": "record_test100",
|
| 139 |
"resume": false,
|
| 140 |
"seed": 1000,
|
|
@@ -164,12 +180,14 @@
|
|
| 164 |
"use_async_envs": false
|
| 165 |
},
|
| 166 |
"wandb": {
|
| 167 |
-
"enable":
|
| 168 |
"disable_artifact": false,
|
| 169 |
"project": "lerobot",
|
| 170 |
"entity": null,
|
| 171 |
"notes": null,
|
| 172 |
-
"run_id":
|
| 173 |
"mode": null
|
| 174 |
-
}
|
|
|
|
|
|
|
| 175 |
}
|
|
|
|
| 57 |
1.5
|
| 58 |
]
|
| 59 |
}
|
| 60 |
+
},
|
| 61 |
+
"affine": {
|
| 62 |
+
"weight": 1.0,
|
| 63 |
+
"type": "RandomAffine",
|
| 64 |
+
"kwargs": {
|
| 65 |
+
"degrees": [
|
| 66 |
+
-5.0,
|
| 67 |
+
5.0
|
| 68 |
+
],
|
| 69 |
+
"translate": [
|
| 70 |
+
0.05,
|
| 71 |
+
0.05
|
| 72 |
+
]
|
| 73 |
+
}
|
| 74 |
}
|
| 75 |
}
|
| 76 |
},
|
| 77 |
"revision": null,
|
| 78 |
"use_imagenet_stats": true,
|
| 79 |
+
"video_backend": "torchcodec",
|
| 80 |
+
"streaming": false
|
| 81 |
},
|
| 82 |
"env": null,
|
| 83 |
"policy": {
|
| 84 |
"type": "act",
|
| 85 |
"n_obs_steps": 1,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 86 |
"input_features": {
|
| 87 |
"observation.state": {
|
| 88 |
"type": "STATE",
|
|
|
|
| 122 |
"private": null,
|
| 123 |
"tags": null,
|
| 124 |
"license": null,
|
| 125 |
+
"pretrained_path": null,
|
| 126 |
"chunk_size": 100,
|
| 127 |
"n_action_steps": 100,
|
| 128 |
+
"normalization_mapping": {
|
| 129 |
+
"VISUAL": "MEAN_STD",
|
| 130 |
+
"STATE": "MEAN_STD",
|
| 131 |
+
"ACTION": "MEAN_STD"
|
| 132 |
+
},
|
| 133 |
"vision_backbone": "resnet18",
|
| 134 |
"pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
|
| 135 |
"replace_final_stride_with_dilation": false,
|
|
|
|
| 150 |
"optimizer_weight_decay": 0.0001,
|
| 151 |
"optimizer_lr_backbone": 1e-05
|
| 152 |
},
|
| 153 |
+
"output_dir": "outputs/train/record_test100",
|
| 154 |
"job_name": "record_test100",
|
| 155 |
"resume": false,
|
| 156 |
"seed": 1000,
|
|
|
|
| 180 |
"use_async_envs": false
|
| 181 |
},
|
| 182 |
"wandb": {
|
| 183 |
+
"enable": true,
|
| 184 |
"disable_artifact": false,
|
| 185 |
"project": "lerobot",
|
| 186 |
"entity": null,
|
| 187 |
"notes": null,
|
| 188 |
+
"run_id": "mut3j7l8",
|
| 189 |
"mode": null
|
| 190 |
+
},
|
| 191 |
+
"checkpoint_path": null,
|
| 192 |
+
"rename_map": {}
|
| 193 |
}
|