Add LIBERO subset dataset with properly embedded images
Browse files- README.md +27 -0
- meta/episodes.jsonl +30 -0
- meta/info.json +114 -0
- meta/stats.json +152 -0
- meta/tasks.jsonl +3 -0
README.md
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---
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license: apache-2.0
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tags: ['robotics', 'manipulation', 'libero', 'bowl-tasks']
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task_categories:
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- robotics
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---
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# vgyuan/test_lerobot_libero_fixed
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This dataset is a subset of lerobot/libero_goal_image containing the following tasks:
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- put the bowl on the plate
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- open the middle drawer of the cabinet
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- put the bowl on the stove
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## Dataset Structure
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- `data/chunk-000/`: Contains parquet files for each episode (episode_XXXXXX.parquet)
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- `meta/`: Contains metadata files (info.json, episodes.jsonl, tasks.jsonl, stats.json)
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## Usage
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```python
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from lerobot.datasets.lerobot_dataset import LeRobotDataset
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dataset = LeRobotDataset("vgyuan/test_lerobot_libero_fixed")
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```
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## Dataset Features
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This dataset contains robot manipulation demonstrations with visual and proprioceptive observations.
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Each episode includes RGB images from multiple cameras and robot state information.
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meta/episodes.jsonl
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{"episode_index": 0, "tasks": ["put the bowl on the plate"], "length": 112}
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{"episode_index": 1, "tasks": ["put the bowl on the stove"], "length": 103}
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{"episode_index": 2, "tasks": ["put the bowl on the stove"], "length": 111}
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{"episode_index": 3, "tasks": ["put the bowl on the stove"], "length": 104}
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{"episode_index": 4, "tasks": ["open the middle drawer of the cabinet"], "length": 136}
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{"episode_index": 5, "tasks": ["put the bowl on the stove"], "length": 104}
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{"episode_index": 6, "tasks": ["open the middle drawer of the cabinet"], "length": 138}
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{"episode_index": 7, "tasks": ["open the middle drawer of the cabinet"], "length": 131}
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{"episode_index": 8, "tasks": ["put the bowl on the stove"], "length": 94}
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{"episode_index": 9, "tasks": ["open the middle drawer of the cabinet"], "length": 136}
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{"episode_index": 10, "tasks": ["put the bowl on the plate"], "length": 87}
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{"episode_index": 11, "tasks": ["put the bowl on the stove"], "length": 91}
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{"episode_index": 12, "tasks": ["put the bowl on the plate"], "length": 103}
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{"episode_index": 13, "tasks": ["put the bowl on the plate"], "length": 106}
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{"episode_index": 14, "tasks": ["put the bowl on the plate"], "length": 105}
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{"episode_index": 15, "tasks": ["open the middle drawer of the cabinet"], "length": 141}
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{"episode_index": 16, "tasks": ["open the middle drawer of the cabinet"], "length": 143}
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{"episode_index": 17, "tasks": ["put the bowl on the stove"], "length": 99}
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{"episode_index": 18, "tasks": ["put the bowl on the plate"], "length": 90}
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{"episode_index": 19, "tasks": ["put the bowl on the plate"], "length": 92}
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{"episode_index": 20, "tasks": ["put the bowl on the plate"], "length": 90}
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{"episode_index": 21, "tasks": ["put the bowl on the stove"], "length": 95}
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{"episode_index": 22, "tasks": ["put the bowl on the plate"], "length": 84}
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{"episode_index": 23, "tasks": ["open the middle drawer of the cabinet"], "length": 143}
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{"episode_index": 24, "tasks": ["put the bowl on the plate"], "length": 93}
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{"episode_index": 25, "tasks": ["open the middle drawer of the cabinet"], "length": 140}
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{"episode_index": 26, "tasks": ["open the middle drawer of the cabinet"], "length": 127}
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{"episode_index": 27, "tasks": ["open the middle drawer of the cabinet"], "length": 124}
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{"episode_index": 28, "tasks": ["put the bowl on the stove"], "length": 92}
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{"episode_index": 29, "tasks": ["put the bowl on the stove"], "length": 92}
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meta/info.json
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@@ -0,0 +1,114 @@
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{
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"codebase_version": "v2.1",
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"robot_type": "panda",
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"total_episodes": 30,
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"total_frames": 3306,
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"total_tasks": 3,
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"total_videos": 0,
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"total_chunks": 1,
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"chunks_size": 1000,
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"fps": 10,
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"splits": {
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"train": "0:30"
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},
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"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
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"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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"features": {
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"observation.images.image": {
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"dtype": "image",
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"shape": [
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256,
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256,
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3
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],
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"names": [
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"height",
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"width",
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"channel"
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]
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},
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"observation.images.wrist_image": {
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"dtype": "image",
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"shape": [
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256,
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256,
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3
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],
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"names": [
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"height",
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"width",
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"channel"
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]
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},
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"observation.state": {
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"dtype": "float32",
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"shape": [
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8
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],
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"names": {
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"motors": [
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"x",
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"y",
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"z",
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"rx",
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"ry",
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"rz",
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"rw",
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"gripper"
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]
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}
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},
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"action": {
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"dtype": "float32",
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"shape": [
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7
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],
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"names": {
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"motors": [
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"x",
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"y",
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"z",
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"roll",
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"pitch",
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"yaw",
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"gripper"
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]
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}
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},
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"timestamp": {
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| 79 |
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"dtype": "float32",
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"shape": [
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1
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| 82 |
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],
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| 83 |
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"names": null
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| 84 |
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},
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| 85 |
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"frame_index": {
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| 86 |
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"dtype": "int64",
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| 87 |
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"shape": [
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| 88 |
+
1
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| 89 |
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],
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| 90 |
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"names": null
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| 91 |
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},
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| 92 |
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"episode_index": {
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| 93 |
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"dtype": "int64",
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| 94 |
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"shape": [
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| 95 |
+
1
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| 96 |
+
],
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| 97 |
+
"names": null
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| 98 |
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},
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| 99 |
+
"index": {
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| 100 |
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"dtype": "int64",
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| 101 |
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"shape": [
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| 102 |
+
1
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| 103 |
+
],
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| 104 |
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"names": null
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| 105 |
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},
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| 106 |
+
"task_index": {
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| 107 |
+
"dtype": "int64",
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| 108 |
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"shape": [
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| 109 |
+
1
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| 110 |
+
],
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| 111 |
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"names": null
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| 112 |
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}
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| 113 |
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}
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}
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meta/stats.json
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{
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"observation.state": {
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| 3 |
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"mean": [
|
| 4 |
+
-0.06093160808086395,
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| 5 |
+
0.014375866390764713,
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| 6 |
+
1.0530245304107666,
|
| 7 |
+
2.626190423965454,
|
| 8 |
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0.4682716131210327,
|
| 9 |
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-0.39299729466438293,
|
| 10 |
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0.02874021977186203,
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| 11 |
+
-0.029124196618795395
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| 12 |
+
],
|
| 13 |
+
"std": [
|
| 14 |
+
0.09217885881662369,
|
| 15 |
+
0.08780550956726074,
|
| 16 |
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0.08039392530918121,
|
| 17 |
+
0.6720895171165466,
|
| 18 |
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0.7248896360397339,
|
| 19 |
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0.3717387318611145,
|
| 20 |
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0.015736285597085953,
|
| 21 |
+
0.015532152727246284
|
| 22 |
+
],
|
| 23 |
+
"max": [
|
| 24 |
+
0.11543185263872147,
|
| 25 |
+
0.2695508897304535,
|
| 26 |
+
1.1863718032836914,
|
| 27 |
+
3.200746774673462,
|
| 28 |
+
1.863681674003601,
|
| 29 |
+
0.249241903424263,
|
| 30 |
+
0.041229505091905594,
|
| 31 |
+
-0.001341814873740077
|
| 32 |
+
],
|
| 33 |
+
"min": [
|
| 34 |
+
-0.27576500177383423,
|
| 35 |
+
-0.15743714570999146,
|
| 36 |
+
0.9099432826042175,
|
| 37 |
+
1.1881272792816162,
|
| 38 |
+
-0.6273231506347656,
|
| 39 |
+
-1.3271621465682983,
|
| 40 |
+
0.0013692978536710143,
|
| 41 |
+
-0.04178508743643761
|
| 42 |
+
]
|
| 43 |
+
},
|
| 44 |
+
"action": {
|
| 45 |
+
"mean": [
|
| 46 |
+
0.07614069432020187,
|
| 47 |
+
0.07843457162380219,
|
| 48 |
+
-0.2148124724626541,
|
| 49 |
+
-0.022702885791659355,
|
| 50 |
+
0.02199183776974678,
|
| 51 |
+
0.045215267688035965,
|
| 52 |
+
-0.4180278182029724
|
| 53 |
+
],
|
| 54 |
+
"std": [
|
| 55 |
+
0.39904680848121643,
|
| 56 |
+
0.322393536567688,
|
| 57 |
+
0.47092947363853455,
|
| 58 |
+
0.04447637498378754,
|
| 59 |
+
0.08073650300502777,
|
| 60 |
+
0.09787865728139877,
|
| 61 |
+
0.9084247946739197
|
| 62 |
+
],
|
| 63 |
+
"max": [
|
| 64 |
+
0.9375,
|
| 65 |
+
0.9375,
|
| 66 |
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0.9375,
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| 70 |
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1.0
|
| 71 |
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| 80 |
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| 81 |
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|
| 82 |
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|
| 83 |
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|
| 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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"frame_index": {
|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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| 101 |
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|
| 102 |
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|
| 103 |
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| 104 |
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142.0
|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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"episode_index": {
|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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| 115 |
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|
| 116 |
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|
| 117 |
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| 118 |
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29.0
|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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},
|
| 124 |
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"index": {
|
| 125 |
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|
| 126 |
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1652.5
|
| 127 |
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],
|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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| 132 |
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3305.0
|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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]
|
| 137 |
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|
| 138 |
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"task_index": {
|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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| 146 |
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|
| 147 |
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|
| 148 |
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"min": [
|
| 149 |
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|
| 150 |
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]
|
| 151 |
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}
|
| 152 |
+
}
|
meta/tasks.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"task_index": 0, "task": "put the bowl on the plate"}
|
| 2 |
+
{"task_index": 1, "task": "open the middle drawer of the cabinet"}
|
| 3 |
+
{"task_index": 2, "task": "put the bowl on the stove"}
|