Upload LIBERO logical state aligned dataset
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +2 -59
- README.md +207 -0
- data_reader_example.png +3 -0
- datasets/libero_10/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_moka_pot_on_it_demo.hdf5 +3 -0
- datasets/libero_10/KITCHEN_SCENE4_put_the_black_bowl_in_the_bottom_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
- datasets/libero_10/KITCHEN_SCENE6_put_the_yellow_and_white_mug_in_the_microwave_and_close_it_demo.hdf5 +3 -0
- datasets/libero_10/KITCHEN_SCENE8_put_both_moka_pots_on_the_stove_demo.hdf5 +3 -0
- datasets/libero_10/LIVING_ROOM_SCENE1_put_both_the_alphabet_soup_and_the_cream_cheese_box_in_the_basket_demo.hdf5 +3 -0
- datasets/libero_10/LIVING_ROOM_SCENE2_put_both_the_alphabet_soup_and_the_tomato_sauce_in_the_basket_demo.hdf5 +3 -0
- datasets/libero_10/LIVING_ROOM_SCENE2_put_both_the_cream_cheese_box_and_the_butter_in_the_basket_demo.hdf5 +3 -0
- datasets/libero_10/LIVING_ROOM_SCENE5_put_the_white_mug_on_the_left_plate_and_put_the_yellow_and_white_mug_on_the_right_plate_demo.hdf5 +3 -0
- datasets/libero_10/LIVING_ROOM_SCENE6_put_the_white_mug_on_the_plate_and_put_the_chocolate_pudding_to_the_right_of_the_plate_demo.hdf5 +3 -0
- datasets/libero_10/STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_back_compartment_of_the_caddy_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_and_put_the_black_bowl_on_top_of_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_put_the_butter_at_the_back_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_put_the_butter_at_the_front_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE1_open_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_and_put_the_bowl_in_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE1_put_the_black_bowl_on_the_plate_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE1_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_back_on_the_plate_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_front_on_the_plate_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_put_the_middle_black_bowl_on_the_plate_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_put_the_middle_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE3_put_the_frying_pan_on_the_stove_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE3_put_the_moka_pot_on_the_stove_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_frying_pan_on_it_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE3_turn_on_the_stove_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_and_open_the_top_drawer_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_put_the_black_bowl_in_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE4_put_the_wine_bottle_on_the_wine_rack_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE5_close_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_on_the_plate_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE5_put_the_ketchup_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE6_close_the_microwave_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE6_put_the_yellow_and_white_mug_to_the_front_of_the_white_mug_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE7_open_the_microwave_demo.hdf5 +3 -0
- datasets/libero_90/KITCHEN_SCENE7_put_the_white_bowl_on_the_plate_demo.hdf5 +3 -0
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data_reader_example.png filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: other
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task_categories:
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- robotics
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- imitation-learning
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tags:
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- libero
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- robotics
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- hdf5
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- logical-state
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- manipulation
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pretty_name: LIBERO Logical State and Action Trajectories
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size_categories:
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- 1K<n<10K
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---
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# LIBERO Logical State and Action Trajectories
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This repository contains LIBERO robot manipulation trajectories augmented with per-frame logical state and logical action annotations.
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The data is stored as HDF5 files under `datasets/`. Each suite has one directory, and each task has one HDF5 file containing multiple demonstrations.
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## Recommended Hugging Face Layout
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Keep the repository organized like this:
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```text
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.
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├── README.md
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├── requirements.txt
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├── visualize_dataset.py
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└── datasets/
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├── libero_10/
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│ └── *_demo.hdf5
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├── libero_90/
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│ └── *_demo.hdf5
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├── libero_goal/
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│ └── *_demo.hdf5
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├── libero_object/
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│ └── *_demo.hdf5
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└── libero_spatial/
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└── *_demo.hdf5
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```
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Use Git LFS for the HDF5 data files. The included `.gitattributes` marks `*.hdf5` files for LFS storage.
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Hugging Face can host this layout directly as a dataset repository. Because the trajectories are HDF5 robot data rather than CSV/JSONL/Parquet rows, the Hub's automatic dataset viewer may not render the contents directly. Use `visualize_dataset.py` for interactive inspection.
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## Dataset Contents
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After filtering trajectories without logical annotations, the dataset contains:
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| Suite | HDF5 files | Demonstrations |
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|---|---:|---:|
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| `libero_10` | 10 | 497 |
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| `libero_90` | 89 | 4429 |
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| `libero_goal` | 10 | 499 |
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| `libero_object` | 10 | 500 |
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| `libero_spatial` | 10 | 500 |
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| **Total** | **129** | **6425** |
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Each HDF5 task file follows this structure:
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```text
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data/
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demo_0/
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actions
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dones
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rewards
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robot_states
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states
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logical_actions
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logical_states
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obs/
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agentview_rgb
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eye_in_hand_rgb
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ee_pos
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ee_ori
|
| 79 |
+
ee_states
|
| 80 |
+
gripper_states
|
| 81 |
+
joint_states
|
| 82 |
+
logical/
|
| 83 |
+
frame_indices
|
| 84 |
+
states
|
| 85 |
+
actions
|
| 86 |
+
demo_1/
|
| 87 |
+
...
|
| 88 |
+
```
|
| 89 |
+
|
| 90 |
+
The top-level `data` group also stores task metadata in HDF5 attributes such as `problem_info`, `env_args`, `env_name`, `num_demos`, and `total`.
|
| 91 |
+
|
| 92 |
+
## Per-Frame Schema
|
| 93 |
+
|
| 94 |
+
For a frame index `i` in `data/demo_N`, the aligned per-frame fields are:
|
| 95 |
+
|
| 96 |
+
| Field | Shape per frame | Description |
|
| 97 |
+
|---|---:|---|
|
| 98 |
+
| `actions[i]` | `(7,)` | Continuous robot action vector. |
|
| 99 |
+
| `dones[i]` | scalar | Episode terminal flag. |
|
| 100 |
+
| `rewards[i]` | scalar | Reward value. |
|
| 101 |
+
| `robot_states[i]` | `(9,)` | Robot state vector. |
|
| 102 |
+
| `states[i]` | variable by task | Full simulator state vector. |
|
| 103 |
+
| `obs/agentview_rgb[i]` | `(128, 128, 3)` | Third-person RGB observation. |
|
| 104 |
+
| `obs/eye_in_hand_rgb[i]` | `(128, 128, 3)` | Wrist camera RGB observation. |
|
| 105 |
+
| `obs/ee_pos[i]` | `(3,)` | End-effector position. |
|
| 106 |
+
| `obs/ee_ori[i]` | `(3,)` | End-effector orientation. |
|
| 107 |
+
| `obs/ee_states[i]` | `(6,)` | Concatenated end-effector state. |
|
| 108 |
+
| `obs/gripper_states[i]` | `(2,)` | Gripper state. |
|
| 109 |
+
| `obs/joint_states[i]` | `(7,)` | Robot joint state. |
|
| 110 |
+
| `logical_actions[i]` | string | Logical action aligned to this raw frame. |
|
| 111 |
+
| `logical_states[i]` | JSON string | Logical predicates aligned to this raw frame. |
|
| 112 |
+
|
| 113 |
+
The `logical/` subgroup preserves the original synced logical arrays:
|
| 114 |
+
|
| 115 |
+
| Field | Description |
|
| 116 |
+
|---|---|
|
| 117 |
+
| `logical/frame_indices` | Raw frame indices corresponding to the synced logical state frames. |
|
| 118 |
+
| `logical/states` | Exact logical state strings copied from `synced_final`. |
|
| 119 |
+
| `logical/actions` | Exact logical action strings copied from `synced_final`. |
|
| 120 |
+
|
| 121 |
+
`logical_states` and `logical_actions` at the demo root are convenience arrays with the same length as the raw trajectory. Terminal frames are forward-filled from the last available logical value when the source logical action array is shorter than the raw frame sequence.
|
| 122 |
+
|
| 123 |
+
## Reading the Data
|
| 124 |
+
|
| 125 |
+
Minimal Python example:
|
| 126 |
+
|
| 127 |
+
```python
|
| 128 |
+
import json
|
| 129 |
+
import h5py
|
| 130 |
+
|
| 131 |
+
path = "datasets/libero_10/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_moka_pot_on_it_demo.hdf5"
|
| 132 |
+
|
| 133 |
+
with h5py.File(path, "r") as f:
|
| 134 |
+
demo = f["data/demo_0"]
|
| 135 |
+
frame = 10
|
| 136 |
+
|
| 137 |
+
agentview = demo["obs/agentview_rgb"][frame]
|
| 138 |
+
eye_in_hand = demo["obs/eye_in_hand_rgb"][frame]
|
| 139 |
+
robot_action = demo["actions"][frame]
|
| 140 |
+
logical_action = demo["logical_actions"][frame].decode("utf-8")
|
| 141 |
+
logical_state = json.loads(demo["logical_states"][frame].decode("utf-8"))
|
| 142 |
+
|
| 143 |
+
print(logical_action)
|
| 144 |
+
print(logical_state)
|
| 145 |
+
print(robot_action)
|
| 146 |
+
print(agentview.shape, eye_in_hand.shape)
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
## Visualization App
|
| 150 |
+
|
| 151 |
+
The repository includes a browser-based HDF5 reader with no web framework dependency. It uses Python's standard HTTP server plus `h5py`, `numpy`, and `Pillow`.
|
| 152 |
+
|
| 153 |
+

|
| 154 |
+
|
| 155 |
+
Install dependencies:
|
| 156 |
+
|
| 157 |
+
```bash
|
| 158 |
+
python3 -m pip install -r requirements.txt
|
| 159 |
+
```
|
| 160 |
+
|
| 161 |
+
Run the viewer:
|
| 162 |
+
|
| 163 |
+
```bash
|
| 164 |
+
python3 visualize_dataset.py --host 127.0.0.1 --port 8000
|
| 165 |
+
```
|
| 166 |
+
|
| 167 |
+
By default, the viewer looks for `datasets/` next to `visualize_dataset.py`, so it still works if the repository folder is renamed. Use `--datasets-dir /path/to/datasets` only when the data is stored elsewhere.
|
| 168 |
+
|
| 169 |
+
Path note: keep `visualize_dataset.py` and `datasets/` in the same repository root when possible. If you move the HDF5 files, pass the new dataset directory explicitly:
|
| 170 |
+
|
| 171 |
+
```bash
|
| 172 |
+
python3 visualize_dataset.py --datasets-dir /absolute/path/to/datasets --host 127.0.0.1 --port 8000
|
| 173 |
+
```
|
| 174 |
+
|
| 175 |
+
Open:
|
| 176 |
+
|
| 177 |
+
```text
|
| 178 |
+
http://127.0.0.1:8000
|
| 179 |
+
```
|
| 180 |
+
|
| 181 |
+
The app supports suite, task, demo, and frame selection, playback controls, both RGB camera streams, logical action, formatted logical predicates, and robot action/state values.
|
| 182 |
+
|
| 183 |
+
## Data Processing Notes
|
| 184 |
+
|
| 185 |
+
The logical labels were merged from files named like:
|
| 186 |
+
|
| 187 |
+
```text
|
| 188 |
+
synced_final/{suite}_{task_id}_{demo_id}_pairs.hdf5
|
| 189 |
+
```
|
| 190 |
+
|
| 191 |
+
into the corresponding HDF5 files under `datasets/{suite}/`. The merge script validates task-file correspondence using RGB frame equality before writing logical fields.
|
| 192 |
+
|
| 193 |
+
The current dataset has already been merged and filtered. Demos without logical annotations were removed, remaining demos were renumbered contiguously, and `num_demos` / `total` attributes were updated.
|
| 194 |
+
|
| 195 |
+
## Intended Use
|
| 196 |
+
|
| 197 |
+
This dataset is intended for research on robot manipulation, imitation learning, planning-conditioned policies, language/logical-state grounding, and analysis of action/state abstractions in LIBERO demonstrations.
|
| 198 |
+
|
| 199 |
+
## Limitations
|
| 200 |
+
|
| 201 |
+
- The logical annotations are aligned to existing rendered/simulator frames and should be treated as derived labels.
|
| 202 |
+
- HDF5 files are not automatically previewable in the Hugging Face dataset viewer like tabular formats.
|
| 203 |
+
- Users should verify compatibility with their downstream LIBERO or imitation-learning pipeline, especially if the pipeline assumes exactly 50 demos per task.
|
| 204 |
+
|
| 205 |
+
## Citation
|
| 206 |
+
|
| 207 |
+
If you use the underlying LIBERO data, cite the original LIBERO benchmark according to its license and citation requirements. Add the citation for this augmented logical-state version here before publishing if applicable.
|
data_reader_example.png
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|
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datasets/libero_90/KITCHEN_SCENE1_put_the_black_bowl_on_the_plate_demo.hdf5
ADDED
|
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|
|
|
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ADDED
|
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|
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datasets/libero_90/KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_demo.hdf5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
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|
|
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datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_back_on_the_plate_demo.hdf5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_front_on_the_plate_demo.hdf5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
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datasets/libero_90/KITCHEN_SCENE2_put_the_middle_black_bowl_on_the_plate_demo.hdf5
ADDED
|
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|
|
|
|
|
|
|
|
|
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| 1 |
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