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1
+ ---
2
+ license: apache-2.0
3
+ task_categories:
4
+ - robotics
5
+ tags:
6
+ - LeRobot
7
+ configs:
8
+ - config_name: default
9
+ data_files: data/*/*.parquet
10
+ ---
11
+
12
+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
13
+
14
+
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+ <a class="flex" href="https://huggingface.co/spaces/lerobot/visualize_dataset?path=ankile/real01b-routing-d1-baseline-uniform-r9-umirel-ef50cov50-nocf">
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+ <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl.svg"/>
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+ <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl-dark.svg"/>
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+ </a>
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+
20
+
21
+ ## Dataset Description
22
+
23
+
24
+
25
+ - **Homepage:** [More Information Needed]
26
+ - **Paper:** [More Information Needed]
27
+ - **License:** apache-2.0
28
+
29
+ ## Dataset Structure
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+
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+ [meta/info.json](meta/info.json):
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+ ```json
33
+ {
34
+ "codebase_version": "v3.0",
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+ "fps": 15,
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+ "features": {
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+ "observation.state": {
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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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+ "cart_pos_x",
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+ "cart_pos_y",
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+ "cart_pos_z",
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+ "cart_rot_x",
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+ "cart_rot_y",
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+ "cart_rot_z",
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+ "gripper_position"
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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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+ "vel_x",
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+ "vel_y",
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+ "vel_z",
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+ "vel_roll",
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+ "vel_pitch",
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+ "vel_yaw",
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+ "gripper_action"
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+ ]
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+ },
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+ "steps_to_go": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "steps_to_go"
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+ ]
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+ },
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+ "source": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "source_id"
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+ ]
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+ },
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+ "intervention": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "intervention_flag"
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+ ]
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+ },
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+ "success": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "success_flag"
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+ ]
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+ },
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+ "is_valid": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "is_valid_flag"
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+ ]
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+ },
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+ "reward": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "reward"
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+ ]
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+ },
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+ "done": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "done_flag"
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+ ]
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+ },
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+ "arm_id": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "arm_id"
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+ ]
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+ },
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+ "policy_id": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "policy_id"
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+ ]
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+ },
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "manifest_idx"
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+ ]
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+ },
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+ "rope_x": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "rope_x"
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+ ]
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+ },
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+ "clip_left_x": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_left_x"
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+ ]
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+ },
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+ "clip_left_y": {
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+ 1
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+ ],
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+ "names": [
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+ "clip_left_y"
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+ ]
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+ },
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+ "clip_left_yaw": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_left_yaw"
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+ ]
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+ },
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+ "clip_left_oidx": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_left_oidx"
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+ ]
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+ },
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+ "clip_right_x": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_right_x"
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+ ]
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+ },
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+ "clip_right_y": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_right_y"
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+ ]
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+ },
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+ "clip_right_yaw": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_right_yaw"
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+ ]
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+ },
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+ "clip_right_oidx": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "clip_right_oidx"
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+ ]
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+ },
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+ "action.cartesian_velocity": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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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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+ ]
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+ },
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+ "action.cartesian_position": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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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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+ ]
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+ },
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+ "action.joint_velocity": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "action.joint_position": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "action.gripper_position": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "gripper"
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+ ]
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+ },
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+ "action.gripper_velocity": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "gripper"
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+ ]
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+ },
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+ "observation.state.cartesian_position": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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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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+ ]
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+ },
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "observation.state.joint_velocity": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "observation.state.cartesian_velocity": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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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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+ ]
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+ },
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+ "observation.state.gripper_position": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": [
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+ "gripper"
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+ ]
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+ },
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+ "telemetry.franka.motor_torques_external": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "telemetry.franka.ee_wrench": {
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+ "dtype": "float32",
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+ "shape": [
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+ 6
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+ ],
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+ "names": [
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+ "fx",
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+ "fy",
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+ "fz",
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+ "mx",
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+ "my",
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+ "mz"
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+ ]
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+ },
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+ "telemetry.franka.motor_torques_measured": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "telemetry.franka.joint_torques_computed": {
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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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+ "joint_0",
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+ "joint_1",
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+ "joint_2",
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+ "joint_3",
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+ "joint_4",
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+ "joint_5",
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+ "joint_6"
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+ ]
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+ },
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+ "observation.images.wrist_left": {
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+ "dtype": "video",
442
+ "shape": [
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+ 480,
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+ 640,
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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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+ "channels"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 15,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
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+ }
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+ },
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+ "observation.images.wrist_right": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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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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+ "channels"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 15,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
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+ }
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+ },
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+ "observation.images.side_1": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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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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+ "channels"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 15,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
525
+ }
526
+ },
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+ "observation.images.side_2": {
528
+ "dtype": "video",
529
+ "shape": [
530
+ 480,
531
+ 640,
532
+ 3
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+ ],
534
+ "names": [
535
+ "height",
536
+ "width",
537
+ "channels"
538
+ ],
539
+ "info": {
540
+ "video.height": 480,
541
+ "video.width": 640,
542
+ "video.codec": "av1",
543
+ "video.pix_fmt": "yuv420p",
544
+ "video.fps": 15,
545
+ "video.channels": 3,
546
+ "has_audio": false,
547
+ "video.g": 2,
548
+ "video.crf": 30,
549
+ "video.preset": 12,
550
+ "video.fast_decode": 0,
551
+ "video.video_backend": "pyav",
552
+ "video.extra_options": {},
553
+ "is_depth_map": false
554
+ }
555
+ },
556
+ "timestamp": {
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+ "dtype": "float32",
558
+ "shape": [
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+ 1
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+ ],
561
+ "names": null
562
+ },
563
+ "frame_index": {
564
+ "dtype": "int64",
565
+ "shape": [
566
+ 1
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+ ],
568
+ "names": null
569
+ },
570
+ "episode_index": {
571
+ "dtype": "int64",
572
+ "shape": [
573
+ 1
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+ ],
575
+ "names": null
576
+ },
577
+ "index": {
578
+ "dtype": "int64",
579
+ "shape": [
580
+ 1
581
+ ],
582
+ "names": null
583
+ },
584
+ "task_index": {
585
+ "dtype": "int64",
586
+ "shape": [
587
+ 1
588
+ ],
589
+ "names": null
590
+ }
591
+ },
592
+ "total_episodes": 100,
593
+ "total_frames": 40672,
594
+ "total_tasks": 1,
595
+ "chunks_size": 1000,
596
+ "data_files_size_in_mb": 100,
597
+ "video_files_size_in_mb": 200,
598
+ "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
599
+ "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
600
+ "robot_type": "franka",
601
+ "splits": {
602
+ "train": "0:100"
603
+ }
604
+ }
605
+ ```
606
+
607
+
608
+ ## Citation
609
+
610
+ **BibTeX:**
611
+
612
+ ```bibtex
613
+ [More Information Needed]
614
+ ```