Datasets:
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observation.image
imagewidth (px) 84
84
| observation.state
sequence | action
sequence | episode_index
int64 0
799
| frame_index
int64 0
24
| timestamp
float32 0
1.6
| next.reward
float32 -1.75
-0.05
| next.done
bool 2
classes | index
int64 0
20k
| task_index
int64 0
0
|
---|---|---|---|---|---|---|---|---|---|
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End of preview. Expand
in Dataset Viewer.
This dataset was created using LeRobot.
Dataset Structure
{
"codebase_version": "v2.0",
"robot_type": "unknown",
"total_episodes": 800,
"total_frames": 20000,
"total_tasks": 1,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 15,
"splits": {
"train": "0:800"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path": null,
"features": {
"observation.image": {
"dtype": "image",
"shape": [
84,
84,
3
],
"names": [
"height",
"width",
"channel"
]
},
"observation.state": {
"dtype": "float32",
"shape": [
4
],
"names": {
"motors": [
"motor_0",
"motor_1",
"motor_2",
"motor_3"
]
}
},
"action": {
"dtype": "float32",
"shape": [
3
],
"names": {
"motors": [
"motor_0",
"motor_1",
"motor_2"
]
}
},
"episode_index": {
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"shape": [
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],
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},
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},
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},
"next.reward": {
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},
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},
"task_index": {
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],
"names": null
}
}
}
Citation
BibTeX:
@inproceedings{Hansen2022tdmpc,
title={Temporal Difference Learning for Model Predictive Control},
author={Nicklas Hansen and Xiaolong Wang and Hao Su},
booktitle={ICML},
year={2022}
}
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