Publish validated ViaCatalyst community LeRobot conversion
Browse files- README.md +128 -0
- UPSTREAM_LICENSE.md +13 -0
- bundle-manifest.external.json +1122 -0
- bundle-manifest.json +1116 -0
- data/chunk-000/file-000.parquet +3 -0
- meta/episodes/chunk-000/file-000.parquet +3 -0
- meta/info.json +189 -0
- meta/stats.json +990 -0
- meta/tasks.parquet +3 -0
- provenance.json +29 -0
- validation-report.json +1038 -0
- videos/observation.images.agentview_image/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.robot0_eye_in_hand_image/chunk-000/file-000.mp4 +3 -0
README.md
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| 1 |
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---
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| 2 |
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license: cc-by-4.0
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pretty_name: "MimicGen Square D0 — verified multimodal LeRobot v3 reference subset"
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task_categories:
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- robotics
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tags:
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- LeRobot
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- robotics
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- imitation-learning
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- offline-rl
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- multimodal
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- mimicgen
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- community-conversion
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- v3.0
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---
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# MimicGen Square D0 — verified multimodal LeRobot v3 reference subset
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[](https://byod.viacatalyst.com)
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> Community conversion produced by ViaCatalyst BYOD. This repository is not an official upstream release and is not affiliated with the MimicGen authors.
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This is a compact, provenance-complete conversion of the first 10 episodes from the pinned MimicGen Square D0 core HDF5 file. It provides a reproducible **multimodal** LeRobot v3 reference dataset and conversion-quality example.
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## At a glance
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| Property | Value |
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|---|---:|
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| LeRobot format | `v3.0` |
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| Robot | Panda |
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| Task | Assemble the square nut on its matching peg |
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| Episodes | 10 |
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| Frames | 1,444 |
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| Duration | 72.20 seconds |
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| FPS | 20 |
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| Observation modalities | State + 2 RGB camera streams |
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| RGB streams | `agentview_image`, `robot0_eye_in_hand_image` |
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| Image resolution | 84 × 84 × 3, H.264 |
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| Action / state dimension | 7 / 59 |
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| Official LeRobot reader | Passed with LeRobot `0.6.0` |
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## Features and source mapping
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| LeRobot feature | dtype | shape | Source mapping |
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|---|---|---:|---|
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| `action` | `float32` | `[7]` | Direct per-frame copy from each demonstration's `actions` dataset, with a float32 cast only |
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| `observation.state` | `float32` | `[59]` | Deterministic concatenation of numeric `obs/*` vectors; names are documented in `meta/info.json` |
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| `observation.images.agentview_image` | video | `[84, 84, 3]` | Aligned RGB frames from `obs/agentview_image`, encoded H.264 at 20 FPS |
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| `observation.images.robot0_eye_in_hand_image` | video | `[84, 84, 3]` | Aligned RGB frames from `obs/robot0_eye_in_hand_image`, encoded H.264 at 20 FPS |
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| `episode_index` / `frame_index` | `int64` | `[1]` | Preserved HDF5 episode boundaries and zero-based frame positions |
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| `timestamp` | `float32` | `[1]` | `frame_index / 20` seconds |
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| `task_index` | `int64` | `[1]` | Maps to the Square task in `meta/tasks.parquet` |
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### Original-action preservation
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The conversion reads the original `actions` array for every selected episode and writes each row directly to `action`. It does **not** replay a learned policy, regenerate actions, interpolate action values, or relabel demonstrations. The two camera streams are retained only when aligned to their episode frames; output timestamps are normalized to the declared 20 FPS.
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## Validation evidence
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The complete machine-readable evidence is in [`validation-report.json`](validation-report.json). All eight critical automated checks passed:
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- Dataset metadata counts
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- Parquet schema and frame count
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- Episode boundaries and timestamp regularity
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- Feature dimensions and finite values
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- LeRobot v3 relational metadata
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- Video-frame alignment
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- License and provenance completeness
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- Official LeRobot reader smoke test
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The readiness score is **84/100 — Review recommended**. Two medium-confidence statistical signals are disclosed: `observation.state` has an 84.76% robust-outlier frame rate and `action` has a 4.85% rate. These are robust distribution signals, not proof of corruption; review the feature-level evidence before training.
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## Source, revision, and integrity
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- Source dataset: [`amandlek/mimicgen_datasets`](https://huggingface.co/datasets/amandlek/mimicgen_datasets)
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- Pinned source revision: [`33016f8a62c02334f929f2913af8fdd2a8a129e1`](https://huggingface.co/datasets/amandlek/mimicgen_datasets/tree/33016f8a62c02334f929f2913af8fdd2a8a129e1)
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- Source file: `core/square_d0.hdf5`
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- Source file size: `1,621,351,476` bytes
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- Source SHA-256: `41fc24bce0f88343099c0b1b5bf6eee08cbc35851e71276d4509a01c9b75481c`
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- Converter adapter: `mimicgen` adapter `1.0.0`
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- Converter code revision: `4230bc4b56abe85116b202398b1a625a81c1c55c`
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Additional audit files: [`provenance.json`](provenance.json), [`bundle-manifest.json`](bundle-manifest.json), [`bundle-manifest.external.json`](bundle-manifest.external.json), and [`UPSTREAM_LICENSE.md`](UPSTREAM_LICENSE.md).
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## License and attribution
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The upstream MimicGen project states that its datasets are released under [`CC-BY 4.0`](https://huggingface.co/datasets/amandlek/mimicgen_datasets/blob/33016f8a62c02334f929f2913af8fdd2a8a129e1/README.md). This conversion retains that identifier, attribution, and citation. Conversion does not transfer ownership, create affiliation, or replace upstream terms.
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## Intended use
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- Testing multimodal LeRobot v3 readers, video handling, and data pipelines
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- Small offline imitation-learning or educational experiments
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- Reproducible HDF5-to-LeRobot conversion evaluation
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- Comparing schema, provenance, and validation tooling across state and camera streams
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## Limitations
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- This is a community conversion, not an official upstream release.
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- It contains only the first 10 episodes from the pinned Square D0 core file, not the complete MimicGen corpus or full Square D0 split.
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- It retains only adapter-recognized state, action, and RGB streams; inspect `meta/info.json` before training.
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- Statistical quality signals require domain-aware review before training.
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- Automated validation does not measure policy performance, simulation transfer, or task success.
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## Load with LeRobot
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```python
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from lerobot.datasets.lerobot_dataset import LeRobotDataset
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dataset = LeRobotDataset("ViaCatalyst/mimicgen-square-d0-lerobot-v3")
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print(dataset.meta.total_episodes, dataset.meta.total_frames)
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```
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## Conversion tooling
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Converted and validated with the [ViaCatalyst BYOD Processing Platform](https://byod.viacatalyst.com), a free workflow for converting robotics datasets to LeRobot format. For high-volume datasets, contact ViaCatalyst support through the platform.
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## Citation
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Please cite the original MimicGen work:
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```bibtex
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@inproceedings{mandlekar2023mimicgen,
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title={MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrations},
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author={Mandlekar, Ajay and Nasiriany, Soroush and Wen, Bowen and Akinola, Iretiayo and Narang, Yashraj and Fan, Linxi and Zhu, Yuke and Fox, Dieter},
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booktitle={7th Annual Conference on Robot Learning},
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year={2023}
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}
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```
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UPSTREAM_LICENSE.md
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# Upstream license and attribution
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- License identifier: `cc-by-4.0`
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- Source dataset: `amandlek/mimicgen_datasets`
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- Source URL: https://huggingface.co/datasets/amandlek/mimicgen_datasets
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- Source revision: `33016f8a62c02334f929f2913af8fdd2a8a129e1`
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- License text/terms: https://huggingface.co/datasets/amandlek/mimicgen_datasets/blob/33016f8a62c02334f929f2913af8fdd2a8a129e1/README.md
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## Attribution
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Source data by amandlek/mimicgen_datasets; preserve its dataset card and citations.
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This file records upstream terms; the conversion does not relicense the source data.
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meta/stats.json
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|
| 1 |
+
{
|
| 2 |
+
"action": {
|
| 3 |
+
"count": [
|
| 4 |
+
1444
|
| 5 |
+
],
|
| 6 |
+
"max": [
|
| 7 |
+
1.0,
|
| 8 |
+
1.0,
|
| 9 |
+
1.0,
|
| 10 |
+
0.5515197515487671,
|
| 11 |
+
0.35420164465904236,
|
| 12 |
+
1.0,
|
| 13 |
+
1.0
|
| 14 |
+
],
|
| 15 |
+
"mean": [
|
| 16 |
+
0.17313588891425713,
|
| 17 |
+
0.05278166261643663,
|
| 18 |
+
-0.05723642615741578,
|
| 19 |
+
-0.0031905117002364695,
|
| 20 |
+
0.021607495018220495,
|
| 21 |
+
-8.679781663442977e-05,
|
| 22 |
+
0.06925207756232687
|
| 23 |
+
],
|
| 24 |
+
"min": [
|
| 25 |
+
-1.0,
|
| 26 |
+
-1.0,
|
| 27 |
+
-1.0,
|
| 28 |
+
-0.3037758469581604,
|
| 29 |
+
-0.9389411807060242,
|
| 30 |
+
-1.0,
|
| 31 |
+
-1.0
|
| 32 |
+
],
|
| 33 |
+
"q01": [
|
| 34 |
+
-0.9992339193820954,
|
| 35 |
+
-1.0,
|
| 36 |
+
-0.8805870932340621,
|
| 37 |
+
-0.1599167563021183,
|
| 38 |
+
-0.17506131336092948,
|
| 39 |
+
-0.9825296169519424,
|
| 40 |
+
-1.0
|
| 41 |
+
],
|
| 42 |
+
"q10": [
|
| 43 |
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-0.41011395752429963,
|
| 44 |
+
-0.341719114780426,
|
| 45 |
+
-0.5554994165897369,
|
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provenance.json
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"sourceCitation": "@inproceedings{mandlekar2023mimicgen,\n title={MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrations},\n author={Mandlekar, Ajay and Nasiriany, Soroush and Wen, Bowen and Akinola, Iretiayo and Narang, Yashraj and Fan, Linxi and Zhu, Yuke and Fox, Dieter},\n booktitle={7th Annual Conference on Robot Learning},\n year={2023}\n}",
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|
|
|
| 1 |
+
{
|
| 2 |
+
"adapter": {
|
| 3 |
+
"actionKey": "actions",
|
| 4 |
+
"episodeCount": 10,
|
| 5 |
+
"frameCount": 1444,
|
| 6 |
+
"media": [
|
| 7 |
+
{
|
| 8 |
+
"episodeCount": 10,
|
| 9 |
+
"feature": "observation.images.agentview_image",
|
| 10 |
+
"kind": "rgb",
|
| 11 |
+
"shape": [
|
| 12 |
+
84,
|
| 13 |
+
84,
|
| 14 |
+
3
|
| 15 |
+
],
|
| 16 |
+
"sourceKey": "obs/agentview_image"
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"episodeCount": 10,
|
| 20 |
+
"feature": "observation.images.robot0_eye_in_hand_image",
|
| 21 |
+
"kind": "rgb",
|
| 22 |
+
"shape": [
|
| 23 |
+
84,
|
| 24 |
+
84,
|
| 25 |
+
3
|
| 26 |
+
],
|
| 27 |
+
"sourceKey": "obs/robot0_eye_in_hand_image"
|
| 28 |
+
}
|
| 29 |
+
],
|
| 30 |
+
"source": "square_d0.hdf5",
|
| 31 |
+
"stateKeys": "auto",
|
| 32 |
+
"type": "mimicgen",
|
| 33 |
+
"version": "1.0.0"
|
| 34 |
+
},
|
| 35 |
+
"checks": [
|
| 36 |
+
{
|
| 37 |
+
"category": "metadata",
|
| 38 |
+
"evidence": {
|
| 39 |
+
"episodes": 10,
|
| 40 |
+
"fps": 20,
|
| 41 |
+
"frames": 1444
|
| 42 |
+
},
|
| 43 |
+
"name": "metadata_counts",
|
| 44 |
+
"severity": "critical",
|
| 45 |
+
"status": "passed",
|
| 46 |
+
"title": "Dataset metadata counts"
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"category": "schema",
|
| 50 |
+
"evidence": {
|
| 51 |
+
"framesRead": 1444,
|
| 52 |
+
"requiredColumns": 7
|
| 53 |
+
},
|
| 54 |
+
"name": "parquet_schema_and_counts",
|
| 55 |
+
"severity": "critical",
|
| 56 |
+
"status": "passed",
|
| 57 |
+
"title": "Parquet schema and frame count"
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"category": "timeline",
|
| 61 |
+
"evidence": {
|
| 62 |
+
"episodesChecked": 10,
|
| 63 |
+
"longestEpisodeFrames": 172,
|
| 64 |
+
"shortestEpisodeFrames": 135
|
| 65 |
+
},
|
| 66 |
+
"name": "episode_boundaries_and_timestamps",
|
| 67 |
+
"severity": "critical",
|
| 68 |
+
"status": "passed",
|
| 69 |
+
"title": "Episode boundaries and timestamps"
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"category": "features",
|
| 73 |
+
"evidence": {
|
| 74 |
+
"featuresChecked": 4,
|
| 75 |
+
"framesChecked": 1444
|
| 76 |
+
},
|
| 77 |
+
"name": "feature_dimensions_and_finite_values",
|
| 78 |
+
"severity": "critical",
|
| 79 |
+
"status": "passed",
|
| 80 |
+
"title": "Feature dimensions and finite values"
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"category": "metadata",
|
| 84 |
+
"evidence": {
|
| 85 |
+
"episodeRows": 10,
|
| 86 |
+
"taskMetadataPresent": true
|
| 87 |
+
},
|
| 88 |
+
"name": "v3_relational_metadata",
|
| 89 |
+
"severity": "critical",
|
| 90 |
+
"status": "passed",
|
| 91 |
+
"title": "LeRobot v3 relational metadata"
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"category": "media",
|
| 95 |
+
"evidence": {
|
| 96 |
+
"framesPerFeature": 1444,
|
| 97 |
+
"videoFeatures": 2
|
| 98 |
+
},
|
| 99 |
+
"name": "video_frame_alignment",
|
| 100 |
+
"severity": "critical",
|
| 101 |
+
"status": "passed",
|
| 102 |
+
"title": "Video decoding and frame alignment"
|
| 103 |
+
},
|
| 104 |
+
{
|
| 105 |
+
"category": "governance",
|
| 106 |
+
"evidence": {
|
| 107 |
+
"communityConversion": true,
|
| 108 |
+
"sourceLicense": "cc-by-4.0"
|
| 109 |
+
},
|
| 110 |
+
"name": "license_and_provenance",
|
| 111 |
+
"severity": "critical",
|
| 112 |
+
"status": "passed",
|
| 113 |
+
"title": "License and provenance"
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"category": "compatibility",
|
| 117 |
+
"evidence": {
|
| 118 |
+
"episodesLoaded": 10,
|
| 119 |
+
"framesLoaded": 1444
|
| 120 |
+
},
|
| 121 |
+
"name": "official_lerobot_reader",
|
| 122 |
+
"severity": "critical",
|
| 123 |
+
"status": "passed",
|
| 124 |
+
"title": "Official LeRobot reader"
|
| 125 |
+
}
|
| 126 |
+
],
|
| 127 |
+
"dataset": {
|
| 128 |
+
"episodeCount": 10,
|
| 129 |
+
"format": "lerobot",
|
| 130 |
+
"formatVersion": "v3.0",
|
| 131 |
+
"fps": 20,
|
| 132 |
+
"frameCount": 1444,
|
| 133 |
+
"inputCount": 1,
|
| 134 |
+
"name": "mimicgen-square-d0",
|
| 135 |
+
"robotType": "Panda",
|
| 136 |
+
"taskCount": 1
|
| 137 |
+
},
|
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| 149 |
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"title": "observation.state contains robust outliers"
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},
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| 152 |
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{
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| 153 |
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| 161 |
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"severity": "medium",
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"title": "action contains robust outliers"
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| 164 |
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| 171 |
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