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Publish validated ViaCatalyst community LeRobot conversion

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README.md ADDED
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+ ---
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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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+
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+ # MimicGen Square D0 — verified multimodal LeRobot v3 reference subset
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+
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+ [![Converted and validated with ViaCatalyst](https://img.shields.io/badge/Converted%20%26%20validated-ViaCatalyst-0F766E)](https://byod.viacatalyst.com)
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+
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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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+
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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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+
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+ ## At a glance
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+
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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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+
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+ ## Features and source mapping
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+
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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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+
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+ ### Original-action preservation
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+
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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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+
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+ ## Validation evidence
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+
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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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+
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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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+
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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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+
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+ ## Source, revision, and integrity
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+
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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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+
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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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+
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+ ## License and attribution
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+
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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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+
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+ ## Intended use
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+
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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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+
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+ ## Limitations
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+
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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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+
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+ ## Load with LeRobot
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+
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+ ```python
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+ from lerobot.datasets.lerobot_dataset import LeRobotDataset
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+
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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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+
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+ ## Conversion tooling
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+
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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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+
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+ ## Citation
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+
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+ Please cite the original MimicGen work:
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+
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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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+ ```
UPSTREAM_LICENSE.md ADDED
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+ # Upstream license and attribution
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+
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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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+
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+ ## Attribution
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+
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+ Source data by amandlek/mimicgen_datasets; preserve its dataset card and citations.
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+
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+ This file records upstream terms; the conversion does not relicense the source data.
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+ "version": "1.0.0"
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+ },
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+ "name": "metadata_counts",
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+ "severity": "critical",
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+ "status": "passed",
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+ "title": "Dataset metadata counts"
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+ "category": "schema",
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+ },
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+ },
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+ "name": "episode_boundaries_and_timestamps",
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+ "severity": "critical",
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+ "title": "Episode boundaries and timestamps"
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+ "severity": "critical",
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+ },
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+ "severity": "critical",
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+ "title": "LeRobot v3 relational metadata"
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+ "name": "video_frame_alignment",
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+ "severity": "critical",
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+ "status": "passed",
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+ "title": "Video decoding and frame alignment"
186
+ },
187
+ {
188
+ "category": "governance",
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+ "evidence": {
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+ "communityConversion": true,
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+ "sourceLicense": "cc-by-4.0"
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+ },
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+ "name": "license_and_provenance",
194
+ "severity": "critical",
195
+ "status": "passed",
196
+ "title": "License and provenance"
197
+ },
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+ {
199
+ "category": "compatibility",
200
+ "evidence": {
201
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+ },
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+ "name": "official_lerobot_reader",
205
+ "severity": "critical",
206
+ "status": "passed",
207
+ "title": "Official LeRobot reader"
208
+ }
209
+ ],
210
+ "dataset": {
211
+ "episodeCount": 10,
212
+ "format": "lerobot",
213
+ "formatVersion": "v3.0",
214
+ "fps": 20,
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+ "frameCount": 1444,
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+ "name": "mimicgen-square-d0",
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+ "robotType": "Panda",
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+ },
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+ {
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+ "category": "training_quality",
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+ "confidence": "medium",
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+ },
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+ "id": "observation-state-outliers",
230
+ "message": "Some frames are more than six median absolute deviations from the feature median.",
231
+ "recommendation": "Inspect the affected signal for unit changes, resets, clipping, or corrupt samples.",
232
+ "severity": "medium",
233
+ "title": "observation.state contains robust outliers"
234
+ },
235
+ {
236
+ "category": "training_quality",
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+ "confidence": "medium",
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+ "evidence": {
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+ "outlierFrameRatePct": 4.85
240
+ },
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+ "id": "action-outliers",
242
+ "message": "Some frames are more than six median absolute deviations from the feature median.",
243
+ "recommendation": "Inspect the affected signal for unit changes, resets, clipping, or corrupt samples.",
244
+ "severity": "medium",
245
+ "title": "action contains robust outliers"
246
+ }
247
+ ],
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+ "frameCount": 1444,
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+ "inputCount": 1,
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+ "limitations": [
251
+ "Automated readiness checks do not measure downstream policy performance or task success.",
252
+ "Action saturation uses observed signal behavior unless hardware command limits are supplied separately.",
253
+ "Visual blur, exposure, and frozen-frame findings are heuristics and should be confirmed with representative episode review.",
254
+ "Output timestamp regularity is distinct from source synchronization; review the source alignment evidence."
255
+ ],
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+ "type": "mimicgen",
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+ "version": "1.0.0"
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+ },
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