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observation.state
list | action
list | timestamp
float32 | frame_index
int64 | episode_index
int64 | index
int64 | task_index
int64 | observation.images.wrist_image_dinov3
list | observation.images.wrist_image_siglip2
list |
|---|---|---|---|---|---|---|---|---|
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3.102636687167179e-17,
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[0.0006122037884779274,-0.03490601107478142,0.00040209683356806636,0.01129231322556734,-0.0207202322(...TRUNCATED) | [0.0003653771709650755,-0.004103192128241062,-0.0013990051811560988,-0.002211679005995393,0.00113408(...TRUNCATED) | 1.6 | 6 | 0 | 6 | 0 | [0.23640134930610657,-0.12844008207321167,-0.8056139349937439,0.6467052102088928,-0.312621146440506,(...TRUNCATED) | [0.427734375,-0.134765625,-0.4921875,-0.337890625,0.1875,-0.013671875,-0.3125,-0.24609375,-0.1875,-0(...TRUNCATED) |
[0.0009775810176506639,-0.039009205996990204,-0.0009969084057956934,0.009076874703168869,-0.01959262(...TRUNCATED) | [0.0005951785715296865,-0.003858201438561082,-0.001385135343298316,-0.0007330102380365133,0.00147824(...TRUNCATED) | 1.866667 | 7 | 0 | 7 | 0 | [0.2960829734802246,-0.21314309537410736,-0.8395314812660217,0.6889106035232544,-0.44719478487968445(...TRUNCATED) | [0.47265625,-0.216796875,-0.578125,-0.28515625,0.171875,-0.046875,-0.2255859375,-0.251953125,-0.3261(...TRUNCATED) |
[0.0015727595891803503,-0.04286740720272064,-0.0023820437490940094,0.008342203684151173,-0.018115146(...TRUNCATED) | [0.0007405094802379608,-0.0035901281516999006,-0.0011132309446111321,0.0002603544562589377,-0.000146(...TRUNCATED) | 2.133333 | 8 | 0 | 8 | 0 | [0.5904069542884827,-0.277507483959198,-0.8907449245452881,0.7085595726966858,-0.4503729045391083,-0(...TRUNCATED) | [0.359375,-0.013671875,-0.470703125,-0.400390625,0.12890625,-0.0556640625,-0.36328125,-0.216796875,-(...TRUNCATED) |
[0.002313269069418311,-0.04645753279328346,-0.0034952745772898197,0.008602434769272804,-0.0182617139(...TRUNCATED) | [0.0006959001184441149,-0.0033231026027351618,-0.0010550908045843244,0.0009482401073910296,-0.000523(...TRUNCATED) | 2.4 | 9 | 0 | 9 | 0 | [0.5473183393478394,-0.3043203353881836,-0.8574870228767395,0.7221022844314575,-0.46204376220703125,(...TRUNCATED) | [0.359375,0.01171875,-0.4921875,-0.341796875,0.140625,-0.0810546875,-0.3515625,-0.232421875,-0.18359(...TRUNCATED) |
End of preview. Expand
in Data Studio
Language Table (LeRobot) — Embedding-Only Release (DINOv3 + SigLIP2 image features; EmbeddingGemma task-text features)
This repository packages a re-encoded variant of IPEC-COMMUNITY/dobbe_lerobot where raw videos are replaced by fixed-length image embeddings, and task strings are augmented with text embeddings. All indices, splits, and semantics remain consistent with the source dataset while storage and I/O are substantially lighter. To make the dataset practical to upload/download and stream from the Hub, we also consolidated tiny per-episode Parquet files into N large Parquet shards under a single data/ folder. The file meta/sharded_index.json preserves a precise mapping from each original episode (referenced by a normalized identifier of the form data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet) to its shard path and row range, so you keep original addressing without paying the small-file tax.
- Robot: hello_stretch
- Modalities kept: states, actions, timestamps, frame/episode indices, image embeddings, task-text embeddings
- Removed:
- observation.images.wrist_image
- License: apache-2.0 (inherits from source)
Quick Stats
From meta/info.json and meta/task_text_embeddings_info.json:
- Episodes: 5,208
- Frames: 1,139,911
- Tasks (unique): 7
- Chunks (original layout): 6 (chunks_size=1000)
- Shards (this release): 64 Parquet files under data/ (see meta/sharded_index.json)
- FPS: 3.75
- Image embeddings (per frame):
- observation.images.wrist_image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
- observation.images.wrist_image_siglip2 → float32 [768] (SigLIP2-base)
- Task-text embeddings (per unique task):
- embedding → float32 [768] from google/embeddinggemma-300m
- Count: 7 rows (one per task)
Note: This is an embedding-only package. The original pixel arrays listed under “Removed” are dropped.
Contents
. |-- meta/ | |-- info.json | |-- sharded_index.json | |-- tasks.jsonl | |-- episodes.jsonl | `-- task_text_embeddings_info.json |-- data/ | |-- shard-00000-of-000NN.parquet | |-- shard-00001-of-000NN.parquet | |-- ... | `-- task_text_embeddings.parquet `-- README.md
How This Was Generated (Reproducible Pipeline)
- Episode → Image Embeddings (drop pixels) convert_lerobot_to_embeddings_mono.py (GPU-accelerated preprocessing). Adds:
- observation.images.wrist_image_dinov3 (float32[1024])
- observation.images.wrist_image_siglip2 (float32[768]) Removes:
- observation.images.wrist_image
Task-Text Embeddings (one row per unique task) build_task_text_embeddings.py with SentenceTransformer("google/embeddinggemma-300m") → data/task_text_embeddings.parquet + meta/task_text_embeddings_info.json.
Data Consolidation (this release) All per-episode Parquets were consolidated into N large Parquet shards in one data/ folder.
- The index meta/sharded_index.json records, for each episode, its normalized source identifier data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet, the destination shard path, and the (row_offset, num_rows) range inside that shard.
- This preserves original addressing while making Hub sync/clone/stream far faster and more reliable.
Metadata (Excerpts)
meta/task_text_embeddings_info.json
{
"model": "google/embeddinggemma-300m",
"dimension": 768,
"normalized": true,
"count": 7,
"file": "task_text_embeddings.parquet"
}
meta/info.json (embedding-only + shards)
{
"codebase_version": "v2.0-embeddings-sharded",
"robot_type": "hello_stretch",
"total_episodes": 5208,
"total_frames": 1139911,
"total_tasks": 7,
"total_videos": 5208,
"total_chunks": 6,
"chunks_size": 1000,
"fps": 3.75,
"splits": {
"train": "0:5208"
},
"data_path": "data/shard-{shard_id:05d}-of-{num_shards:05d}.parquet",
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
8
],
"names": {
"motors": [
"x",
"y",
"z",
"roll",
"pitch",
"yaw",
"pad",
"gripper"
]
}
},
"action": {
"dtype": "float32",
"shape": [
7
],
"names": {
"motors": [
"x",
"y",
"z",
"roll",
"pitch",
"yaw",
"gripper"
]
}
},
"timestamp": {
"dtype": "float32",
"shape": [
1
],
"names": null
},
"frame_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"episode_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"task_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"observation.images.wrist_image_dinov3": {
"dtype": "float32",
"shape": [
1024
],
"names": null
},
"observation.images.wrist_image_siglip2": {
"dtype": "float32",
"shape": [
768
],
"names": null
}
},
"video_keys": [
"observation.images.wrist_image"
],
"num_shards": 64,
"index_path": "meta/sharded_index.json"
}
Environment & Dependencies
Python ≥ 3.9 • PyTorch ≥ 2.1 • transformers • sentence-transformers • pyarrow • tqdm • decord (and optionally av)
Provenance, License, and Citation
- Source dataset: IPEC-COMMUNITY/dobbe_lerobot
- License: apache-2.0 (inherits from the source)
- Encoders to cite:
- facebook/dinov3-vitl16-pretrain-lvd1689m
- google/siglip2-base-patch16-384
- google/embeddinggemma-300m
Changelog
- v2.0-embeddings-sharded — Replaced video tensors with DINOv3 + SigLIP2 features; added EmbeddingGemma task-text embeddings; consolidated per-episode Parquets into N shards with a repo-local index; preserved original indexing/splits via normalized episode identifiers.
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