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- data/task_text_embeddings.parquet +3 -0
- meta/episodes.jsonl +1482 -0
- meta/info.json +151 -0
- meta/sharded_index.json +0 -0
- meta/task_text_embeddings_info.json +7 -0
- meta/tasks.jsonl +1 -0
README.md
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| 1 |
+
---
|
| 2 |
+
license: apache-2.0
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| 3 |
+
task_categories:
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| 4 |
+
- robotics
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| 5 |
+
tags:
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| 6 |
+
- LeRobot
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| 7 |
+
- language_table
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| 8 |
+
- openx
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| 9 |
+
- franka
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| 10 |
+
configs:
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| 11 |
+
- config_name: default
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| 12 |
+
data_files: data/*.parquet
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| 13 |
+
---
|
| 14 |
+
Language Table (LeRobot) — Embedding-Only Release
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| 15 |
+
(DINOv3 + SigLIP2 image features; EmbeddingGemma task-text features)
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| 16 |
+
|
| 17 |
+
This repository packages a re-encoded variant of [IPEC-COMMUNITY/berkeley_cable_routing_lerobot](https://huggingface.co/datasets/IPEC-COMMUNITY/berkeley_cable_routing_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.
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| 18 |
+
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| 19 |
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- Robot: Franka
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| 20 |
+
- Modalities kept: states, actions, timestamps, frame/episode indices, image embeddings, task-text embeddings
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| 21 |
+
- Removed:
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| 22 |
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- observation.images.image
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| 23 |
+
- observation.images.top_image
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| 24 |
+
- observation.images.wrist225_image
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| 25 |
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- observation.images.wrist45_image
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| 26 |
+
- License: apache-2.0 (inherits from source)
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| 27 |
+
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| 28 |
+
----------------------------------------------------------------
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| 29 |
+
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| 30 |
+
Quick Stats
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| 31 |
+
|
| 32 |
+
From meta/info.json and meta/task_text_embeddings_info.json:
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| 33 |
+
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| 34 |
+
- Episodes: 1,482
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| 35 |
+
- Frames: 38,240
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| 36 |
+
- Tasks (unique): 1
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| 37 |
+
- Chunks (original layout): 2 (chunks_size=1000)
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| 38 |
+
- Shards (this release): 64 Parquet files under data/ (see meta/sharded_index.json)
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| 39 |
+
- FPS: 10
|
| 40 |
+
- Image embeddings (per frame):
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| 41 |
+
- observation.images.image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
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| 42 |
+
- observation.images.image_siglip2 → float32 [768] (SigLIP2-base)
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| 43 |
+
- observation.images.top_image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
|
| 44 |
+
- observation.images.top_image_siglip2 → float32 [768] (SigLIP2-base)
|
| 45 |
+
- observation.images.wrist225_image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
|
| 46 |
+
- observation.images.wrist225_image_siglip2 → float32 [768] (SigLIP2-base)
|
| 47 |
+
- observation.images.wrist45_image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
|
| 48 |
+
- observation.images.wrist45_image_siglip2 → float32 [768] (SigLIP2-base)
|
| 49 |
+
- Task-text embeddings (per unique task):
|
| 50 |
+
- embedding → float32 [768] from google/embeddinggemma-300m
|
| 51 |
+
- Count: 1 rows (one per task)
|
| 52 |
+
|
| 53 |
+
Note: This is an embedding-only package. The original pixel arrays listed under “Removed” are dropped.
|
| 54 |
+
|
| 55 |
+
----------------------------------------------------------------
|
| 56 |
+
|
| 57 |
+
<details>
|
| 58 |
+
<summary><b>Contents</b></summary>
|
| 59 |
+
|
| 60 |
+
<pre>
|
| 61 |
+
.
|
| 62 |
+
|-- meta/
|
| 63 |
+
| |-- info.json
|
| 64 |
+
| |-- sharded_index.json
|
| 65 |
+
| |-- tasks.jsonl
|
| 66 |
+
| |-- episodes.jsonl
|
| 67 |
+
| `-- task_text_embeddings_info.json
|
| 68 |
+
|-- data/
|
| 69 |
+
| |-- shard-00000-of-000NN.parquet
|
| 70 |
+
| |-- shard-00001-of-000NN.parquet
|
| 71 |
+
| |-- ...
|
| 72 |
+
| `-- task_text_embeddings.parquet
|
| 73 |
+
`-- README.md
|
| 74 |
+
</pre>
|
| 75 |
+
</details>
|
| 76 |
+
|
| 77 |
+
----------------------------------------------------------------
|
| 78 |
+
|
| 79 |
+
How This Was Generated (Reproducible Pipeline)
|
| 80 |
+
|
| 81 |
+
1) Episode → Image Embeddings (drop pixels)
|
| 82 |
+
convert_lerobot_to_embeddings_mono.py (GPU-accelerated preprocessing).
|
| 83 |
+
Adds:
|
| 84 |
+
- observation.images.image_dinov3 (float32[1024])
|
| 85 |
+
- observation.images.image_siglip2 (float32[768])
|
| 86 |
+
- observation.images.top_image_dinov3 (float32[1024])
|
| 87 |
+
- observation.images.top_image_siglip2 (float32[768])
|
| 88 |
+
- observation.images.wrist225_image_dinov3 (float32[1024])
|
| 89 |
+
- observation.images.wrist225_image_siglip2 (float32[768])
|
| 90 |
+
- observation.images.wrist45_image_dinov3 (float32[1024])
|
| 91 |
+
- observation.images.wrist45_image_siglip2 (float32[768])
|
| 92 |
+
Removes:
|
| 93 |
+
- observation.images.image
|
| 94 |
+
- observation.images.top_image
|
| 95 |
+
- observation.images.wrist225_image
|
| 96 |
+
- observation.images.wrist45_image
|
| 97 |
+
|
| 98 |
+
2) Task-Text Embeddings (one row per unique task)
|
| 99 |
+
build_task_text_embeddings.py with SentenceTransformer("google/embeddinggemma-300m") → data/task_text_embeddings.parquet + meta/task_text_embeddings_info.json.
|
| 100 |
+
|
| 101 |
+
3) Data Consolidation (this release)
|
| 102 |
+
All per-episode Parquets were consolidated into N large Parquet shards in one data/ folder.
|
| 103 |
+
- 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.
|
| 104 |
+
- This preserves original addressing while making Hub sync/clone/stream far faster and more reliable.
|
| 105 |
+
|
| 106 |
+
----------------------------------------------------------------
|
| 107 |
+
|
| 108 |
+
Metadata (Excerpts)
|
| 109 |
+
|
| 110 |
+
meta/task_text_embeddings_info.json
|
| 111 |
+
|
| 112 |
+
~~~json
|
| 113 |
+
{
|
| 114 |
+
"model": "google/embeddinggemma-300m",
|
| 115 |
+
"dimension": 768,
|
| 116 |
+
"normalized": true,
|
| 117 |
+
"count": 1,
|
| 118 |
+
"file": "task_text_embeddings.parquet"
|
| 119 |
+
}
|
| 120 |
+
~~~
|
| 121 |
+
|
| 122 |
+
|
| 123 |
+
meta/info.json (embedding-only + shards)
|
| 124 |
+
|
| 125 |
+
~~~json
|
| 126 |
+
{
|
| 127 |
+
"codebase_version": "v2.1-embeddings-sharded",
|
| 128 |
+
"robot_type": "franka",
|
| 129 |
+
"total_episodes": 1482,
|
| 130 |
+
"total_frames": 38240,
|
| 131 |
+
"total_tasks": 1,
|
| 132 |
+
"total_videos": 5928,
|
| 133 |
+
"total_chunks": 2,
|
| 134 |
+
"chunks_size": 1000,
|
| 135 |
+
"fps": 10,
|
| 136 |
+
"splits": {
|
| 137 |
+
"train": "0:1482"
|
| 138 |
+
},
|
| 139 |
+
"data_path": "data/shard-{shard_id:05d}-of-{num_shards:05d}.parquet",
|
| 140 |
+
"features": {
|
| 141 |
+
"observation.state": {
|
| 142 |
+
"dtype": "float32",
|
| 143 |
+
"shape": [
|
| 144 |
+
8
|
| 145 |
+
],
|
| 146 |
+
"names": {
|
| 147 |
+
"motors": [
|
| 148 |
+
"motor_0",
|
| 149 |
+
"motor_1",
|
| 150 |
+
"motor_2",
|
| 151 |
+
"motor_3",
|
| 152 |
+
"motor_4",
|
| 153 |
+
"motor_5",
|
| 154 |
+
"motor_6",
|
| 155 |
+
"pad"
|
| 156 |
+
]
|
| 157 |
+
}
|
| 158 |
+
},
|
| 159 |
+
"action": {
|
| 160 |
+
"dtype": "float32",
|
| 161 |
+
"shape": [
|
| 162 |
+
7
|
| 163 |
+
],
|
| 164 |
+
"names": {
|
| 165 |
+
"motors": [
|
| 166 |
+
"x",
|
| 167 |
+
"y",
|
| 168 |
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"z",
|
| 169 |
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"roll",
|
| 170 |
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"pitch",
|
| 171 |
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"yaw",
|
| 172 |
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"gripper"
|
| 173 |
+
]
|
| 174 |
+
}
|
| 175 |
+
},
|
| 176 |
+
"timestamp": {
|
| 177 |
+
"dtype": "float32",
|
| 178 |
+
"shape": [
|
| 179 |
+
1
|
| 180 |
+
],
|
| 181 |
+
"names": null
|
| 182 |
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},
|
| 183 |
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"frame_index": {
|
| 184 |
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"dtype": "int64",
|
| 185 |
+
"shape": [
|
| 186 |
+
1
|
| 187 |
+
],
|
| 188 |
+
"names": null
|
| 189 |
+
},
|
| 190 |
+
"episode_index": {
|
| 191 |
+
"dtype": "int64",
|
| 192 |
+
"shape": [
|
| 193 |
+
1
|
| 194 |
+
],
|
| 195 |
+
"names": null
|
| 196 |
+
},
|
| 197 |
+
"index": {
|
| 198 |
+
"dtype": "int64",
|
| 199 |
+
"shape": [
|
| 200 |
+
1
|
| 201 |
+
],
|
| 202 |
+
"names": null
|
| 203 |
+
},
|
| 204 |
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}
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},
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"video_keys": [
|
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|
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|
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|
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|
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],
|
| 274 |
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"num_shards": 64,
|
| 275 |
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"index_path": "meta/sharded_index.json"
|
| 276 |
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}
|
| 277 |
+
~~~
|
| 278 |
+
|
| 279 |
+
----------------------------------------------------------------
|
| 280 |
+
|
| 281 |
+
Environment & Dependencies
|
| 282 |
+
|
| 283 |
+
Python ≥ 3.9 • PyTorch ≥ 2.1 • transformers • sentence-transformers • pyarrow • tqdm • decord (and optionally av)
|
| 284 |
+
|
| 285 |
+
----------------------------------------------------------------
|
| 286 |
+
|
| 287 |
+
Provenance, License, and Citation
|
| 288 |
+
|
| 289 |
+
- Source dataset: [IPEC-COMMUNITY/berkeley_cable_routing_lerobot](https://huggingface.co/datasets/IPEC-COMMUNITY/berkeley_cable_routing_lerobot)
|
| 290 |
+
- License: apache-2.0 (inherits from the source)
|
| 291 |
+
- Encoders to cite:
|
| 292 |
+
- facebook/dinov3-vitl16-pretrain-lvd1689m
|
| 293 |
+
- google/siglip2-base-patch16-384
|
| 294 |
+
- google/embeddinggemma-300m
|
| 295 |
+
|
| 296 |
+
----------------------------------------------------------------
|
| 297 |
+
|
| 298 |
+
Changelog
|
| 299 |
+
|
| 300 |
+
- 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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|
| 1 |
+
{"episode_index": 0, "tasks": ["route cable"], "length": 25}
|
| 2 |
+
{"episode_index": 1, "tasks": ["route cable"], "length": 24}
|
| 3 |
+
{"episode_index": 2, "tasks": ["route cable"], "length": 47}
|
| 4 |
+
{"episode_index": 3, "tasks": ["route cable"], "length": 32}
|
| 5 |
+
{"episode_index": 4, "tasks": ["route cable"], "length": 25}
|
| 6 |
+
{"episode_index": 5, "tasks": ["route cable"], "length": 47}
|
| 7 |
+
{"episode_index": 6, "tasks": ["route cable"], "length": 12}
|
| 8 |
+
{"episode_index": 7, "tasks": ["route cable"], "length": 17}
|
| 9 |
+
{"episode_index": 8, "tasks": ["route cable"], "length": 31}
|
| 10 |
+
{"episode_index": 9, "tasks": ["route cable"], "length": 18}
|
| 11 |
+
{"episode_index": 10, "tasks": ["route cable"], "length": 26}
|
| 12 |
+
{"episode_index": 11, "tasks": ["route cable"], "length": 57}
|
| 13 |
+
{"episode_index": 12, "tasks": ["route cable"], "length": 38}
|
| 14 |
+
{"episode_index": 13, "tasks": ["route cable"], "length": 21}
|
| 15 |
+
{"episode_index": 14, "tasks": ["route cable"], "length": 18}
|
| 16 |
+
{"episode_index": 15, "tasks": ["route cable"], "length": 22}
|
| 17 |
+
{"episode_index": 16, "tasks": ["route cable"], "length": 23}
|
| 18 |
+
{"episode_index": 17, "tasks": ["route cable"], "length": 20}
|
| 19 |
+
{"episode_index": 18, "tasks": ["route cable"], "length": 11}
|
| 20 |
+
{"episode_index": 19, "tasks": ["route cable"], "length": 29}
|
| 21 |
+
{"episode_index": 20, "tasks": ["route cable"], "length": 25}
|
| 22 |
+
{"episode_index": 21, "tasks": ["route cable"], "length": 28}
|
| 23 |
+
{"episode_index": 22, "tasks": ["route cable"], "length": 13}
|
| 24 |
+
{"episode_index": 23, "tasks": ["route cable"], "length": 30}
|
| 25 |
+
{"episode_index": 24, "tasks": ["route cable"], "length": 33}
|
| 26 |
+
{"episode_index": 25, "tasks": ["route cable"], "length": 11}
|
| 27 |
+
{"episode_index": 26, "tasks": ["route cable"], "length": 22}
|
| 28 |
+
{"episode_index": 27, "tasks": ["route cable"], "length": 29}
|
| 29 |
+
{"episode_index": 28, "tasks": ["route cable"], "length": 39}
|
| 30 |
+
{"episode_index": 29, "tasks": ["route cable"], "length": 18}
|
| 31 |
+
{"episode_index": 30, "tasks": ["route cable"], "length": 17}
|
| 32 |
+
{"episode_index": 31, "tasks": ["route cable"], "length": 56}
|
| 33 |
+
{"episode_index": 32, "tasks": ["route cable"], "length": 20}
|
| 34 |
+
{"episode_index": 33, "tasks": ["route cable"], "length": 16}
|
| 35 |
+
{"episode_index": 34, "tasks": ["route cable"], "length": 16}
|
| 36 |
+
{"episode_index": 35, "tasks": ["route cable"], "length": 28}
|
| 37 |
+
{"episode_index": 36, "tasks": ["route cable"], "length": 32}
|
| 38 |
+
{"episode_index": 37, "tasks": ["route cable"], "length": 15}
|
| 39 |
+
{"episode_index": 38, "tasks": ["route cable"], "length": 28}
|
| 40 |
+
{"episode_index": 39, "tasks": ["route cable"], "length": 2}
|
| 41 |
+
{"episode_index": 40, "tasks": ["route cable"], "length": 34}
|
| 42 |
+
{"episode_index": 41, "tasks": ["route cable"], "length": 8}
|
| 43 |
+
{"episode_index": 42, "tasks": ["route cable"], "length": 22}
|
| 44 |
+
{"episode_index": 43, "tasks": ["route cable"], "length": 18}
|
| 45 |
+
{"episode_index": 44, "tasks": ["route cable"], "length": 31}
|
| 46 |
+
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| 1482 |
+
{"episode_index": 1481, "tasks": ["route cable"], "length": 22}
|
meta/info.json
ADDED
|
@@ -0,0 +1,151 @@
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|
| 1 |
+
{
|
| 2 |
+
"codebase_version": "v2.1-embeddings-sharded",
|
| 3 |
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"robot_type": "franka",
|
| 4 |
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|
| 5 |
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|
| 6 |
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| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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"splits": {
|
| 12 |
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"train": "0:1482"
|
| 13 |
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},
|
| 14 |
+
"data_path": "data/shard-{shard_id:05d}-of-{num_shards:05d}.parquet",
|
| 15 |
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"features": {
|
| 16 |
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|
| 17 |
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| 18 |
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"shape": [
|
| 19 |
+
8
|
| 20 |
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],
|
| 21 |
+
"names": {
|
| 22 |
+
"motors": [
|
| 23 |
+
"motor_0",
|
| 24 |
+
"motor_1",
|
| 25 |
+
"motor_2",
|
| 26 |
+
"motor_3",
|
| 27 |
+
"motor_4",
|
| 28 |
+
"motor_5",
|
| 29 |
+
"motor_6",
|
| 30 |
+
"pad"
|
| 31 |
+
]
|
| 32 |
+
}
|
| 33 |
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},
|
| 34 |
+
"action": {
|
| 35 |
+
"dtype": "float32",
|
| 36 |
+
"shape": [
|
| 37 |
+
7
|
| 38 |
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],
|
| 39 |
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"names": {
|
| 40 |
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"motors": [
|
| 41 |
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"x",
|
| 42 |
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"y",
|
| 43 |
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"z",
|
| 44 |
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"roll",
|
| 45 |
+
"pitch",
|
| 46 |
+
"yaw",
|
| 47 |
+
"gripper"
|
| 48 |
+
]
|
| 49 |
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}
|
| 50 |
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},
|
| 51 |
+
"timestamp": {
|
| 52 |
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"dtype": "float32",
|
| 53 |
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| 54 |
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1
|
| 55 |
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],
|
| 56 |
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|
| 57 |
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},
|
| 58 |
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"frame_index": {
|
| 59 |
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"dtype": "int64",
|
| 60 |
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"shape": [
|
| 61 |
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1
|
| 62 |
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],
|
| 63 |
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"names": null
|
| 64 |
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},
|
| 65 |
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"episode_index": {
|
| 66 |
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"dtype": "int64",
|
| 67 |
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"shape": [
|
| 68 |
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1
|
| 69 |
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],
|
| 70 |
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"names": null
|
| 71 |
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},
|
| 72 |
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"index": {
|
| 73 |
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"dtype": "int64",
|
| 74 |
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"shape": [
|
| 75 |
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1
|
| 76 |
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],
|
| 77 |
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"names": null
|
| 78 |
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},
|
| 79 |
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"task_index": {
|
| 80 |
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"dtype": "int64",
|
| 81 |
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"shape": [
|
| 82 |
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1
|
| 83 |
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],
|
| 84 |
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|
| 85 |
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},
|
| 86 |
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"observation.images.image_dinov3": {
|
| 87 |
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"dtype": "float32",
|
| 88 |
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|
| 89 |
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1024
|
| 90 |
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],
|
| 91 |
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"names": null
|
| 92 |
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|
| 93 |
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"observation.images.image_siglip2": {
|
| 94 |
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"dtype": "float32",
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| 95 |
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|
| 96 |
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768
|
| 97 |
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|
| 98 |
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|
| 99 |
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| 100 |
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|
| 101 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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| 106 |
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| 107 |
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| 108 |
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| 109 |
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| 110 |
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|
| 111 |
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| 112 |
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| 113 |
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| 114 |
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| 115 |
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| 116 |
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| 117 |
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| 118 |
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| 119 |
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| 120 |
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| 121 |
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| 122 |
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|
| 123 |
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| 124 |
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768
|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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| 131 |
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|
| 132 |
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| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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768
|
| 139 |
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|
| 140 |
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|
| 141 |
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}
|
| 142 |
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},
|
| 143 |
+
"video_keys": [
|
| 144 |
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"observation.images.image",
|
| 145 |
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"observation.images.top_image",
|
| 146 |
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|
| 147 |
+
"observation.images.wrist45_image"
|
| 148 |
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],
|
| 149 |
+
"num_shards": 64,
|
| 150 |
+
"index_path": "meta/sharded_index.json"
|
| 151 |
+
}
|
meta/sharded_index.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
meta/task_text_embeddings_info.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "google/embeddinggemma-300m",
|
| 3 |
+
"dimension": 768,
|
| 4 |
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"normalized": true,
|
| 5 |
+
"count": 1,
|
| 6 |
+
"file": "task_text_embeddings.parquet"
|
| 7 |
+
}
|
meta/tasks.jsonl
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"task_index": 0, "task": "route cable"}
|