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  1. README.md +258 -0
  2. data/shard-00000-of-00064.parquet +3 -0
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  46. meta/episodes.jsonl +559 -0
  47. meta/info.json +121 -0
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README.md ADDED
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+ ---
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+ license: apache-2.0
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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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+ - language_table
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+ - openx
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+ - franka
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+ configs:
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+ - config_name: default
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+ data_files: data/*.parquet
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+ ---
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+ Language Table (LeRobot) — Embedding-Only Release
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+ (DINOv3 + SigLIP2 image features; EmbeddingGemma task-text features)
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+
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+ This repository packages a re-encoded variant of [IPEC-COMMUNITY/austin_sirius_dataset_lerobot](https://huggingface.co/datasets/IPEC-COMMUNITY/austin_sirius_dataset_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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+
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+ - Robot: Franka
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+ - Modalities kept: states, actions, timestamps, frame/episode indices, image embeddings, task-text embeddings
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+ - Removed:
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+ - observation.images.image
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+ - observation.images.wrist_image
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+ - License: apache-2.0 (inherits from source)
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+
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+ ----------------------------------------------------------------
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+
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+ Quick Stats
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+
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+ From meta/info.json and meta/task_text_embeddings_info.json:
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+
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+ - Episodes: 559
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+ - Frames: 279,939
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+ - Tasks (unique): 2
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+ - Chunks (original layout): 1 (chunks_size=1000)
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+ - Shards (this release): 64 Parquet files under data/ (see meta/sharded_index.json)
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+ - FPS: 20
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+ - Image embeddings (per frame):
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+ - observation.images.image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
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+ - observation.images.image_siglip2 → float32 [768] (SigLIP2-base)
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+ - observation.images.wrist_image_dinov3 → float32 [1024] (DINOv3 ViT-L/16 CLS)
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+ - observation.images.wrist_image_siglip2 → float32 [768] (SigLIP2-base)
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+ - Task-text embeddings (per unique task):
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+ - embedding → float32 [768] from google/embeddinggemma-300m
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+ - Count: 2 rows (one per task)
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+
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+ Note: This is an embedding-only package. The original pixel arrays listed under “Removed” are dropped.
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+
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+ ----------------------------------------------------------------
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+
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+ <details>
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+ <summary><b>Contents</b></summary>
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+
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+ <pre>
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+ .
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+ |-- meta/
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+ | |-- info.json
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+ | |-- sharded_index.json
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+ | |-- tasks.jsonl
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+ | |-- episodes.jsonl
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+ | `-- task_text_embeddings_info.json
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+ |-- data/
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+ | |-- shard-00000-of-000NN.parquet
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+ | |-- shard-00001-of-000NN.parquet
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+ | |-- ...
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+ | `-- task_text_embeddings.parquet
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+ `-- README.md
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+ </pre>
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+ </details>
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+
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+ ----------------------------------------------------------------
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+
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+ How This Was Generated (Reproducible Pipeline)
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+
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+ 1) Episode → Image Embeddings (drop pixels)
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+ convert_lerobot_to_embeddings_mono.py (GPU-accelerated preprocessing).
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+ Adds:
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+ - observation.images.image_dinov3 (float32[1024])
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+ - observation.images.image_siglip2 (float32[768])
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+ - observation.images.wrist_image_dinov3 (float32[1024])
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+ - observation.images.wrist_image_siglip2 (float32[768])
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+ Removes:
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+ - observation.images.image
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+ - observation.images.wrist_image
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+
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+ 2) Task-Text Embeddings (one row per unique task)
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+ build_task_text_embeddings.py with SentenceTransformer("google/embeddinggemma-300m") → data/task_text_embeddings.parquet + meta/task_text_embeddings_info.json.
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+
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+ 3) Data Consolidation (this release)
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+ All per-episode Parquets were consolidated into N large Parquet shards in one data/ folder.
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+ - 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.
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+ - This preserves original addressing while making Hub sync/clone/stream far faster and more reliable.
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+
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+ ----------------------------------------------------------------
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+
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+ Metadata (Excerpts)
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+
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+ meta/task_text_embeddings_info.json
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+
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+ ~~~json
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+ {
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+ "model": "google/embeddinggemma-300m",
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+ "dimension": 768,
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+ "normalized": true,
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+ "count": 2,
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+ "file": "task_text_embeddings.parquet"
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+ }
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+ ~~~
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+
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+
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+ meta/info.json (embedding-only + shards)
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+
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+ ~~~json
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+ {
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+ "codebase_version": "v2.1-embeddings-sharded",
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+ "robot_type": "franka",
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+ "total_episodes": 559,
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+ "total_frames": 279939,
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+ "total_tasks": 2,
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+ "total_videos": 1118,
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+ "total_chunks": 1,
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+ "chunks_size": 1000,
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+ "fps": 20,
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+ "splits": {
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+ "train": "0:559"
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+ },
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+ "data_path": "data/shard-{shard_id:05d}-of-{num_shards:05d}.parquet",
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+ "features": {
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+ "observation.state": {
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+ "dtype": "float32",
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+ "shape": [
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+ 8
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+ ],
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+ "names": {
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+ "motors": [
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+ "x",
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+ "y",
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+ "z",
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+ "rx",
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+ "ry",
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+ "rz",
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+ "rw",
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+ "gripper"
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+ ]
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+ }
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+ },
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+ "action": {
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+ "dtype": "float32",
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+ "shape": [
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+ 7
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+ ],
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+ "names": {
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+ "motors": [
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+ "x",
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+ "y",
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+ "z",
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+ "roll",
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+ "pitch",
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+ "yaw",
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+ "gripper"
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+ ]
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "observation.images.image_dinov3": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1024
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+ ],
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+ "names": null
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+ },
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+ "observation.images.image_siglip2": {
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+ "dtype": "float32",
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+ "shape": [
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+ 768
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+ ],
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+ "names": null
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+ },
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+ "observation.images.wrist_image_dinov3": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1024
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+ ],
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+ "names": null
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+ },
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+ "observation.images.wrist_image_siglip2": {
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+ "dtype": "float32",
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+ "shape": [
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+ 768
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+ ],
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+ "names": null
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+ }
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+ },
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+ "video_keys": [
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+ "observation.images.image",
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+ "observation.images.wrist_image"
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+ ],
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+ "num_shards": 64,
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+ "index_path": "meta/sharded_index.json"
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+ }
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+ ~~~
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+
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+ ----------------------------------------------------------------
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+
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+ Environment & Dependencies
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+
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+ Python ≥ 3.9 • PyTorch ≥ 2.1 • transformers • sentence-transformers • pyarrow • tqdm • decord (and optionally av)
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+
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+ ----------------------------------------------------------------
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+
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+ Provenance, License, and Citation
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+
247
+ - Source dataset: [IPEC-COMMUNITY/austin_sirius_dataset_lerobot](https://huggingface.co/datasets/IPEC-COMMUNITY/austin_sirius_dataset_lerobot)
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+ - License: apache-2.0 (inherits from the source)
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+ - Encoders to cite:
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+ - facebook/dinov3-vitl16-pretrain-lvd1689m
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+ - google/siglip2-base-patch16-384
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+ - google/embeddinggemma-300m
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+
254
+ ----------------------------------------------------------------
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+
256
+ Changelog
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+
258
+ - 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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