Remove four poor-quality demonstrations and recompute affected datasets
Browse filesReprocess click_mouse (99), hammer_nail (99), pick_bucket (98); recompute normalizers and update counts/removal provenance. Unchanged tasks retain their verified archive checksums.
- README.md +25 -12
- archives/click_mouse-img.tar +2 -2
- archives/hammer_nail-img.tar +2 -2
- archives/pick_bucket-img.tar +2 -2
- manifest.json +73 -35
README.md
CHANGED
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@@ -17,21 +17,26 @@ source_datasets:
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Processed demonstrations for all six single-arm DexJoCo tasks, ready for the
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DICE-RL image behavior-cloning loader. This public release contains
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**
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-
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| Task | Episodes | Transitions | Retained episode length | Archive GiB |
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|---|---:|---:|---:|---:|
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-
| click_mouse |
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| fold_glasses | 100 | 53,878 | 282–844 | 1.91 |
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-
| hammer_nail |
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-
| pick_bucket |
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| pinch_tongs | 100 | 40,469 | 288–680 | 1.10 |
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| water_plant | 100 | 27,745 | 203–394 | 1.10 |
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-
Total archive size: **7.
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**15.
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## Download
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@@ -107,19 +112,27 @@ per-task statistics are in [manifest.json](manifest.json).
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Choose cameras explicitly in `train_dataset.image_keys`, for example
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`[front, wrist]`; the loader decompresses only those camera members. Keep this
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order consistent with the environment, model `num_img` and image shape.
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The older mixed single-arm/bimanual repository is a separate release and is
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unchanged by this publication.
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## Verification
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-
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-
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-
- All
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fresh raw re-encoding, the recorded prefix cuts and the published normalizers.
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The encoder is shared with the converter; this is a consistency check rather
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than an independent action-encoding implementation.
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-
- All shared arrays in both training files, including **
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retained camera frames**, matched exactly. Shapes, dtypes, finite values,
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episode boundaries, normalization extrema and synthetic rewards were checked.
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No all-black camera frames were found.
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Processed demonstrations for all six single-arm DexJoCo tasks, ready for the
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DICE-RL image behavior-cloning loader. This public release contains
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+
**596 episodes and 216,890 retained transitions**.
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+
Four demonstrations were removed before processing due to poor trajectory quality:
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+
pick_bucket demo 39 (244967) and demo 12 (974934), click_mouse demo 42 (581035),
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+
and hammer_nail demo 2 (403013). They were not replaced. This **2026-10-21**
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+
release contains 98 pick_bucket, 99 click_mouse, 99 hammer_nail, and 100 episodes
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+
for each other task. Every remaining raw recording passed conversion; no
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additional episodes were rejected. Per-task normalization for the three affected
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tasks was recomputed using only the clean retained episodes. No policy checkpoints or measured policy success rates are included.
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| Task | Episodes | Transitions | Retained episode length | Archive GiB |
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|---|---:|---:|---:|---:|
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+
| click_mouse | 99 | 31,928 | 192–538 | 1.01 |
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| fold_glasses | 100 | 53,878 | 282–844 | 1.91 |
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+
| hammer_nail | 99 | 21,041 | 149–392 | 0.99 |
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+
| pick_bucket | 98 | 41,829 | 233–725 | 1.73 |
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| pinch_tongs | 100 | 40,469 | 288–680 | 1.10 |
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| water_plant | 100 | 27,745 | 203–394 | 1.10 |
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+
Total archive size: **7.84 GiB**. Allow approximately
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**15.7 GiB** for cached archives plus extracted data.
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## Download
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Choose cameras explicitly in `train_dataset.image_keys`, for example
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`[front, wrist]`; the loader decompresses only those camera members. Keep this
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order consistent with the environment, model `num_img` and image shape.
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+
To keep a previous local installation, download this release to a new directory:
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+
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```bash
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bash script/download_hf.sh --data-dir data_dir/dexjoco-clean-20261021
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```
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+
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The older mixed single-arm/bimanual repository is a separate release and is
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unchanged by this publication.
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## Verification
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The three affected tasks were freshly converted from the cleaned local raw
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recordings using the same converter defaults. Unaffected tasks reuse the prior
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verified NPZ files; all six tasks were audited again against the available raw
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recordings before packaging:
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- All 596 episodes' stored states and actions were compared exactly against
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fresh raw re-encoding, the recorded prefix cuts and the published normalizers.
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The encoder is shared with the converter; this is a consistency check rather
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than an independent action-encoding implementation.
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- All shared arrays in both training files, including **867,560
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retained camera frames**, matched exactly. Shapes, dtypes, finite values,
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episode boundaries, normalization extrema and synthetic rewards were checked.
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No all-black camera frames were found.
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archives/click_mouse-img.tar
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:9bb950d03d878e31e986c8c061801c4bd3cb9a49d6036ddd13790717412d2ef3
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size 1079582720
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archives/hammer_nail-img.tar
CHANGED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:379026c092c814d8b5e61f0bf96cacde509e8e829caa3f7f531616c453ab8921
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size 1064765440
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archives/pick_bucket-img.tar
CHANGED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:815cc53e4b6f3566be0ecb89bdafab133403ded98bb6d5f4ccfdb4be94f0a0d1
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+
size 1859635200
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manifest.json
CHANGED
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@@ -11,14 +11,14 @@
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"tasks": {
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"click_mouse": {
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"archive": "archives/click_mouse-img.tar",
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-
"archive_bytes":
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-
"sha256": "
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-
"n_available":
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-
"n_episodes":
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"n_transitions":
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"min_trajectory_length": 192,
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"max_trajectory_length":
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-
"trimmed_prefix_frames":
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"state_dim": 23,
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"action_dim": 22,
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"camera_names": [
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96,
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96
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],
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-
"total_camera_frames":
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-
"raw_state_action_episodes_compared":
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"raw_camera_frames_compared": 36,
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"all_black_camera_frames": {
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"ego_left": 0,
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"front": 0,
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"wrist": 0
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},
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"cpu_loader": "passed"
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},
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"fold_glasses": {
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"archive": "archives/fold_glasses-img.tar",
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"front": 0,
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"wrist": 0
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},
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"cpu_loader": "passed"
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},
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"hammer_nail": {
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"archive": "archives/hammer_nail-img.tar",
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-
"archive_bytes":
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-
"sha256": "
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-
"n_available":
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-
"n_episodes":
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-
"n_transitions":
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"min_trajectory_length": 149,
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-
"max_trajectory_length":
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"trimmed_prefix_frames": 649,
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"state_dim": 23,
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"action_dim": 22,
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96,
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96
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],
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-
"total_camera_frames":
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-
"raw_state_action_episodes_compared":
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"raw_camera_frames_compared": 36,
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"all_black_camera_frames": {
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"ego_left": 0,
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@@ -106,18 +112,22 @@
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"front": 0,
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"wrist": 0
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},
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-
"cpu_loader": "passed"
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},
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"pick_bucket": {
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"archive": "archives/pick_bucket-img.tar",
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-
"archive_bytes":
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-
"sha256": "
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-
"n_available":
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-
"n_episodes":
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-
"n_transitions":
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"min_trajectory_length": 233,
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-
"max_trajectory_length":
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-
"trimmed_prefix_frames":
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"state_dim": 23,
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"action_dim": 22,
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"camera_names": [
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96,
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96
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],
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-
"total_camera_frames":
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-
"raw_state_action_episodes_compared":
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"raw_camera_frames_compared": 36,
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"all_black_camera_frames": {
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"ego_left": 0,
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@@ -139,7 +149,12 @@
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"front": 0,
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"wrist": 0
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},
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"cpu_loader": "passed"
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},
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"pinch_tongs": {
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"archive": "archives/pinch_tongs-img.tar",
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@@ -172,7 +187,9 @@
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"front": 0,
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"wrist": 0
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},
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-
"cpu_loader": "passed"
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},
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"water_plant": {
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"archive": "archives/water_plant-img.tar",
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@@ -205,10 +222,31 @@
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"front": 0,
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"wrist": 0
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},
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"cpu_loader": "passed"
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}
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},
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-
"n_episodes":
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-
"n_transitions":
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-
"archive_bytes":
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}
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"tasks": {
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"click_mouse": {
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"archive": "archives/click_mouse-img.tar",
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+
"archive_bytes": 1079582720,
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+
"sha256": "9bb950d03d878e31e986c8c061801c4bd3cb9a49d6036ddd13790717412d2ef3",
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+
"n_available": 99,
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+
"n_episodes": 99,
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+
"n_transitions": 31928,
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"min_trajectory_length": 192,
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+
"max_trajectory_length": 538,
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+
"trimmed_prefix_frames": 7138,
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"state_dim": 23,
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"action_dim": 22,
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"camera_names": [
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96,
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96
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],
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+
"total_camera_frames": 127712,
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+
"raw_state_action_episodes_compared": 99,
|
| 36 |
"raw_camera_frames_compared": 36,
|
| 37 |
"all_black_camera_frames": {
|
| 38 |
"ego_left": 0,
|
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|
|
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"front": 0,
|
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"wrist": 0
|
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},
|
| 43 |
+
"cpu_loader": "passed",
|
| 44 |
+
"n_original_episodes": 100,
|
| 45 |
+
"excluded_episodes": [
|
| 46 |
+
"monitor_mousepad_demo_42_2026-03-12_13-00-42_581035/replay.zarr"
|
| 47 |
+
]
|
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},
|
| 49 |
"fold_glasses": {
|
| 50 |
"archive": "archives/fold_glasses-img.tar",
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"front": 0,
|
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"wrist": 0
|
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},
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+
"cpu_loader": "passed",
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+
"n_original_episodes": 100,
|
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+
"excluded_episodes": []
|
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},
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"hammer_nail": {
|
| 85 |
"archive": "archives/hammer_nail-img.tar",
|
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+
"archive_bytes": 1064765440,
|
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+
"sha256": "379026c092c814d8b5e61f0bf96cacde509e8e829caa3f7f531616c453ab8921",
|
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+
"n_available": 99,
|
| 89 |
+
"n_episodes": 99,
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| 90 |
+
"n_transitions": 21041,
|
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"min_trajectory_length": 149,
|
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+
"max_trajectory_length": 392,
|
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"trimmed_prefix_frames": 649,
|
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"state_dim": 23,
|
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"action_dim": 22,
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96,
|
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96
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],
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+
"total_camera_frames": 84164,
|
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+
"raw_state_action_episodes_compared": 99,
|
| 108 |
"raw_camera_frames_compared": 36,
|
| 109 |
"all_black_camera_frames": {
|
| 110 |
"ego_left": 0,
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"front": 0,
|
| 113 |
"wrist": 0
|
| 114 |
},
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| 115 |
+
"cpu_loader": "passed",
|
| 116 |
+
"n_original_episodes": 100,
|
| 117 |
+
"excluded_episodes": [
|
| 118 |
+
"hammer_nail_demo_2_2026-02-05_19-16-49_403013/replay.zarr"
|
| 119 |
+
]
|
| 120 |
},
|
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"pick_bucket": {
|
| 122 |
"archive": "archives/pick_bucket-img.tar",
|
| 123 |
+
"archive_bytes": 1859635200,
|
| 124 |
+
"sha256": "815cc53e4b6f3566be0ecb89bdafab133403ded98bb6d5f4ccfdb4be94f0a0d1",
|
| 125 |
+
"n_available": 98,
|
| 126 |
+
"n_episodes": 98,
|
| 127 |
+
"n_transitions": 41829,
|
| 128 |
"min_trajectory_length": 233,
|
| 129 |
+
"max_trajectory_length": 725,
|
| 130 |
+
"trimmed_prefix_frames": 3238,
|
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"state_dim": 23,
|
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"action_dim": 22,
|
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"camera_names": [
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96,
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96
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],
|
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+
"total_camera_frames": 167316,
|
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+
"raw_state_action_episodes_compared": 98,
|
| 145 |
"raw_camera_frames_compared": 36,
|
| 146 |
"all_black_camera_frames": {
|
| 147 |
"ego_left": 0,
|
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"front": 0,
|
| 150 |
"wrist": 0
|
| 151 |
},
|
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+
"cpu_loader": "passed",
|
| 153 |
+
"n_original_episodes": 100,
|
| 154 |
+
"excluded_episodes": [
|
| 155 |
+
"bucket_pick_demo_12_2026-03-11_21-14-27_974934/replay.zarr",
|
| 156 |
+
"bucket_pick_demo_39_2026-03-11_21-29-59_244967/replay.zarr"
|
| 157 |
+
]
|
| 158 |
},
|
| 159 |
"pinch_tongs": {
|
| 160 |
"archive": "archives/pinch_tongs-img.tar",
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"front": 0,
|
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"wrist": 0
|
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},
|
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+
"cpu_loader": "passed",
|
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+
"n_original_episodes": 100,
|
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+
"excluded_episodes": []
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},
|
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"water_plant": {
|
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"archive": "archives/water_plant-img.tar",
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"front": 0,
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"wrist": 0
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},
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+
"cpu_loader": "passed",
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+
"n_original_episodes": 100,
|
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+
"excluded_episodes": []
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+
}
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},
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+
"release_date": "2026-10-21",
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+
"quality_filter": {
|
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+
"reason": "poor trajectory quality",
|
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+
"n_removed": 4,
|
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+
"replacement_episodes_added": false,
|
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+
"previous_revision": "1d13c18f115aa91fc4d929d1b7a53a7e71001a28",
|
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+
"removed_episodes": {
|
| 237 |
+
"click_mouse": [
|
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+
"monitor_mousepad_demo_42_2026-03-12_13-00-42_581035/replay.zarr"
|
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+
],
|
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+
"hammer_nail": [
|
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"hammer_nail_demo_2_2026-02-05_19-16-49_403013/replay.zarr"
|
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+
],
|
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+
"pick_bucket": [
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| 244 |
+
"bucket_pick_demo_12_2026-03-11_21-14-27_974934/replay.zarr",
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| 245 |
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"bucket_pick_demo_39_2026-03-11_21-29-59_244967/replay.zarr"
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| 246 |
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| 247 |
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| 248 |
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| 249 |
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| 252 |
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