Publish processed DexJoCo delta-action datasets
Browse files- README.md +54 -0
- click_mouse_delta_n50/episodes.json +2692 -0
- click_mouse_delta_n50/ph_finetune/normalization.npz +3 -0
- click_mouse_delta_n50/ph_finetune/train.npz +3 -0
- click_mouse_delta_n50/ph_pretrain/normalization.npz +3 -0
- click_mouse_delta_n50/ph_pretrain/train.npz +3 -0
- hammer_nail_delta_n50/episodes.json +2419 -0
- hammer_nail_delta_n50/ph_finetune/normalization.npz +3 -0
- hammer_nail_delta_n50/ph_finetune/train.npz +3 -0
- hammer_nail_delta_n50/ph_pretrain/normalization.npz +3 -0
- hammer_nail_delta_n50/ph_pretrain/train.npz +3 -0
- manifest.json +126 -0
- pick_bucket_delta_n50/episodes.json +2646 -0
- pick_bucket_delta_n50/ph_finetune/normalization.npz +3 -0
- pick_bucket_delta_n50/ph_finetune/train.npz +3 -0
- pick_bucket_delta_n50/ph_pretrain/normalization.npz +3 -0
- pick_bucket_delta_n50/ph_pretrain/train.npz +3 -0
- pinch_tongs_delta_n50/episodes.json +2609 -0
- pinch_tongs_delta_n50/ph_finetune/normalization.npz +3 -0
- pinch_tongs_delta_n50/ph_finetune/train.npz +3 -0
- pinch_tongs_delta_n50/ph_pretrain/normalization.npz +3 -0
- pinch_tongs_delta_n50/ph_pretrain/train.npz +3 -0
README.md
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---
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pretty_name: DexJoCo Delta Actions for DICE-RL
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tags:
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- robotics
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- reinforcement-learning
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- dexjoco
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- dice-rl
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---
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# DexJoCo delta-action data for DICE-RL
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Processed state-based demonstrations. Action layout: world position delta (3),
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world relative SO(3) rotation vector (3), absolute Allegro joint targets (16).
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Deltas use the measured observation at the same timestep. Both states and actions
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are min-max normalized; BC and RL share the same normalization statistics.
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Observation version: `initial_object_pose_v1`.
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| Task | Episodes | Transitions |
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| --- | ---: | ---: |
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| pinch_tongs | 50 | 19885 |
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| pick_bucket | 50 | 22077 |
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| hammer_nail | 50 | 11008 |
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| click_mouse | 50 | 17120 |
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Each task contains `ph_pretrain/train.npz`, `ph_finetune/train.npz`, their
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`normalization.npz` files, and `episodes.json`. The manifest records SHA-256 hashes.
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RL rewards and terminals are 1 only at each retained demonstration's final frame.
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These are synthetic end-of-demo success labels, not replay-verified success times
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for the original recordings. No raw videos or model checkpoints are included.
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## Array format
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Load NPZ files with `numpy.load(path, allow_pickle=False)`.
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| Key | Shape | Meaning |
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| --- | --- | --- |
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| `states` | `(T, obs_dim)` | Normalized observations, float32 |
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| `actions` | `(T, 22)` | Normalized pose deltas and absolute hand targets, float32 |
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| `traj_lengths` | `(N,)` | Episode lengths, int64; sum equals T |
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| `rewards`, `terminals` | `(T,)` | Finetuning split only, float32 |
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`normalization.npz` stores `obs_min`, `obs_max`, `action_min`, `action_max`,
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`action_mode`, `normalized`, and `observation_version`.
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Normalization is `2 * (x - minimum) / (maximum - minimum + 1e-6) - 1`.
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Unnormalize actions before decoding them with the latest measured robot pose:
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`target_xyz = observed_xyz + delta_xyz` and
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`R_target = Exp(delta_rotvec) @ R_observed`. Hand targets stay absolute.
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The state and raw target quaternions use wxyz ordering.
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For `initial_object_pose_v1`, object pose features describe the initial object
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poses, matching the original recordings. They do not track moving objects.
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Use the accompanying DICE-RL checkout's `bash script/download_dexjoco_hf.sh`.
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See its `README_DEXJOCO.md` for installation and action decoding.
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Source recordings: [DexJoCo](https://huggingface.co/datasets/DexJoCo/DexJoCo-Datasets-Raw).
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click_mouse_delta_n50/episodes.json
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"path": "monitor_mousepad_demo_50_2026-03-12_13-02-53_767838/replay.zarr"
|
| 2678 |
+
}
|
| 2679 |
+
],
|
| 2680 |
+
"rejected_episodes": [],
|
| 2681 |
+
"thresholds": {
|
| 2682 |
+
"motion_position_threshold": 0.001,
|
| 2683 |
+
"motion_rotation_threshold_deg": 0.5,
|
| 2684 |
+
"motion_hand_threshold": 0.01,
|
| 2685 |
+
"motion_consecutive_samples": 3,
|
| 2686 |
+
"hold_min_duration": 0.5,
|
| 2687 |
+
"hold_context_duration": 0.1
|
| 2688 |
+
},
|
| 2689 |
+
"timestamp_source": "data/timestamp",
|
| 2690 |
+
"timestamp_units": "seconds",
|
| 2691 |
+
"observation_version": "initial_object_pose_v1"
|
| 2692 |
+
}
|
click_mouse_delta_n50/ph_finetune/normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d81a2b1611b5fe204447c262d2d9f9ad47ba4de51fd8d433761570eaddb98de8
|
| 3 |
+
size 1823
|
click_mouse_delta_n50/ph_finetune/train.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7d951517759e6828cd0e04a35a6b8806e95c3d1d4ffb617163911ad80f8d24a2
|
| 3 |
+
size 2731396
|
click_mouse_delta_n50/ph_pretrain/normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d81a2b1611b5fe204447c262d2d9f9ad47ba4de51fd8d433761570eaddb98de8
|
| 3 |
+
size 1823
|
click_mouse_delta_n50/ph_pretrain/train.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4390944035b5ffdad8ebbe2459333f475cbcd4ed9cca0f9553cdd31518bc09c0
|
| 3 |
+
size 2730526
|
hammer_nail_delta_n50/episodes.json
ADDED
|
@@ -0,0 +1,2419 @@
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|
| 1 |
+
{
|
| 2 |
+
"task": "hammer_nail",
|
| 3 |
+
"raw_path": "hammer_nail",
|
| 4 |
+
"action_mode": "delta",
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"subset_seed": 0,
|
| 7 |
+
"n_available": 100,
|
| 8 |
+
"n_valid": 100,
|
| 9 |
+
"n_selected": 50,
|
| 10 |
+
"episodes": [
|
| 11 |
+
"hammer_nail_demo_1_2026-03-10_20-09-46_502364/replay.zarr",
|
| 12 |
+
"hammer_nail_demo_2_2026-02-05_19-14-45_881469/replay.zarr",
|
| 13 |
+
"hammer_nail_demo_2_2026-02-05_19-16-49_403013/replay.zarr",
|
| 14 |
+
"hammer_nail_demo_2_2026-03-10_20-10-04_885632/replay.zarr",
|
| 15 |
+
"hammer_nail_demo_3_2026-02-05_19-17-13_044192/replay.zarr",
|
| 16 |
+
"hammer_nail_demo_3_2026-03-10_20-10-18_592869/replay.zarr",
|
| 17 |
+
"hammer_nail_demo_4_2026-02-05_19-17-28_558460/replay.zarr",
|
| 18 |
+
"hammer_nail_demo_4_2026-03-10_20-10-31_700477/replay.zarr",
|
| 19 |
+
"hammer_nail_demo_7_2026-02-05_19-18-09_807545/replay.zarr",
|
| 20 |
+
"hammer_nail_demo_8_2026-02-05_19-18-24_414441/replay.zarr",
|
| 21 |
+
"hammer_nail_demo_10_2026-02-05_19-18-55_029010/replay.zarr",
|
| 22 |
+
"hammer_nail_demo_10_2026-03-10_20-11-45_545432/replay.zarr",
|
| 23 |
+
"hammer_nail_demo_11_2026-02-05_19-19-09_111243/replay.zarr",
|
| 24 |
+
"hammer_nail_demo_15_2026-02-05_19-19-58_155343/replay.zarr",
|
| 25 |
+
"hammer_nail_demo_17_2026-02-05_19-20-27_862442/replay.zarr",
|
| 26 |
+
"hammer_nail_demo_19_2026-02-05_19-21-03_148122/replay.zarr",
|
| 27 |
+
"hammer_nail_demo_20_2026-02-05_19-21-15_505851/replay.zarr",
|
| 28 |
+
"hammer_nail_demo_23_2026-02-05_19-21-52_555006/replay.zarr",
|
| 29 |
+
"hammer_nail_demo_26_2026-02-05_19-22-26_227670/replay.zarr",
|
| 30 |
+
"hammer_nail_demo_31_2026-02-05_19-23-37_566806/replay.zarr",
|
| 31 |
+
"hammer_nail_demo_34_2026-02-05_19-24-13_189008/replay.zarr",
|
| 32 |
+
"hammer_nail_demo_36_2026-02-05_19-24-40_235088/replay.zarr",
|
| 33 |
+
"hammer_nail_demo_37_2026-02-05_19-24-51_104504/replay.zarr",
|
| 34 |
+
"hammer_nail_demo_38_2026-02-05_19-25-01_261770/replay.zarr",
|
| 35 |
+
"hammer_nail_demo_41_2026-02-05_19-25-33_274783/replay.zarr",
|
| 36 |
+
"hammer_nail_demo_44_2026-02-05_19-26-24_556050/replay.zarr",
|
| 37 |
+
"hammer_nail_demo_47_2026-02-05_19-27-07_630259/replay.zarr",
|
| 38 |
+
"hammer_nail_demo_49_2026-02-05_19-27-33_446298/replay.zarr",
|
| 39 |
+
"hammer_nail_demo_50_2026-02-05_19-27-44_063133/replay.zarr",
|
| 40 |
+
"hammer_nail_demo_52_2026-02-05_19-28-15_640966/replay.zarr",
|
| 41 |
+
"hammer_nail_demo_53_2026-02-05_19-28-28_913323/replay.zarr",
|
| 42 |
+
"hammer_nail_demo_58_2026-02-05_19-29-28_997284/replay.zarr",
|
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|
| 1 |
+
{
|
| 2 |
+
"task": "pick_bucket",
|
| 3 |
+
"raw_path": "pick_bucket",
|
| 4 |
+
"action_mode": "delta",
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"subset_seed": 0,
|
| 7 |
+
"n_available": 100,
|
| 8 |
+
"n_valid": 100,
|
| 9 |
+
"n_selected": 50,
|
| 10 |
+
"episodes": [
|
| 11 |
+
"bucket_pick_demo_1_2026-03-11_20-07-58_331352/replay.zarr",
|
| 12 |
+
"bucket_pick_demo_1_2026-03-11_21-09-15_897911/replay.zarr",
|
| 13 |
+
"bucket_pick_demo_2_2026-03-10_18-14-51_020611/replay.zarr",
|
| 14 |
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"bucket_pick_demo_2_2026-03-11_20-08-56_749142/replay.zarr",
|
| 15 |
+
"bucket_pick_demo_2_2026-03-11_21-09-39_438398/replay.zarr",
|
| 16 |
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"bucket_pick_demo_3_2026-03-10_18-15-26_815836/replay.zarr",
|
| 17 |
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"bucket_pick_demo_3_2026-03-11_20-09-31_784595/replay.zarr",
|
| 18 |
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"bucket_pick_demo_3_2026-03-11_21-10-02_658385/replay.zarr",
|
| 19 |
+
"bucket_pick_demo_5_2026-03-11_20-10-29_433185/replay.zarr",
|
| 20 |
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"bucket_pick_demo_6_2026-03-10_18-17-01_824968/replay.zarr",
|
| 21 |
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"bucket_pick_demo_6_2026-03-11_20-11-14_456342/replay.zarr",
|
| 22 |
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"bucket_pick_demo_6_2026-03-11_21-12-01_536501/replay.zarr",
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"bucket_pick_demo_13_2026-03-11_21-14-47_090034/replay.zarr",
|
| 28 |
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|
| 29 |
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"bucket_pick_demo_17_2026-03-11_20-16-45_787493/replay.zarr",
|
| 30 |
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"bucket_pick_demo_19_2026-03-11_21-17-53_710105/replay.zarr",
|
| 31 |
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|
| 32 |
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"bucket_pick_demo_21_2026-03-11_20-18-35_452633/replay.zarr",
|
| 33 |
+
"bucket_pick_demo_21_2026-03-11_21-19-10_024307/replay.zarr",
|
| 34 |
+
"bucket_pick_demo_22_2026-03-11_20-18-52_453573/replay.zarr",
|
| 35 |
+
"bucket_pick_demo_23_2026-03-11_20-19-11_163183/replay.zarr",
|
| 36 |
+
"bucket_pick_demo_24_2026-03-11_21-21-00_054730/replay.zarr",
|
| 37 |
+
"bucket_pick_demo_26_2026-03-11_20-20-01_065142/replay.zarr",
|
| 38 |
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"bucket_pick_demo_27_2026-03-11_20-20-16_433758/replay.zarr",
|
| 39 |
+
"bucket_pick_demo_27_2026-03-11_21-22-18_597154/replay.zarr",
|
| 40 |
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"bucket_pick_demo_28_2026-03-11_20-20-30_895817/replay.zarr",
|
| 41 |
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"bucket_pick_demo_28_2026-03-11_21-22-41_131144/replay.zarr",
|
| 42 |
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"bucket_pick_demo_30_2026-03-11_21-23-28_903077/replay.zarr",
|
| 43 |
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"bucket_pick_demo_31_2026-03-11_20-23-51_216955/replay.zarr",
|
| 44 |
+
"bucket_pick_demo_31_2026-03-11_21-23-51_937555/replay.zarr",
|
| 45 |
+
"bucket_pick_demo_32_2026-03-11_20-24-14_817377/replay.zarr",
|
| 46 |
+
"bucket_pick_demo_34_2026-03-11_21-25-55_323352/replay.zarr",
|
| 47 |
+
"bucket_pick_demo_36_2026-03-11_21-27-58_796608/replay.zarr",
|
| 48 |
+
"bucket_pick_demo_38_2026-03-11_21-29-05_687157/replay.zarr",
|
| 49 |
+
"bucket_pick_demo_39_2026-03-11_21-29-59_244967/replay.zarr",
|
| 50 |
+
"bucket_pick_demo_40_2026-03-11_21-31-27_744129/replay.zarr",
|
| 51 |
+
"bucket_pick_demo_41_2026-03-11_21-31-57_427880/replay.zarr",
|
| 52 |
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"bucket_pick_demo_43_2026-03-11_21-33-07_369004/replay.zarr",
|
| 53 |
+
"bucket_pick_demo_45_2026-03-11_21-34-02_959409/replay.zarr",
|
| 54 |
+
"bucket_pick_demo_47_2026-03-11_21-35-18_494579/replay.zarr",
|
| 55 |
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"bucket_pick_demo_51_2026-03-11_21-37-13_436157/replay.zarr",
|
| 56 |
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"bucket_pick_demo_55_2026-03-11_21-39-10_249927/replay.zarr",
|
| 57 |
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"bucket_pick_demo_57_2026-03-11_21-40-50_860920/replay.zarr",
|
| 58 |
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"bucket_pick_demo_59_2026-03-11_21-41-45_787231/replay.zarr",
|
| 59 |
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"bucket_pick_demo_61_2026-03-11_21-42-36_464305/replay.zarr",
|
| 60 |
+
"bucket_pick_demo_65_2026-03-11_21-45-04_333824/replay.zarr"
|
| 61 |
+
],
|
| 62 |
+
"traj_lengths": [
|
| 63 |
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|
| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 73 |
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| 75 |
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| 76 |
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| 81 |
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| 84 |
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| 86 |
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| 87 |
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| 89 |
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| 2559 |
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|
| 2561 |
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| 2562 |
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|
| 2563 |
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| 2564 |
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|
| 2565 |
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],
|
| 2566 |
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"prefix_decision": "trimmed",
|
| 2567 |
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"path": "bucket_pick_demo_61_2026-03-11_21-42-36_464305/replay.zarr"
|
| 2568 |
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},
|
| 2569 |
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{
|
| 2570 |
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|
| 2571 |
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|
| 2572 |
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|
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| 2580 |
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|
| 2581 |
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|
| 2582 |
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|
| 2583 |
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|
| 2584 |
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|
| 2585 |
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{
|
| 2586 |
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|
| 2587 |
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|
| 2588 |
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|
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|
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|
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|
| 2592 |
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|
| 2593 |
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|
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| 2596 |
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|
| 2597 |
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|
| 2598 |
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|
| 2599 |
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|
| 2600 |
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},
|
| 2601 |
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|
| 2602 |
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|
| 2603 |
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|
| 2604 |
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|
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|
| 2607 |
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|
| 2608 |
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|
| 2609 |
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|
| 2610 |
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|
| 2611 |
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|
| 2612 |
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|
| 2613 |
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|
| 2614 |
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"prefix_decision": "trimmed",
|
| 2615 |
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"path": "bucket_pick_demo_64_2026-03-11_21-44-06_601796/replay.zarr"
|
| 2616 |
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},
|
| 2617 |
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{
|
| 2618 |
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|
| 2619 |
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|
| 2620 |
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|
| 2621 |
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|
| 2622 |
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|
| 2623 |
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|
| 2624 |
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|
| 2625 |
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|
| 2626 |
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|
| 2627 |
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"cut_reasons": [
|
| 2628 |
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|
| 2629 |
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],
|
| 2630 |
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"prefix_decision": "trimmed",
|
| 2631 |
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"path": "bucket_pick_demo_65_2026-03-11_21-45-04_333824/replay.zarr"
|
| 2632 |
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}
|
| 2633 |
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],
|
| 2634 |
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"rejected_episodes": [],
|
| 2635 |
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"thresholds": {
|
| 2636 |
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|
| 2637 |
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"motion_rotation_threshold_deg": 0.5,
|
| 2638 |
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|
| 2639 |
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|
| 2640 |
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|
| 2641 |
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|
| 2642 |
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},
|
| 2643 |
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"timestamp_source": "data/timestamp",
|
| 2644 |
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"timestamp_units": "seconds",
|
| 2645 |
+
"observation_version": "initial_object_pose_v1"
|
| 2646 |
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}
|
pick_bucket_delta_n50/ph_finetune/normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:b99f81fa0add4bf1cab869184a85e31d6247a776ce40d4a54222fa2e13a84e06
|
| 3 |
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size 1908
|
pick_bucket_delta_n50/ph_finetune/train.npz
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
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|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:94c42de132b135824a6657039dd9265e58ac93c1817dcc18a6c727f40f973a5a
|
| 3 |
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size 3571097
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pick_bucket_delta_n50/ph_pretrain/normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 1908
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pick_bucket_delta_n50/ph_pretrain/train.npz
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:15cc329ec94553ebeeeb8f5cc5751f7caef532acccf890c5c7157a58670b1478
|
| 3 |
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size 3570177
|
pinch_tongs_delta_n50/episodes.json
ADDED
|
@@ -0,0 +1,2609 @@
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|
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| 1 |
+
{
|
| 2 |
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"task": "pinch_tongs",
|
| 3 |
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|
| 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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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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"table_tongs_demo_27_2026-03-12_15-36-46_808320/replay.zarr",
|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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| 57 |
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| 58 |
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| 59 |
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|
| 60 |
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|
| 61 |
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| 62 |
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},
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