Auto-sync: 2026-06-27 18:32:13
Browse files- results/h16_field_optim_near_miss_policy_bc5_bestpt_s4_trust05_afterany_summary.json +746 -0
- results/h16_field_optim_near_miss_policy_bc5_bestpt_s4_trust05_afterany_summary.md +18 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_knn4_summary.json +15 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_knn4_summary.md +16 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_summary.json +15 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_summary.md +16 -0
results/h16_field_optim_near_miss_policy_bc5_bestpt_s4_trust05_afterany_summary.json
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| 1 |
+
{
|
| 2 |
+
"run_root": "/scratch/knguy52/dovla/experiments/dovla_h16_field_optim_sweep/near_miss_policy_bc5_bestpt_s4_trust05",
|
| 3 |
+
"baseline_h4_policy_success": 0.2967,
|
| 4 |
+
"baseline_h16_policy_success": 0.29739130434782607,
|
| 5 |
+
"num_result_files": 9,
|
| 6 |
+
"configs": [
|
| 7 |
+
{
|
| 8 |
+
"config": "k32_sigma0.50",
|
| 9 |
+
"completed_seeds": [
|
| 10 |
+
0
|
| 11 |
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],
|
| 12 |
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"num_completed": 1,
|
| 13 |
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"mean_success": 0.2539130434782609,
|
| 14 |
+
"std_success": 0.0,
|
| 15 |
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"mean_progress": 0.5365319993136369,
|
| 16 |
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"mean_action_mse_to_best": 0.3908262099843958,
|
| 17 |
+
"absolute_gain_vs_h4_baseline": -0.04278695652173914,
|
| 18 |
+
"absolute_gain_vs_h16_policy": -0.04347826086956519
|
| 19 |
+
},
|
| 20 |
+
{
|
| 21 |
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"config": "k1_sigma0.00",
|
| 22 |
+
"completed_seeds": [
|
| 23 |
+
0,
|
| 24 |
+
2
|
| 25 |
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],
|
| 26 |
+
"num_completed": 2,
|
| 27 |
+
"mean_success": 0.24608695652173912,
|
| 28 |
+
"std_success": 0.00614875461901348,
|
| 29 |
+
"mean_progress": 0.5327426943620261,
|
| 30 |
+
"mean_action_mse_to_best": 0.39773258084512275,
|
| 31 |
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"absolute_gain_vs_h4_baseline": -0.0506130434782609,
|
| 32 |
+
"absolute_gain_vs_h16_policy": -0.05130434782608695
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"config": "k16_sigma0.35",
|
| 36 |
+
"completed_seeds": [
|
| 37 |
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0,
|
| 38 |
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1,
|
| 39 |
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2
|
| 40 |
+
],
|
| 41 |
+
"num_completed": 3,
|
| 42 |
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"mean_success": 0.24231884057971015,
|
| 43 |
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"std_success": 0.002008174849355231,
|
| 44 |
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"mean_progress": 0.5237070613686257,
|
| 45 |
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"mean_action_mse_to_best": 0.4064106829307865,
|
| 46 |
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"absolute_gain_vs_h4_baseline": -0.05438115942028987,
|
| 47 |
+
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"policy_rollout_success_rate": 0.13157894736842105,
|
| 645 |
+
"restore_max_error": 4.76837158203125e-07
|
| 646 |
+
},
|
| 647 |
+
"PushCube-v1": {
|
| 648 |
+
"action_mse_to_best": 0.3886206160123284,
|
| 649 |
+
"expert_success_rate": 0.8198198198198198,
|
| 650 |
+
"num_groups": 111,
|
| 651 |
+
"oracle_success_rate": 1.0,
|
| 652 |
+
"policy_expert_regret": 0.29417850627555503,
|
| 653 |
+
"policy_oracle_regret": 0.34459435147745116,
|
| 654 |
+
"policy_rollout_progress": 0.835585828702729,
|
| 655 |
+
"policy_rollout_success_rate": 0.8198198198198198,
|
| 656 |
+
"restore_max_error": 4.76837158203125e-07
|
| 657 |
+
},
|
| 658 |
+
"StackCube-v1": {
|
| 659 |
+
"action_mse_to_best": 0.4985581654031853,
|
| 660 |
+
"expert_success_rate": 0.6923076923076923,
|
| 661 |
+
"num_groups": 91,
|
| 662 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 663 |
+
"policy_expert_regret": 1.106395381656322,
|
| 664 |
+
"policy_oracle_regret": 1.2537258472088928,
|
| 665 |
+
"policy_rollout_progress": 0.3678028554051787,
|
| 666 |
+
"policy_rollout_success_rate": 0.1978021978021978,
|
| 667 |
+
"restore_max_error": 3.948807716369629e-07
|
| 668 |
+
}
|
| 669 |
+
}
|
| 670 |
+
},
|
| 671 |
+
{
|
| 672 |
+
"config": "k8_sigma0.20",
|
| 673 |
+
"seed": 2,
|
| 674 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_field_optim_sweep/near_miss_policy_bc5_bestpt_s4_trust05/k8_sigma0.20/seed_2/online_rollout.json",
|
| 675 |
+
"selection_mode": "field_optim",
|
| 676 |
+
"num_candidates": 8,
|
| 677 |
+
"candidate_sigma": 0.2,
|
| 678 |
+
"field_optim_steps": 4,
|
| 679 |
+
"field_optim_step_size": 0.05,
|
| 680 |
+
"field_optim_trust_radius": 0.5,
|
| 681 |
+
"field_optim_l2_penalty": 0.02,
|
| 682 |
+
"num_groups": 575,
|
| 683 |
+
"policy_rollout_success_rate": 0.22956521739130434,
|
| 684 |
+
"policy_rollout_progress": 0.5218091125312545,
|
| 685 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 686 |
+
"action_mse_to_best": 0.42410068074160295,
|
| 687 |
+
"per_task": {
|
| 688 |
+
"LiftPegUpright-v1": {
|
| 689 |
+
"action_mse_to_best": 0.3535835361981299,
|
| 690 |
+
"expert_success_rate": 0.8229166666666666,
|
| 691 |
+
"num_groups": 96,
|
| 692 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 693 |
+
"policy_expert_regret": 0.969089585977296,
|
| 694 |
+
"policy_oracle_regret": 1.0896811264877517,
|
| 695 |
+
"policy_rollout_progress": 0.6431976957246661,
|
| 696 |
+
"policy_rollout_success_rate": 0.1875,
|
| 697 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 698 |
+
},
|
| 699 |
+
"PickCube-v1": {
|
| 700 |
+
"action_mse_to_best": 0.344063895782738,
|
| 701 |
+
"expert_success_rate": 0.9444444444444444,
|
| 702 |
+
"num_groups": 198,
|
| 703 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 704 |
+
"policy_expert_regret": 1.384132306433678,
|
| 705 |
+
"policy_oracle_regret": 1.405459522273194,
|
| 706 |
+
"policy_rollout_progress": 0.4947132789071254,
|
| 707 |
+
"policy_rollout_success_rate": 0.04040404040404041,
|
| 708 |
+
"restore_max_error": 4.76837158203125e-07
|
| 709 |
+
},
|
| 710 |
+
"PullCube-v1": {
|
| 711 |
+
"action_mse_to_best": 0.6478720838824908,
|
| 712 |
+
"expert_success_rate": 0.24444444444444444,
|
| 713 |
+
"num_groups": 90,
|
| 714 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 715 |
+
"policy_expert_regret": 0.2917847439698461,
|
| 716 |
+
"policy_oracle_regret": 0.5349132894486602,
|
| 717 |
+
"policy_rollout_progress": 0.3336249701833973,
|
| 718 |
+
"policy_rollout_success_rate": 0.2111111111111111,
|
| 719 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 720 |
+
},
|
| 721 |
+
"PushCube-v1": {
|
| 722 |
+
"action_mse_to_best": 0.386228519279768,
|
| 723 |
+
"expert_success_rate": 0.8514851485148515,
|
| 724 |
+
"num_groups": 101,
|
| 725 |
+
"oracle_success_rate": 1.0,
|
| 726 |
+
"policy_expert_regret": 0.3565023746525887,
|
| 727 |
+
"policy_oracle_regret": 0.4105553013263362,
|
| 728 |
+
"policy_rollout_progress": 0.8072664808518816,
|
| 729 |
+
"policy_rollout_success_rate": 0.7821782178217822,
|
| 730 |
+
"restore_max_error": 4.76837158203125e-07
|
| 731 |
+
},
|
| 732 |
+
"StackCube-v1": {
|
| 733 |
+
"action_mse_to_best": 0.4941294732193152,
|
| 734 |
+
"expert_success_rate": 0.7666666666666667,
|
| 735 |
+
"num_groups": 90,
|
| 736 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 737 |
+
"policy_expert_regret": 1.3245210293266507,
|
| 738 |
+
"policy_oracle_regret": 1.4733497116300796,
|
| 739 |
+
"policy_rollout_progress": 0.31977633121940824,
|
| 740 |
+
"policy_rollout_success_rate": 0.08888888888888889,
|
| 741 |
+
"restore_max_error": 4.76837158203125e-07
|
| 742 |
+
}
|
| 743 |
+
}
|
| 744 |
+
}
|
| 745 |
+
]
|
| 746 |
+
}
|
results/h16_field_optim_near_miss_policy_bc5_bestpt_s4_trust05_afterany_summary.md
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# h=16 Field-Guided Rollout Sweep
|
| 2 |
+
|
| 3 |
+
Result root: `/scratch/knguy52/dovla/experiments/dovla_h16_field_optim_sweep/near_miss_policy_bc5_bestpt_s4_trust05`
|
| 4 |
+
Completed result files: 9
|
| 5 |
+
Baseline h=4 policy success: 29.67%
|
| 6 |
+
Baseline h=16 policy success: 29.74%
|
| 7 |
+
|
| 8 |
+
| config | seeds | mean success | gain vs h=16 | progress | action MSE |
|
| 9 |
+
|---|---:|---:|---:|---:|---:|
|
| 10 |
+
| k32_sigma0.50 | 1 | 25.39% | -4.35% | 53.65% | 0.391 |
|
| 11 |
+
| k1_sigma0.00 | 2 | 24.61% | -5.13% | 53.27% | 0.398 |
|
| 12 |
+
| k16_sigma0.35 | 3 | 24.23% | -5.51% | 52.37% | 0.406 |
|
| 13 |
+
| k8_sigma0.20 | 3 | 24.12% | -5.62% | 52.37% | 0.404 |
|
| 14 |
+
|
| 15 |
+
Best config:
|
| 16 |
+
- k32_sigma0.50
|
| 17 |
+
- mean success: 25.39%
|
| 18 |
+
- gain vs h=16 policy: -4.35%
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_knn4_summary.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_root": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs",
|
| 3 |
+
"objective": "near_miss_policy_bc5",
|
| 4 |
+
"out_name": "retrieval_residual_knn4_rollout.json",
|
| 5 |
+
"num_completed": 0,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.0,
|
| 9 |
+
"std_success": 0.0,
|
| 10 |
+
"mean_progress": 0.0,
|
| 11 |
+
"mean_action_mse_to_best": 0.0,
|
| 12 |
+
"gain_vs_h4": 0.0,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.0,
|
| 14 |
+
"rows": []
|
| 15 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_knn4_summary.md
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# h=16 Best-Policy Checkpoint Rollout
|
| 2 |
+
|
| 3 |
+
Run root: `/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs`
|
| 4 |
+
Objective: `near_miss_policy_bc5`
|
| 5 |
+
Result file: `retrieval_residual_knn4_rollout.json`
|
| 6 |
+
Completed seeds: 0
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 0.00% +/- 0.00%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +0.00%
|
| 12 |
+
Mean progress: 0.00%
|
| 13 |
+
Mean action MSE to best: 0.000
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_summary.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_root": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs",
|
| 3 |
+
"objective": "near_miss_policy_bc5",
|
| 4 |
+
"out_name": "retrieval_residual_rollout.json",
|
| 5 |
+
"num_completed": 0,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.0,
|
| 9 |
+
"std_success": 0.0,
|
| 10 |
+
"mean_progress": 0.0,
|
| 11 |
+
"mean_action_mse_to_best": 0.0,
|
| 12 |
+
"gain_vs_h4": 0.0,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.0,
|
| 14 |
+
"rows": []
|
| 15 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_summary.md
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# h=16 Best-Policy Checkpoint Rollout
|
| 2 |
+
|
| 3 |
+
Run root: `/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs`
|
| 4 |
+
Objective: `near_miss_policy_bc5`
|
| 5 |
+
Result file: `retrieval_residual_rollout.json`
|
| 6 |
+
Completed seeds: 0
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 0.00% +/- 0.00%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +0.00%
|
| 12 |
+
Mean progress: 0.00%
|
| 13 |
+
Mean action MSE to best: 0.000
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|