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results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p10_noopbonus0p03_summary.json ADDED
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+ "policy_rollout_success_rate": 0.2,
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+ "restore_max_error": 2.384185791015625e-07
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+ },
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+ "PushCube-v1": {
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+ "action_mse_to_best": 0.40162252568372403,
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+ "expert_success_rate": 0.8514851485148515,
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+ "num_groups": 101,
391
+ "oracle_success_rate": 1.0,
392
+ "policy_expert_regret": 0.3614039024209032,
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+ "policy_oracle_regret": 0.4350951622323235,
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+ "policy_rollout_progress": 0.7926276100449042,
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+ "policy_rollout_success_rate": 0.7722772277227723,
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+ "restore_max_error": 2.384185791015625e-07
397
+ },
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+ "StackCube-v1": {
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+ "action_mse_to_best": 0.5279740211450391,
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+ "expert_success_rate": 0.7666666666666667,
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+ "num_groups": 90,
402
+ "oracle_success_rate": 0.9111111111111111,
403
+ "policy_expert_regret": 1.1824685187803374,
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+ "policy_oracle_regret": 1.3445890701479382,
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+ "policy_rollout_progress": 0.3971432639492883,
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+ "policy_rollout_success_rate": 0.14444444444444443,
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+ "restore_max_error": 2.2351741790771484e-07
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+ }
409
+ }
410
+ }
411
+ ]
412
+ }
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p10_noopbonus0p03_summary.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: `policy_rollout_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p10_noopbonus0p03.json`
6
+ Completed seeds: 3
7
+ Baseline h=4 policy success: 29.67%
8
+ Baseline h=16 rank-checkpoint success: 29.74%
9
+
10
+ Mean success: 34.67% +/- 0.96%
11
+ Gain vs h=16 rank checkpoint: +4.93%
12
+ Mean progress: 56.45%
13
+ Mean action MSE to best: 0.418
14
+
15
+ | seed | mode | k | policy cand | retrieval K | retrieval metric | residual anchor | residual direction | residual reduce | min type success | type success bonus | consensus penalty | min source progress | source progress bonus | source score bonus | residual scale | residual scales | margin | sigma | opt steps | trust | success | progress | oracle | candidate oracle | oracle gain | action MSE |
16
+ |---:|---|---:|---|---:|---|---|---|---|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
17
+ | 0 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 33.57% | 54.99% | 85.74% | n/a | n/a | 0.403 |
18
+ | 1 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 35.30% | 57.32% | 86.96% | n/a | n/a | 0.409 |
19
+ | 2 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 35.13% | 57.04% | 87.65% | n/a | n/a | 0.441 |
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8_summary.json ADDED
@@ -0,0 +1,697 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "run_root": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs",
3
+ "objective": "near_miss_policy_bc5",
4
+ "out_name": "policy_rollout_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8.json",
5
+ "num_completed": 3,
6
+ "baseline_h4_policy_success": 0.2967,
7
+ "baseline_h16_rank_checkpoint_success": 0.29739130434782607,
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+ "mean_success": 0.3565217391304348,
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+ "std_success": 0.012173913043478276,
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+ "mean_progress": 0.571575072284851,
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+ "mean_action_mse_to_best": 0.4063519326314006,
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+ "gain_vs_h4": 0.05982173913043476,
13
+ "gain_vs_h16_rank_checkpoint": 0.05913043478260871,
14
+ "rows": [
15
+ {
16
+ "seed": 0,
17
+ "path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_0/policy_rollout_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8.json",
18
+ "num_groups": 575,
19
+ "selection_mode": "retrieval_residual",
20
+ "num_candidates": 48,
21
+ "candidate_sigma": 0.0,
22
+ "selection_margin": 0.2,
23
+ "prepend_policy_candidate": false,
24
+ "field_optim_steps": 0,
25
+ "field_optim_step_size": 0.0,
26
+ "field_optim_trust_radius": 0.0,
27
+ "field_optim_l2_penalty": 0.0,
28
+ "retrieval_neighbors": 4,
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+ "retrieval_metric": "raw",
30
+ "retrieval_type_min_success": 0.0,
31
+ "retrieval_type_success_bonus_scale": 0.0,
32
+ "retrieval_residual_consensus_penalty_scale": 0.0,
33
+ "retrieval_residual_min_source_progress": 0.0,
34
+ "retrieval_residual_min_source_advantage": -1000000000.0,
35
+ "retrieval_residual_source_progress_bonus_scale": 0.0,
36
+ "retrieval_residual_source_score_bonus_scale": 0.0,
37
+ "retrieval_residual_source_advantage_bonus_scale": 0.0,
38
+ "retrieval_residual_composite_l2_penalty_scale": 0.0,
39
+ "retrieval_residual_scale": 1.0,
40
+ "retrieval_residual_scales": [
41
+ 0.35,
42
+ 0.4,
43
+ 0.45
44
+ ],
45
+ "retrieval_residual_anchor": "expert",
46
+ "retrieval_residual_direction": "candidate_minus_anchor",
47
+ "retrieval_residual_reduce": "compose_mean_by_type",
48
+ "lattice_exclude_types": [
49
+ "residual_random_negative",
50
+ "residual_wrong_direction",
51
+ "residual_near_miss+residual_no_op"
52
+ ],
53
+ "candidate_type_bonuses": {
54
+ "residual_no_op": 0.03
55
+ },
56
+ "candidate_type_bonus_components": false,
57
+ "candidate_oracle_rollouts": 8,
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+ "candidate_oracle_success_rate": 0.41043478260869565,
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+ "candidate_oracle_progress": 0.6247517613127179,
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+ "candidate_oracle_score": 1.0351865439214136,
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+ "candidate_oracle_regret": 0.7660745985449656,
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+ "candidate_oracle_score_gain_over_selected": 0.1385079800337553,
63
+ "candidate_oracle_improvement_rate": 0.5391304347826087,
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+ "candidate_oracle_selected_branch_success_rate": 0.3426086956521739,
65
+ "candidate_oracle_selected_branch_progress": 0.5540698683954289,
66
+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 312,
68
+ "retrieval_residual_residual_near_miss": 75,
69
+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 20,
70
+ "retrieval_residual_residual_no_op": 58,
71
+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 31,
72
+ "retrieval_residual_residual_wrong_gripper": 79
73
+ },
74
+ "selected_residual_scale_counts": {
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+ "0.35": 536,
76
+ "0.45": 35,
77
+ "0.4": 4
78
+ },
79
+ "policy_rollout_success_rate": 0.35130434782608694,
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+ "policy_rollout_progress": 0.5579317773906919,
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+ "oracle_success_rate": 0.8573913043478261,
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+ "action_mse_to_best": 0.3930192190424904,
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+ "best_policy_val": {
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+ "bc_loss": 0.13721593966086706,
85
+ "field_effect_loss": 0.009290305380192068,
86
+ "field_potential_loss": 0.2666468388504452,
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+ "field_preference_loss": 0.5130573478009965,
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+ "lattice_edges": 3833.3333333333335,
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+ "progress_mae": 0.1933159919248687,
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+ "rank_acc": 0.8265031774838766,
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+ "rank_loss": 0.5130523675017886,
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+ "regret_mae": 0.3756548762321472,
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+ "success_accuracy": 0.8773836526605818,
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+ "total_loss": 1.5581054819954767
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+ },
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+ "per_task": {
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+ "LiftPegUpright-v1": {
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+ "action_mse_to_best": 0.3206862742465335,
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+ "candidate_oracle_improvement_rate": 0.5979381443298969,
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+ "candidate_oracle_progress": 0.5828654941209813,
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+ "candidate_oracle_regret": 1.0933468771964003,
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+ "candidate_oracle_restore_max_error": 4.76837158203125e-07,
103
+ "candidate_oracle_score": 0.8096696178323215,
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+ "candidate_oracle_score_gain_over_selected": 0.026710085494002115,
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+ "candidate_oracle_selected_branch_progress": 0.5664646868238744,
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+ "candidate_oracle_selected_branch_success_rate": 0.21649484536082475,
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+ "candidate_oracle_success_rate": 0.2268041237113402,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 69,
110
+ "retrieval_residual_residual_near_miss": 13,
111
+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 3,
112
+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 1,
113
+ "retrieval_residual_residual_wrong_gripper": 11
114
+ },
115
+ "expert_success_rate": 0.8865979381443299,
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+ "num_groups": 97,
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+ "oracle_success_rate": 0.9278350515463918,
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+ "policy_expert_regret": 1.078290365866779,
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+ "policy_oracle_regret": 1.1046864339678557,
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+ "policy_rollout_progress": 0.571525937349526,
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+ "policy_rollout_success_rate": 0.2268041237113402,
122
+ "restore_max_error": 2.384185791015625e-07
123
+ },
124
+ "PickCube-v1": {
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+ "action_mse_to_best": 0.30273104519941485,
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+ "candidate_oracle_improvement_rate": 0.47596153846153844,
127
+ "candidate_oracle_progress": 0.6465907394706917,
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+ "candidate_oracle_regret": 0.8960218487056688,
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+ "candidate_oracle_restore_max_error": 4.76837158203125e-07,
130
+ "candidate_oracle_score": 1.0360138163937687,
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+ "candidate_oracle_score_gain_over_selected": 0.06466827693825158,
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+ "candidate_oracle_selected_branch_progress": 0.6203840004835421,
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+ "candidate_oracle_selected_branch_success_rate": 0.35096153846153844,
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+ "candidate_oracle_success_rate": 0.3894230769230769,
135
+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 123,
137
+ "retrieval_residual_residual_near_miss": 26,
138
+ "retrieval_residual_residual_no_op": 44,
139
+ "retrieval_residual_residual_wrong_gripper": 15
140
+ },
141
+ "expert_success_rate": 0.9375,
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+ "num_groups": 208,
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+ "oracle_success_rate": 0.9471153846153846,
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+ "policy_expert_regret": 0.9543257619505032,
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+ "policy_oracle_regret": 0.9677486293770087,
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+ "policy_rollout_progress": 0.6181331895685827,
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+ "policy_rollout_success_rate": 0.34615384615384615,
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+ "restore_max_error": 2.2910535335540771e-07
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+ },
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+ "PullCube-v1": {
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+ "candidate_oracle_improvement_rate": 0.7662337662337663,
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+ "candidate_oracle_progress": 0.4401743694317418,
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+ "candidate_oracle_regret": 0.26718359336547265,
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+ "candidate_oracle_selected_branch_success_rate": 0.19480519480519481,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_residual_near_miss": 11,
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+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 11,
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+ "retrieval_residual_residual_no_op": 11,
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+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 6,
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+ "retrieval_residual_residual_wrong_gripper": 18
168
+ },
169
+ "expert_success_rate": 0.19480519480519481,
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+ "num_groups": 77,
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+ "oracle_success_rate": 0.36363636363636365,
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+ "policy_expert_regret": 0.2432419956728284,
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+ "policy_oracle_regret": 0.41639802941459825,
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+ "policy_rollout_progress": 0.3229174776722423,
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+ "policy_rollout_success_rate": 0.22077922077922077,
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+ "restore_max_error": 2.3096799850463867e-07
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+ },
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+ "PushCube-v1": {
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+ "candidate_oracle_improvement_rate": 0.3191489361702128,
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+ "candidate_oracle_progress": 0.8114810194423858,
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+ "candidate_oracle_regret": 0.3906466401320823,
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+ "candidate_oracle_restore_max_error": 4.76837158203125e-07,
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+ "candidate_oracle_score": 1.6093533598679177,
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+ "candidate_oracle_score_gain_over_selected": 0.25869813735814806,
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+ "candidate_oracle_selected_branch_progress": 0.6910807556928472,
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+ "candidate_oracle_selected_branch_success_rate": 0.6595744680851063,
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+ "candidate_oracle_success_rate": 0.7978723404255319,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 64,
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+ "retrieval_residual_residual_near_miss": 9,
192
+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 2,
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+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 2,
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+ "retrieval_residual_residual_wrong_gripper": 17
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+ },
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+ "expert_success_rate": 0.8617021276595744,
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+ "num_groups": 94,
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+ "oracle_success_rate": 0.9893617021276596,
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+ "policy_rollout_success_rate": 0.6595744680851063,
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+ "restore_max_error": 1.1920928955078125e-07
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+ },
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+ "StackCube-v1": {
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+ "candidate_oracle_score": 0.919502967084297,
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+ "candidate_oracle_score_gain_over_selected": 0.1870102466958942,
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+ "candidate_oracle_selected_branch_success_rate": 0.26262626262626265,
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+ "candidate_oracle_success_rate": 0.3333333333333333,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 36,
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+ "retrieval_residual_residual_near_miss": 16,
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+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 4,
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+ "retrieval_residual_residual_no_op": 3,
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+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 22,
222
+ "retrieval_residual_residual_wrong_gripper": 18
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+ "expert_success_rate": 0.6767676767676768,
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+ "oracle_success_rate": 0.8585858585858586,
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+ }
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+ }
234
+ },
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+ {
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+ "seed": 1,
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+ "path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8.json",
238
+ "num_groups": 575,
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240
+ "num_candidates": 48,
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+ "candidate_sigma": 0.0,
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+ "selection_margin": 0.2,
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+ "prepend_policy_candidate": false,
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+ "field_optim_step_size": 0.0,
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+ "field_optim_trust_radius": 0.0,
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+ "field_optim_l2_penalty": 0.0,
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+ "retrieval_neighbors": 4,
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+ "retrieval_metric": "raw",
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+ "retrieval_type_min_success": 0.0,
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+ "retrieval_type_success_bonus_scale": 0.0,
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+ "retrieval_residual_consensus_penalty_scale": 0.0,
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+ "retrieval_residual_min_source_progress": 0.0,
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+ "retrieval_residual_min_source_advantage": -1000000000.0,
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+ "retrieval_residual_source_progress_bonus_scale": 0.0,
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+ "retrieval_residual_source_score_bonus_scale": 0.0,
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+ "retrieval_residual_source_advantage_bonus_scale": 0.0,
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+ "retrieval_residual_composite_l2_penalty_scale": 0.0,
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+ "retrieval_residual_scale": 1.0,
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+ "retrieval_residual_scales": [
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+ 0.35,
262
+ 0.4,
263
+ 0.45
264
+ ],
265
+ "retrieval_residual_anchor": "expert",
266
+ "retrieval_residual_direction": "candidate_minus_anchor",
267
+ "retrieval_residual_reduce": "compose_mean_by_type",
268
+ "lattice_exclude_types": [
269
+ "residual_random_negative",
270
+ "residual_wrong_direction",
271
+ "residual_near_miss+residual_no_op"
272
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+ "oracle_success_rate": 1.0,
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+ "policy_rollout_success_rate": 0.7920792079207921,
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+ "restore_max_error": 2.384185791015625e-07
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+ },
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+ "StackCube-v1": {
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+ "action_mse_to_best": 0.5226443493117888,
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+ "candidate_oracle_restore_max_error": 4.76837158203125e-07,
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+ "candidate_oracle_score": 0.7812773673070802,
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+ "candidate_oracle_score_gain_over_selected": 0.2593763435880343,
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+ "candidate_oracle_selected_branch_progress": 0.3885676932003763,
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+ "candidate_oracle_selected_branch_success_rate": 0.13333333333333333,
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+ "candidate_oracle_success_rate": 0.23333333333333334,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 33,
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+ "retrieval_residual_residual_near_miss": 8,
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+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 7,
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+ "retrieval_residual_residual_no_op": 5,
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+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 10,
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+ "retrieval_residual_residual_wrong_gripper": 27
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+ }
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+ }
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+ }
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+ ],
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+ "candidate_oracle_rollouts": 8,
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+ "mean_candidate_oracle_success_rate": 0.4220289855072464,
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+ "mean_candidate_oracle_progress": 0.63640114126646,
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+ "mean_candidate_oracle_score": 1.0584301267737064,
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+ "mean_candidate_oracle_score_gain_over_selected": 0.14484467573895835,
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+ "mean_candidate_oracle_selected_branch_success_rate": 0.34782608695652173,
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+ "candidate_oracle_type_counts": {
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+ "retrieval_residual_policy_residual": 945,
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+ "retrieval_residual_residual_near_miss": 211,
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+ "retrieval_residual_residual_near_miss+residual_wrong_gripper": 76,
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+ "retrieval_residual_residual_no_op": 180,
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+ "retrieval_residual_residual_no_op+residual_wrong_gripper": 77,
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+ "retrieval_residual_residual_wrong_gripper": 236
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+ }
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+ }
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8_summary.md ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: `policy_rollout_retrieval_residual_k4_composemasked_dropnmnoop_grid035040045_safe_margin0p20_noopbonus0p03_oraclek8.json`
6
+ Completed seeds: 3
7
+ Baseline h=4 policy success: 29.67%
8
+ Baseline h=16 rank-checkpoint success: 29.74%
9
+
10
+ Mean success: 35.65% +/- 1.22%
11
+ Gain vs h=16 rank checkpoint: +5.91%
12
+ Mean progress: 57.16%
13
+ Mean action MSE to best: 0.406
14
+ Candidate-oracle prefix: top 8 candidates
15
+ Candidate-oracle success: 42.20%
16
+ Candidate-oracle progress: 63.64%
17
+ Candidate-oracle gain over selected branch: +0.145
18
+ Candidate-oracle improvement rate: 53.45%
19
+
20
+ | seed | mode | k | policy cand | retrieval K | retrieval metric | residual anchor | residual direction | residual reduce | min type success | type success bonus | consensus penalty | min source progress | source progress bonus | source score bonus | residual scale | residual scales | margin | sigma | opt steps | trust | success | progress | oracle | candidate oracle | oracle gain | action MSE |
21
+ |---:|---|---:|---|---:|---|---|---|---|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
22
+ | 0 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.200 | 0.00 | 0 | 0.00 | 35.13% | 55.79% | 85.74% | 41.04% | +0.139 | 0.393 |
23
+ | 1 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.200 | 0.00 | 0 | 0.00 | 34.78% | 57.16% | 86.96% | 41.04% | +0.135 | 0.398 |
24
+ | 2 | retrieval_residual | 48 | no | 4 | raw | expert | candidate_minus_anchor | compose_mean_by_type | 0.00 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 1.00 | 0.35,0.40,0.45 | 0.200 | 0.00 | 0 | 0.00 | 37.04% | 58.52% | 87.65% | 44.52% | +0.161 | 0.428 |