Auto-sync: 2026-06-28 02:19:01
Browse files- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_type_success0p25_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_type_success0p25_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p10_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p10_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p25_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p25_summary.md +19 -0
- results/paper_story_memo.md +6 -0
- results/paper_table_status.json +38 -0
- results/paper_table_status.md +2 -0
- scripts/build_paper_table_status.py +20 -0
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_type_success0p25_summary.json
ADDED
|
@@ -0,0 +1,286 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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_scale0p25_type_success0p25.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.3292753623188406,
|
| 9 |
+
"std_success": 0.015194599909659314,
|
| 10 |
+
"mean_progress": 0.5523768832874687,
|
| 11 |
+
"mean_action_mse_to_best": 0.40910649155253087,
|
| 12 |
+
"gain_vs_h4": 0.03257536231884056,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.03188405797101451,
|
| 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_scale0p25_type_success0p25.json",
|
| 18 |
+
"num_groups": 575,
|
| 19 |
+
"selection_mode": "retrieval_residual",
|
| 20 |
+
"num_candidates": 16,
|
| 21 |
+
"candidate_sigma": 0.0,
|
| 22 |
+
"field_optim_steps": 0,
|
| 23 |
+
"field_optim_step_size": 0.0,
|
| 24 |
+
"field_optim_trust_radius": 0.0,
|
| 25 |
+
"field_optim_l2_penalty": 0.0,
|
| 26 |
+
"retrieval_neighbors": 1,
|
| 27 |
+
"retrieval_metric": "raw",
|
| 28 |
+
"retrieval_type_min_success": 0.25,
|
| 29 |
+
"retrieval_residual_scale": 0.25,
|
| 30 |
+
"policy_rollout_success_rate": 0.32521739130434785,
|
| 31 |
+
"policy_rollout_progress": 0.5427134724674018,
|
| 32 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 33 |
+
"action_mse_to_best": 0.39587786793789786,
|
| 34 |
+
"best_policy_val": {
|
| 35 |
+
"bc_loss": 0.13721593966086706,
|
| 36 |
+
"field_effect_loss": 0.009290305380192068,
|
| 37 |
+
"field_potential_loss": 0.2666468388504452,
|
| 38 |
+
"field_preference_loss": 0.5130573478009965,
|
| 39 |
+
"lattice_edges": 3833.3333333333335,
|
| 40 |
+
"progress_mae": 0.1933159919248687,
|
| 41 |
+
"rank_acc": 0.8265031774838766,
|
| 42 |
+
"rank_loss": 0.5130523675017886,
|
| 43 |
+
"regret_mae": 0.3756548762321472,
|
| 44 |
+
"success_accuracy": 0.8773836526605818,
|
| 45 |
+
"total_loss": 1.5581054819954767
|
| 46 |
+
},
|
| 47 |
+
"per_task": {
|
| 48 |
+
"LiftPegUpright-v1": {
|
| 49 |
+
"action_mse_to_best": 0.32431400695470036,
|
| 50 |
+
"expert_success_rate": 0.8865979381443299,
|
| 51 |
+
"num_groups": 97,
|
| 52 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 53 |
+
"policy_expert_regret": 1.0923672899142982,
|
| 54 |
+
"policy_oracle_regret": 1.1187827676227413,
|
| 55 |
+
"policy_rollout_progress": 0.567738882045156,
|
| 56 |
+
"policy_rollout_success_rate": 0.21649484536082475,
|
| 57 |
+
"restore_max_error": 4.76837158203125e-07
|
| 58 |
+
},
|
| 59 |
+
"PickCube-v1": {
|
| 60 |
+
"action_mse_to_best": 0.30881268131689954,
|
| 61 |
+
"expert_success_rate": 0.9375,
|
| 62 |
+
"num_groups": 208,
|
| 63 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 64 |
+
"policy_expert_regret": 1.0182457184150384,
|
| 65 |
+
"policy_oracle_regret": 1.031668585841544,
|
| 66 |
+
"policy_rollout_progress": 0.5859263594745874,
|
| 67 |
+
"policy_rollout_success_rate": 0.3076923076923077,
|
| 68 |
+
"restore_max_error": 4.76837158203125e-07
|
| 69 |
+
},
|
| 70 |
+
"PullCube-v1": {
|
| 71 |
+
"action_mse_to_best": 0.623021765382259,
|
| 72 |
+
"expert_success_rate": 0.19480519480519481,
|
| 73 |
+
"num_groups": 77,
|
| 74 |
+
"oracle_success_rate": 0.36363636363636365,
|
| 75 |
+
"policy_expert_regret": 0.21665887307230527,
|
| 76 |
+
"policy_oracle_regret": 0.38748751849226365,
|
| 77 |
+
"policy_rollout_progress": 0.35096192981612373,
|
| 78 |
+
"policy_rollout_success_rate": 0.24675324675324675,
|
| 79 |
+
"restore_max_error": 4.76837158203125e-07
|
| 80 |
+
},
|
| 81 |
+
"PushCube-v1": {
|
| 82 |
+
"action_mse_to_best": 0.3740823645778793,
|
| 83 |
+
"expert_success_rate": 0.8617021276595744,
|
| 84 |
+
"num_groups": 94,
|
| 85 |
+
"oracle_success_rate": 0.9893617021276596,
|
| 86 |
+
"policy_expert_regret": 0.5533106022692741,
|
| 87 |
+
"policy_oracle_regret": 0.6498078486703812,
|
| 88 |
+
"policy_rollout_progress": 0.6906176832445124,
|
| 89 |
+
"policy_rollout_success_rate": 0.6595744680851063,
|
| 90 |
+
"restore_max_error": 4.76837158203125e-07
|
| 91 |
+
},
|
| 92 |
+
"StackCube-v1": {
|
| 93 |
+
"action_mse_to_best": 0.49294807546480435,
|
| 94 |
+
"expert_success_rate": 0.6767676767676768,
|
| 95 |
+
"num_groups": 99,
|
| 96 |
+
"oracle_success_rate": 0.8585858585858586,
|
| 97 |
+
"policy_expert_regret": 0.9980843377233756,
|
| 98 |
+
"policy_oracle_regret": 1.1726798326379122,
|
| 99 |
+
"policy_rollout_progress": 0.4361087022104649,
|
| 100 |
+
"policy_rollout_success_rate": 0.21212121212121213,
|
| 101 |
+
"restore_max_error": 3.948807716369629e-07
|
| 102 |
+
}
|
| 103 |
+
}
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"seed": 1,
|
| 107 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p25_type_success0p25.json",
|
| 108 |
+
"num_groups": 575,
|
| 109 |
+
"selection_mode": "retrieval_residual",
|
| 110 |
+
"num_candidates": 16,
|
| 111 |
+
"candidate_sigma": 0.0,
|
| 112 |
+
"field_optim_steps": 0,
|
| 113 |
+
"field_optim_step_size": 0.0,
|
| 114 |
+
"field_optim_trust_radius": 0.0,
|
| 115 |
+
"field_optim_l2_penalty": 0.0,
|
| 116 |
+
"retrieval_neighbors": 1,
|
| 117 |
+
"retrieval_metric": "raw",
|
| 118 |
+
"retrieval_type_min_success": 0.25,
|
| 119 |
+
"retrieval_residual_scale": 0.25,
|
| 120 |
+
"policy_rollout_success_rate": 0.3165217391304348,
|
| 121 |
+
"policy_rollout_progress": 0.5491900552825435,
|
| 122 |
+
"oracle_success_rate": 0.8695652173913043,
|
| 123 |
+
"action_mse_to_best": 0.4010985842379539,
|
| 124 |
+
"best_policy_val": {
|
| 125 |
+
"bc_loss": 0.1315989200439718,
|
| 126 |
+
"field_effect_loss": 0.010110370814800262,
|
| 127 |
+
"field_potential_loss": 0.31546536915832096,
|
| 128 |
+
"field_preference_loss": 0.4960637440284093,
|
| 129 |
+
"lattice_edges": 3833.3333333333335,
|
| 130 |
+
"progress_mae": 0.19023226698239645,
|
| 131 |
+
"rank_acc": 0.8255469501018524,
|
| 132 |
+
"rank_loss": 0.4960531195004781,
|
| 133 |
+
"regret_mae": 0.42156532737943864,
|
| 134 |
+
"success_accuracy": 0.8807473679383596,
|
| 135 |
+
"total_loss": 1.561984618504842
|
| 136 |
+
},
|
| 137 |
+
"per_task": {
|
| 138 |
+
"LiftPegUpright-v1": {
|
| 139 |
+
"action_mse_to_best": 0.3345377698656073,
|
| 140 |
+
"expert_success_rate": 0.8584070796460177,
|
| 141 |
+
"num_groups": 113,
|
| 142 |
+
"oracle_success_rate": 0.9380530973451328,
|
| 143 |
+
"policy_expert_regret": 1.006345159316485,
|
| 144 |
+
"policy_oracle_regret": 1.0856339500277443,
|
| 145 |
+
"policy_rollout_progress": 0.6228861411852119,
|
| 146 |
+
"policy_rollout_success_rate": 0.21238938053097345,
|
| 147 |
+
"restore_max_error": 4.76837158203125e-07
|
| 148 |
+
},
|
| 149 |
+
"PickCube-v1": {
|
| 150 |
+
"action_mse_to_best": 0.33102217217421404,
|
| 151 |
+
"expert_success_rate": 0.9402173913043478,
|
| 152 |
+
"num_groups": 184,
|
| 153 |
+
"oracle_success_rate": 0.9456521739130435,
|
| 154 |
+
"policy_expert_regret": 1.1590834624771758,
|
| 155 |
+
"policy_oracle_regret": 1.159107466952106,
|
| 156 |
+
"policy_rollout_progress": 0.538196094460664,
|
| 157 |
+
"policy_rollout_success_rate": 0.23369565217391305,
|
| 158 |
+
"restore_max_error": 4.76837158203125e-07
|
| 159 |
+
},
|
| 160 |
+
"PullCube-v1": {
|
| 161 |
+
"action_mse_to_best": 0.5778321055205244,
|
| 162 |
+
"expert_success_rate": 0.25,
|
| 163 |
+
"num_groups": 76,
|
| 164 |
+
"oracle_success_rate": 0.40789473684210525,
|
| 165 |
+
"policy_expert_regret": 0.33867529622818293,
|
| 166 |
+
"policy_oracle_regret": 0.5427592811909946,
|
| 167 |
+
"policy_rollout_progress": 0.2870815945789218,
|
| 168 |
+
"policy_rollout_success_rate": 0.17105263157894737,
|
| 169 |
+
"restore_max_error": 4.76837158203125e-07
|
| 170 |
+
},
|
| 171 |
+
"PushCube-v1": {
|
| 172 |
+
"action_mse_to_best": 0.37684367295052557,
|
| 173 |
+
"expert_success_rate": 0.8198198198198198,
|
| 174 |
+
"num_groups": 111,
|
| 175 |
+
"oracle_success_rate": 1.0,
|
| 176 |
+
"policy_expert_regret": 0.3626773151996973,
|
| 177 |
+
"policy_oracle_regret": 0.4123242026245272,
|
| 178 |
+
"policy_rollout_progress": 0.803892013591689,
|
| 179 |
+
"policy_rollout_success_rate": 0.7837837837837838,
|
| 180 |
+
"restore_max_error": 4.76837158203125e-07
|
| 181 |
+
},
|
| 182 |
+
"StackCube-v1": {
|
| 183 |
+
"action_mse_to_best": 0.5074280279657835,
|
| 184 |
+
"expert_success_rate": 0.6923076923076923,
|
| 185 |
+
"num_groups": 91,
|
| 186 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 187 |
+
"policy_expert_regret": 1.1193383229630334,
|
| 188 |
+
"policy_oracle_regret": 1.291486077092506,
|
| 189 |
+
"policy_rollout_progress": 0.3881302390779768,
|
| 190 |
+
"policy_rollout_success_rate": 0.16483516483516483,
|
| 191 |
+
"restore_max_error": 3.948807716369629e-07
|
| 192 |
+
}
|
| 193 |
+
}
|
| 194 |
+
},
|
| 195 |
+
{
|
| 196 |
+
"seed": 2,
|
| 197 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p25_type_success0p25.json",
|
| 198 |
+
"num_groups": 575,
|
| 199 |
+
"selection_mode": "retrieval_residual",
|
| 200 |
+
"num_candidates": 16,
|
| 201 |
+
"candidate_sigma": 0.0,
|
| 202 |
+
"field_optim_steps": 0,
|
| 203 |
+
"field_optim_step_size": 0.0,
|
| 204 |
+
"field_optim_trust_radius": 0.0,
|
| 205 |
+
"field_optim_l2_penalty": 0.0,
|
| 206 |
+
"retrieval_neighbors": 1,
|
| 207 |
+
"retrieval_metric": "raw",
|
| 208 |
+
"retrieval_type_min_success": 0.25,
|
| 209 |
+
"retrieval_residual_scale": 0.25,
|
| 210 |
+
"policy_rollout_success_rate": 0.34608695652173915,
|
| 211 |
+
"policy_rollout_progress": 0.5652271221124607,
|
| 212 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 213 |
+
"action_mse_to_best": 0.43034302248174083,
|
| 214 |
+
"best_policy_val": {
|
| 215 |
+
"bc_loss": 0.11367896075050037,
|
| 216 |
+
"field_effect_loss": 0.009670218582161598,
|
| 217 |
+
"field_potential_loss": 0.2641640139950646,
|
| 218 |
+
"field_preference_loss": 0.5130490180518892,
|
| 219 |
+
"lattice_edges": 3833.3333333333335,
|
| 220 |
+
"progress_mae": 0.2021729110015763,
|
| 221 |
+
"rank_acc": 0.8333857821093665,
|
| 222 |
+
"rank_loss": 0.5130119257503085,
|
| 223 |
+
"regret_mae": 0.3958987047274907,
|
| 224 |
+
"success_accuracy": 0.8680730561415354,
|
| 225 |
+
"total_loss": 1.4394984311527677
|
| 226 |
+
},
|
| 227 |
+
"per_task": {
|
| 228 |
+
"LiftPegUpright-v1": {
|
| 229 |
+
"action_mse_to_best": 0.3580305190165139,
|
| 230 |
+
"expert_success_rate": 0.8229166666666666,
|
| 231 |
+
"num_groups": 96,
|
| 232 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 233 |
+
"policy_expert_regret": 0.8474036318560442,
|
| 234 |
+
"policy_oracle_regret": 0.9536635428667068,
|
| 235 |
+
"policy_rollout_progress": 0.6466116470595201,
|
| 236 |
+
"policy_rollout_success_rate": 0.3333333333333333,
|
| 237 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 238 |
+
},
|
| 239 |
+
"PickCube-v1": {
|
| 240 |
+
"action_mse_to_best": 0.34562643173367086,
|
| 241 |
+
"expert_success_rate": 0.9444444444444444,
|
| 242 |
+
"num_groups": 198,
|
| 243 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 244 |
+
"policy_expert_regret": 1.0567232194083809,
|
| 245 |
+
"policy_oracle_regret": 1.0638066699370892,
|
| 246 |
+
"policy_rollout_progress": 0.5980631956887065,
|
| 247 |
+
"policy_rollout_success_rate": 0.29292929292929293,
|
| 248 |
+
"restore_max_error": 4.76837158203125e-07
|
| 249 |
+
},
|
| 250 |
+
"PullCube-v1": {
|
| 251 |
+
"action_mse_to_best": 0.6627736421922843,
|
| 252 |
+
"expert_success_rate": 0.24444444444444444,
|
| 253 |
+
"num_groups": 90,
|
| 254 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 255 |
+
"policy_expert_regret": 0.2764986334575547,
|
| 256 |
+
"policy_oracle_regret": 0.5040211054599948,
|
| 257 |
+
"policy_rollout_progress": 0.3299036862535609,
|
| 258 |
+
"policy_rollout_success_rate": 0.2222222222222222,
|
| 259 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 260 |
+
},
|
| 261 |
+
"PushCube-v1": {
|
| 262 |
+
"action_mse_to_best": 0.3916822287558329,
|
| 263 |
+
"expert_success_rate": 0.8514851485148515,
|
| 264 |
+
"num_groups": 101,
|
| 265 |
+
"oracle_success_rate": 1.0,
|
| 266 |
+
"policy_expert_regret": 0.4015513146572774,
|
| 267 |
+
"policy_oracle_regret": 0.4742009368273291,
|
| 268 |
+
"policy_rollout_progress": 0.7733238156479184,
|
| 269 |
+
"policy_rollout_success_rate": 0.7524752475247525,
|
| 270 |
+
"restore_max_error": 4.76837158203125e-07
|
| 271 |
+
},
|
| 272 |
+
"StackCube-v1": {
|
| 273 |
+
"action_mse_to_best": 0.50480824129449,
|
| 274 |
+
"expert_success_rate": 0.7666666666666667,
|
| 275 |
+
"num_groups": 90,
|
| 276 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 277 |
+
"policy_expert_regret": 1.1974563411540455,
|
| 278 |
+
"policy_oracle_regret": 1.3337924069828457,
|
| 279 |
+
"policy_rollout_progress": 0.4079703023036321,
|
| 280 |
+
"policy_rollout_success_rate": 0.14444444444444443,
|
| 281 |
+
"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_type_success0p25_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_scale0p25_type_success0p25.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: 32.93% +/- 1.52%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.19%
|
| 12 |
+
Mean progress: 55.24%
|
| 13 |
+
Mean action MSE to best: 0.409
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | min type success | residual scale | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.25 | 0.00 | 0 | 0.00 | 32.52% | 54.27% | 85.74% | 0.396 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.25 | 0.00 | 0 | 0.00 | 31.65% | 54.92% | 86.96% | 0.401 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.25 | 0.00 | 0 | 0.00 | 34.61% | 56.52% | 87.65% | 0.430 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p10_summary.json
ADDED
|
@@ -0,0 +1,286 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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_scale0p50_type_success0p10.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.3333333333333333,
|
| 9 |
+
"std_success": 0.00821880978478714,
|
| 10 |
+
"mean_progress": 0.5528276873363749,
|
| 11 |
+
"mean_action_mse_to_best": 0.4331563813282528,
|
| 12 |
+
"gain_vs_h4": 0.036633333333333296,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.035942028985507246,
|
| 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_scale0p50_type_success0p10.json",
|
| 18 |
+
"num_groups": 575,
|
| 19 |
+
"selection_mode": "retrieval_residual",
|
| 20 |
+
"num_candidates": 16,
|
| 21 |
+
"candidate_sigma": 0.0,
|
| 22 |
+
"field_optim_steps": 0,
|
| 23 |
+
"field_optim_step_size": 0.0,
|
| 24 |
+
"field_optim_trust_radius": 0.0,
|
| 25 |
+
"field_optim_l2_penalty": 0.0,
|
| 26 |
+
"retrieval_neighbors": 1,
|
| 27 |
+
"retrieval_metric": "raw",
|
| 28 |
+
"retrieval_type_min_success": 0.1,
|
| 29 |
+
"retrieval_residual_scale": 0.5,
|
| 30 |
+
"policy_rollout_success_rate": 0.33043478260869563,
|
| 31 |
+
"policy_rollout_progress": 0.544471482436942,
|
| 32 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 33 |
+
"action_mse_to_best": 0.4129274774707206,
|
| 34 |
+
"best_policy_val": {
|
| 35 |
+
"bc_loss": 0.13721593966086706,
|
| 36 |
+
"field_effect_loss": 0.009290305380192068,
|
| 37 |
+
"field_potential_loss": 0.2666468388504452,
|
| 38 |
+
"field_preference_loss": 0.5130573478009965,
|
| 39 |
+
"lattice_edges": 3833.3333333333335,
|
| 40 |
+
"progress_mae": 0.1933159919248687,
|
| 41 |
+
"rank_acc": 0.8265031774838766,
|
| 42 |
+
"rank_loss": 0.5130523675017886,
|
| 43 |
+
"regret_mae": 0.3756548762321472,
|
| 44 |
+
"success_accuracy": 0.8773836526605818,
|
| 45 |
+
"total_loss": 1.5581054819954767
|
| 46 |
+
},
|
| 47 |
+
"per_task": {
|
| 48 |
+
"LiftPegUpright-v1": {
|
| 49 |
+
"action_mse_to_best": 0.33314846369159434,
|
| 50 |
+
"expert_success_rate": 0.8865979381443299,
|
| 51 |
+
"num_groups": 97,
|
| 52 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 53 |
+
"policy_expert_regret": 1.0792845781009222,
|
| 54 |
+
"policy_oracle_regret": 1.105700055809365,
|
| 55 |
+
"policy_rollout_progress": 0.5705123155080166,
|
| 56 |
+
"policy_rollout_success_rate": 0.2268041237113402,
|
| 57 |
+
"restore_max_error": 4.76837158203125e-07
|
| 58 |
+
},
|
| 59 |
+
"PickCube-v1": {
|
| 60 |
+
"action_mse_to_best": 0.3205748214744605,
|
| 61 |
+
"expert_success_rate": 0.9375,
|
| 62 |
+
"num_groups": 208,
|
| 63 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 64 |
+
"policy_expert_regret": 1.0125951060147669,
|
| 65 |
+
"policy_oracle_regret": 1.0260179734412724,
|
| 66 |
+
"policy_rollout_progress": 0.5887099993504727,
|
| 67 |
+
"policy_rollout_success_rate": 0.3173076923076923,
|
| 68 |
+
"restore_max_error": 4.76837158203125e-07
|
| 69 |
+
},
|
| 70 |
+
"PullCube-v1": {
|
| 71 |
+
"action_mse_to_best": 0.6671761597518797,
|
| 72 |
+
"expert_success_rate": 0.19480519480519481,
|
| 73 |
+
"num_groups": 77,
|
| 74 |
+
"oracle_success_rate": 0.36363636363636365,
|
| 75 |
+
"policy_expert_regret": 0.24359342272018458,
|
| 76 |
+
"policy_oracle_regret": 0.4621977220204743,
|
| 77 |
+
"policy_rollout_progress": 0.3145493839371514,
|
| 78 |
+
"policy_rollout_success_rate": 0.2077922077922078,
|
| 79 |
+
"restore_max_error": 4.76837158203125e-07
|
| 80 |
+
},
|
| 81 |
+
"PushCube-v1": {
|
| 82 |
+
"action_mse_to_best": 0.3714648786773707,
|
| 83 |
+
"expert_success_rate": 0.8617021276595744,
|
| 84 |
+
"num_groups": 94,
|
| 85 |
+
"oracle_success_rate": 0.9893617021276596,
|
| 86 |
+
"policy_expert_regret": 0.5719942746961371,
|
| 87 |
+
"policy_oracle_regret": 0.6495450359392674,
|
| 88 |
+
"policy_rollout_progress": 0.6908804959756263,
|
| 89 |
+
"policy_rollout_success_rate": 0.6595744680851063,
|
| 90 |
+
"restore_max_error": 4.76837158203125e-07
|
| 91 |
+
},
|
| 92 |
+
"StackCube-v1": {
|
| 93 |
+
"action_mse_to_best": 0.5267482101446902,
|
| 94 |
+
"expert_success_rate": 0.6767676767676768,
|
| 95 |
+
"num_groups": 99,
|
| 96 |
+
"oracle_success_rate": 0.8585858585858586,
|
| 97 |
+
"policy_expert_regret": 0.9495171221217724,
|
| 98 |
+
"policy_oracle_regret": 1.112660668715082,
|
| 99 |
+
"policy_rollout_progress": 0.4658248358302646,
|
| 100 |
+
"policy_rollout_success_rate": 0.24242424242424243,
|
| 101 |
+
"restore_max_error": 3.948807716369629e-07
|
| 102 |
+
}
|
| 103 |
+
}
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"seed": 1,
|
| 107 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p50_type_success0p10.json",
|
| 108 |
+
"num_groups": 575,
|
| 109 |
+
"selection_mode": "retrieval_residual",
|
| 110 |
+
"num_candidates": 16,
|
| 111 |
+
"candidate_sigma": 0.0,
|
| 112 |
+
"field_optim_steps": 0,
|
| 113 |
+
"field_optim_step_size": 0.0,
|
| 114 |
+
"field_optim_trust_radius": 0.0,
|
| 115 |
+
"field_optim_l2_penalty": 0.0,
|
| 116 |
+
"retrieval_neighbors": 1,
|
| 117 |
+
"retrieval_metric": "raw",
|
| 118 |
+
"retrieval_type_min_success": 0.1,
|
| 119 |
+
"retrieval_residual_scale": 0.5,
|
| 120 |
+
"policy_rollout_success_rate": 0.3269565217391304,
|
| 121 |
+
"policy_rollout_progress": 0.5530163816378816,
|
| 122 |
+
"oracle_success_rate": 0.8695652173913043,
|
| 123 |
+
"action_mse_to_best": 0.42286321135642735,
|
| 124 |
+
"best_policy_val": {
|
| 125 |
+
"bc_loss": 0.1315989200439718,
|
| 126 |
+
"field_effect_loss": 0.010110370814800262,
|
| 127 |
+
"field_potential_loss": 0.31546536915832096,
|
| 128 |
+
"field_preference_loss": 0.4960637440284093,
|
| 129 |
+
"lattice_edges": 3833.3333333333335,
|
| 130 |
+
"progress_mae": 0.19023226698239645,
|
| 131 |
+
"rank_acc": 0.8255469501018524,
|
| 132 |
+
"rank_loss": 0.4960531195004781,
|
| 133 |
+
"regret_mae": 0.42156532737943864,
|
| 134 |
+
"success_accuracy": 0.8807473679383596,
|
| 135 |
+
"total_loss": 1.561984618504842
|
| 136 |
+
},
|
| 137 |
+
"per_task": {
|
| 138 |
+
"LiftPegUpright-v1": {
|
| 139 |
+
"action_mse_to_best": 0.33098896499723196,
|
| 140 |
+
"expert_success_rate": 0.8584070796460177,
|
| 141 |
+
"num_groups": 113,
|
| 142 |
+
"oracle_success_rate": 0.9380530973451328,
|
| 143 |
+
"policy_expert_regret": 0.998058971973647,
|
| 144 |
+
"policy_oracle_regret": 1.0891584641901793,
|
| 145 |
+
"policy_rollout_progress": 0.619361627022777,
|
| 146 |
+
"policy_rollout_success_rate": 0.21238938053097345,
|
| 147 |
+
"restore_max_error": 4.76837158203125e-07
|
| 148 |
+
},
|
| 149 |
+
"PickCube-v1": {
|
| 150 |
+
"action_mse_to_best": 0.3595517423692281,
|
| 151 |
+
"expert_success_rate": 0.9402173913043478,
|
| 152 |
+
"num_groups": 184,
|
| 153 |
+
"oracle_success_rate": 0.9456521739130435,
|
| 154 |
+
"policy_expert_regret": 1.1190804282618363,
|
| 155 |
+
"policy_oracle_regret": 1.1266173332291858,
|
| 156 |
+
"policy_rollout_progress": 0.5457061722864518,
|
| 157 |
+
"policy_rollout_success_rate": 0.266304347826087,
|
| 158 |
+
"restore_max_error": 4.76837158203125e-07
|
| 159 |
+
},
|
| 160 |
+
"PullCube-v1": {
|
| 161 |
+
"action_mse_to_best": 0.6149560018981758,
|
| 162 |
+
"expert_success_rate": 0.25,
|
| 163 |
+
"num_groups": 76,
|
| 164 |
+
"oracle_success_rate": 0.40789473684210525,
|
| 165 |
+
"policy_expert_regret": 0.27304727383154004,
|
| 166 |
+
"policy_oracle_regret": 0.5447679004680953,
|
| 167 |
+
"policy_rollout_progress": 0.27486991495090096,
|
| 168 |
+
"policy_rollout_success_rate": 0.15789473684210525,
|
| 169 |
+
"restore_max_error": 4.76837158203125e-07
|
| 170 |
+
},
|
| 171 |
+
"PushCube-v1": {
|
| 172 |
+
"action_mse_to_best": 0.39232181858372045,
|
| 173 |
+
"expert_success_rate": 0.8198198198198198,
|
| 174 |
+
"num_groups": 111,
|
| 175 |
+
"oracle_success_rate": 1.0,
|
| 176 |
+
"policy_expert_regret": 0.34771036054636983,
|
| 177 |
+
"policy_oracle_regret": 0.38119086757436527,
|
| 178 |
+
"policy_rollout_progress": 0.8170073306238329,
|
| 179 |
+
"policy_rollout_success_rate": 0.8018018018018018,
|
| 180 |
+
"restore_max_error": 4.76837158203125e-07
|
| 181 |
+
},
|
| 182 |
+
"StackCube-v1": {
|
| 183 |
+
"action_mse_to_best": 0.5417878558490794,
|
| 184 |
+
"expert_success_rate": 0.6923076923076923,
|
| 185 |
+
"num_groups": 91,
|
| 186 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 187 |
+
"policy_expert_regret": 1.122757653777416,
|
| 188 |
+
"policy_oracle_regret": 1.2949054079068887,
|
| 189 |
+
"policy_rollout_progress": 0.3956999192526052,
|
| 190 |
+
"policy_rollout_success_rate": 0.15384615384615385,
|
| 191 |
+
"restore_max_error": 3.948807716369629e-07
|
| 192 |
+
}
|
| 193 |
+
}
|
| 194 |
+
},
|
| 195 |
+
{
|
| 196 |
+
"seed": 2,
|
| 197 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p50_type_success0p10.json",
|
| 198 |
+
"num_groups": 575,
|
| 199 |
+
"selection_mode": "retrieval_residual",
|
| 200 |
+
"num_candidates": 16,
|
| 201 |
+
"candidate_sigma": 0.0,
|
| 202 |
+
"field_optim_steps": 0,
|
| 203 |
+
"field_optim_step_size": 0.0,
|
| 204 |
+
"field_optim_trust_radius": 0.0,
|
| 205 |
+
"field_optim_l2_penalty": 0.0,
|
| 206 |
+
"retrieval_neighbors": 1,
|
| 207 |
+
"retrieval_metric": "raw",
|
| 208 |
+
"retrieval_type_min_success": 0.1,
|
| 209 |
+
"retrieval_residual_scale": 0.5,
|
| 210 |
+
"policy_rollout_success_rate": 0.3426086956521739,
|
| 211 |
+
"policy_rollout_progress": 0.560995197934301,
|
| 212 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 213 |
+
"action_mse_to_best": 0.46367845515761036,
|
| 214 |
+
"best_policy_val": {
|
| 215 |
+
"bc_loss": 0.11367896075050037,
|
| 216 |
+
"field_effect_loss": 0.009670218582161598,
|
| 217 |
+
"field_potential_loss": 0.2641640139950646,
|
| 218 |
+
"field_preference_loss": 0.5130490180518892,
|
| 219 |
+
"lattice_edges": 3833.3333333333335,
|
| 220 |
+
"progress_mae": 0.2021729110015763,
|
| 221 |
+
"rank_acc": 0.8333857821093665,
|
| 222 |
+
"rank_loss": 0.5130119257503085,
|
| 223 |
+
"regret_mae": 0.3958987047274907,
|
| 224 |
+
"success_accuracy": 0.8680730561415354,
|
| 225 |
+
"total_loss": 1.4394984311527677
|
| 226 |
+
},
|
| 227 |
+
"per_task": {
|
| 228 |
+
"LiftPegUpright-v1": {
|
| 229 |
+
"action_mse_to_best": 0.36153392906514153,
|
| 230 |
+
"expert_success_rate": 0.8229166666666666,
|
| 231 |
+
"num_groups": 96,
|
| 232 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 233 |
+
"policy_expert_regret": 0.8829973929872116,
|
| 234 |
+
"policy_oracle_regret": 0.9760098507006963,
|
| 235 |
+
"policy_rollout_progress": 0.6346820058921973,
|
| 236 |
+
"policy_rollout_success_rate": 0.3229166666666667,
|
| 237 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 238 |
+
},
|
| 239 |
+
"PickCube-v1": {
|
| 240 |
+
"action_mse_to_best": 0.37652896986239487,
|
| 241 |
+
"expert_success_rate": 0.9444444444444444,
|
| 242 |
+
"num_groups": 198,
|
| 243 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 244 |
+
"policy_expert_regret": 1.0838303450457376,
|
| 245 |
+
"policy_oracle_regret": 1.090913795574446,
|
| 246 |
+
"policy_rollout_progress": 0.5840688492688868,
|
| 247 |
+
"policy_rollout_success_rate": 0.2727272727272727,
|
| 248 |
+
"restore_max_error": 4.76837158203125e-07
|
| 249 |
+
},
|
| 250 |
+
"PullCube-v1": {
|
| 251 |
+
"action_mse_to_best": 0.7301618857516183,
|
| 252 |
+
"expert_success_rate": 0.24444444444444444,
|
| 253 |
+
"num_groups": 90,
|
| 254 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 255 |
+
"policy_expert_regret": 0.30010166329642135,
|
| 256 |
+
"policy_oracle_regret": 0.5302090961693062,
|
| 257 |
+
"policy_rollout_progress": 0.31182427391823797,
|
| 258 |
+
"policy_rollout_success_rate": 0.2111111111111111,
|
| 259 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 260 |
+
},
|
| 261 |
+
"PushCube-v1": {
|
| 262 |
+
"action_mse_to_best": 0.4178345319215614,
|
| 263 |
+
"expert_success_rate": 0.8514851485148515,
|
| 264 |
+
"num_groups": 101,
|
| 265 |
+
"oracle_success_rate": 1.0,
|
| 266 |
+
"policy_expert_regret": 0.38219682946063505,
|
| 267 |
+
"policy_oracle_regret": 0.4192075215943969,
|
| 268 |
+
"policy_rollout_progress": 0.7986142605838209,
|
| 269 |
+
"policy_rollout_success_rate": 0.7821782178217822,
|
| 270 |
+
"restore_max_error": 4.76837158203125e-07
|
| 271 |
+
},
|
| 272 |
+
"StackCube-v1": {
|
| 273 |
+
"action_mse_to_best": 0.5493251227877206,
|
| 274 |
+
"expert_success_rate": 0.7666666666666667,
|
| 275 |
+
"num_groups": 90,
|
| 276 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 277 |
+
"policy_expert_regret": 1.15032865587208,
|
| 278 |
+
"policy_oracle_regret": 1.3123159415192074,
|
| 279 |
+
"policy_rollout_progress": 0.41414343466361364,
|
| 280 |
+
"policy_rollout_success_rate": 0.15555555555555556,
|
| 281 |
+
"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p10_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_scale0p50_type_success0p10.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: 33.33% +/- 0.82%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.59%
|
| 12 |
+
Mean progress: 55.28%
|
| 13 |
+
Mean action MSE to best: 0.433
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | min type success | residual scale | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | 0.10 | 0.50 | 0.00 | 0 | 0.00 | 33.04% | 54.45% | 85.74% | 0.413 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.10 | 0.50 | 0.00 | 0 | 0.00 | 32.70% | 55.30% | 86.96% | 0.423 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.10 | 0.50 | 0.00 | 0 | 0.00 | 34.26% | 56.10% | 87.65% | 0.464 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p25_summary.json
ADDED
|
@@ -0,0 +1,286 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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_scale0p50_type_success0p25.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.3333333333333333,
|
| 9 |
+
"std_success": 0.00821880978478714,
|
| 10 |
+
"mean_progress": 0.5528276873363749,
|
| 11 |
+
"mean_action_mse_to_best": 0.4331563813282528,
|
| 12 |
+
"gain_vs_h4": 0.036633333333333296,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.035942028985507246,
|
| 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_scale0p50_type_success0p25.json",
|
| 18 |
+
"num_groups": 575,
|
| 19 |
+
"selection_mode": "retrieval_residual",
|
| 20 |
+
"num_candidates": 16,
|
| 21 |
+
"candidate_sigma": 0.0,
|
| 22 |
+
"field_optim_steps": 0,
|
| 23 |
+
"field_optim_step_size": 0.0,
|
| 24 |
+
"field_optim_trust_radius": 0.0,
|
| 25 |
+
"field_optim_l2_penalty": 0.0,
|
| 26 |
+
"retrieval_neighbors": 1,
|
| 27 |
+
"retrieval_metric": "raw",
|
| 28 |
+
"retrieval_type_min_success": 0.25,
|
| 29 |
+
"retrieval_residual_scale": 0.5,
|
| 30 |
+
"policy_rollout_success_rate": 0.33043478260869563,
|
| 31 |
+
"policy_rollout_progress": 0.544471482436942,
|
| 32 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 33 |
+
"action_mse_to_best": 0.4129274774707206,
|
| 34 |
+
"best_policy_val": {
|
| 35 |
+
"bc_loss": 0.13721593966086706,
|
| 36 |
+
"field_effect_loss": 0.009290305380192068,
|
| 37 |
+
"field_potential_loss": 0.2666468388504452,
|
| 38 |
+
"field_preference_loss": 0.5130573478009965,
|
| 39 |
+
"lattice_edges": 3833.3333333333335,
|
| 40 |
+
"progress_mae": 0.1933159919248687,
|
| 41 |
+
"rank_acc": 0.8265031774838766,
|
| 42 |
+
"rank_loss": 0.5130523675017886,
|
| 43 |
+
"regret_mae": 0.3756548762321472,
|
| 44 |
+
"success_accuracy": 0.8773836526605818,
|
| 45 |
+
"total_loss": 1.5581054819954767
|
| 46 |
+
},
|
| 47 |
+
"per_task": {
|
| 48 |
+
"LiftPegUpright-v1": {
|
| 49 |
+
"action_mse_to_best": 0.33314846369159434,
|
| 50 |
+
"expert_success_rate": 0.8865979381443299,
|
| 51 |
+
"num_groups": 97,
|
| 52 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 53 |
+
"policy_expert_regret": 1.0792845781009222,
|
| 54 |
+
"policy_oracle_regret": 1.105700055809365,
|
| 55 |
+
"policy_rollout_progress": 0.5705123155080166,
|
| 56 |
+
"policy_rollout_success_rate": 0.2268041237113402,
|
| 57 |
+
"restore_max_error": 4.76837158203125e-07
|
| 58 |
+
},
|
| 59 |
+
"PickCube-v1": {
|
| 60 |
+
"action_mse_to_best": 0.3205748214744605,
|
| 61 |
+
"expert_success_rate": 0.9375,
|
| 62 |
+
"num_groups": 208,
|
| 63 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 64 |
+
"policy_expert_regret": 1.0125951060147669,
|
| 65 |
+
"policy_oracle_regret": 1.0260179734412724,
|
| 66 |
+
"policy_rollout_progress": 0.5887099993504727,
|
| 67 |
+
"policy_rollout_success_rate": 0.3173076923076923,
|
| 68 |
+
"restore_max_error": 4.76837158203125e-07
|
| 69 |
+
},
|
| 70 |
+
"PullCube-v1": {
|
| 71 |
+
"action_mse_to_best": 0.6671761597518797,
|
| 72 |
+
"expert_success_rate": 0.19480519480519481,
|
| 73 |
+
"num_groups": 77,
|
| 74 |
+
"oracle_success_rate": 0.36363636363636365,
|
| 75 |
+
"policy_expert_regret": 0.24359342272018458,
|
| 76 |
+
"policy_oracle_regret": 0.4621977220204743,
|
| 77 |
+
"policy_rollout_progress": 0.3145493839371514,
|
| 78 |
+
"policy_rollout_success_rate": 0.2077922077922078,
|
| 79 |
+
"restore_max_error": 4.76837158203125e-07
|
| 80 |
+
},
|
| 81 |
+
"PushCube-v1": {
|
| 82 |
+
"action_mse_to_best": 0.3714648786773707,
|
| 83 |
+
"expert_success_rate": 0.8617021276595744,
|
| 84 |
+
"num_groups": 94,
|
| 85 |
+
"oracle_success_rate": 0.9893617021276596,
|
| 86 |
+
"policy_expert_regret": 0.5719942746961371,
|
| 87 |
+
"policy_oracle_regret": 0.6495450359392674,
|
| 88 |
+
"policy_rollout_progress": 0.6908804959756263,
|
| 89 |
+
"policy_rollout_success_rate": 0.6595744680851063,
|
| 90 |
+
"restore_max_error": 4.76837158203125e-07
|
| 91 |
+
},
|
| 92 |
+
"StackCube-v1": {
|
| 93 |
+
"action_mse_to_best": 0.5267482101446902,
|
| 94 |
+
"expert_success_rate": 0.6767676767676768,
|
| 95 |
+
"num_groups": 99,
|
| 96 |
+
"oracle_success_rate": 0.8585858585858586,
|
| 97 |
+
"policy_expert_regret": 0.9495171221217724,
|
| 98 |
+
"policy_oracle_regret": 1.112660668715082,
|
| 99 |
+
"policy_rollout_progress": 0.4658248358302646,
|
| 100 |
+
"policy_rollout_success_rate": 0.24242424242424243,
|
| 101 |
+
"restore_max_error": 3.948807716369629e-07
|
| 102 |
+
}
|
| 103 |
+
}
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"seed": 1,
|
| 107 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p50_type_success0p25.json",
|
| 108 |
+
"num_groups": 575,
|
| 109 |
+
"selection_mode": "retrieval_residual",
|
| 110 |
+
"num_candidates": 16,
|
| 111 |
+
"candidate_sigma": 0.0,
|
| 112 |
+
"field_optim_steps": 0,
|
| 113 |
+
"field_optim_step_size": 0.0,
|
| 114 |
+
"field_optim_trust_radius": 0.0,
|
| 115 |
+
"field_optim_l2_penalty": 0.0,
|
| 116 |
+
"retrieval_neighbors": 1,
|
| 117 |
+
"retrieval_metric": "raw",
|
| 118 |
+
"retrieval_type_min_success": 0.25,
|
| 119 |
+
"retrieval_residual_scale": 0.5,
|
| 120 |
+
"policy_rollout_success_rate": 0.3269565217391304,
|
| 121 |
+
"policy_rollout_progress": 0.5530163816378816,
|
| 122 |
+
"oracle_success_rate": 0.8695652173913043,
|
| 123 |
+
"action_mse_to_best": 0.42286321135642735,
|
| 124 |
+
"best_policy_val": {
|
| 125 |
+
"bc_loss": 0.1315989200439718,
|
| 126 |
+
"field_effect_loss": 0.010110370814800262,
|
| 127 |
+
"field_potential_loss": 0.31546536915832096,
|
| 128 |
+
"field_preference_loss": 0.4960637440284093,
|
| 129 |
+
"lattice_edges": 3833.3333333333335,
|
| 130 |
+
"progress_mae": 0.19023226698239645,
|
| 131 |
+
"rank_acc": 0.8255469501018524,
|
| 132 |
+
"rank_loss": 0.4960531195004781,
|
| 133 |
+
"regret_mae": 0.42156532737943864,
|
| 134 |
+
"success_accuracy": 0.8807473679383596,
|
| 135 |
+
"total_loss": 1.561984618504842
|
| 136 |
+
},
|
| 137 |
+
"per_task": {
|
| 138 |
+
"LiftPegUpright-v1": {
|
| 139 |
+
"action_mse_to_best": 0.33098896499723196,
|
| 140 |
+
"expert_success_rate": 0.8584070796460177,
|
| 141 |
+
"num_groups": 113,
|
| 142 |
+
"oracle_success_rate": 0.9380530973451328,
|
| 143 |
+
"policy_expert_regret": 0.998058971973647,
|
| 144 |
+
"policy_oracle_regret": 1.0891584641901793,
|
| 145 |
+
"policy_rollout_progress": 0.619361627022777,
|
| 146 |
+
"policy_rollout_success_rate": 0.21238938053097345,
|
| 147 |
+
"restore_max_error": 4.76837158203125e-07
|
| 148 |
+
},
|
| 149 |
+
"PickCube-v1": {
|
| 150 |
+
"action_mse_to_best": 0.3595517423692281,
|
| 151 |
+
"expert_success_rate": 0.9402173913043478,
|
| 152 |
+
"num_groups": 184,
|
| 153 |
+
"oracle_success_rate": 0.9456521739130435,
|
| 154 |
+
"policy_expert_regret": 1.1190804282618363,
|
| 155 |
+
"policy_oracle_regret": 1.1266173332291858,
|
| 156 |
+
"policy_rollout_progress": 0.5457061722864518,
|
| 157 |
+
"policy_rollout_success_rate": 0.266304347826087,
|
| 158 |
+
"restore_max_error": 4.76837158203125e-07
|
| 159 |
+
},
|
| 160 |
+
"PullCube-v1": {
|
| 161 |
+
"action_mse_to_best": 0.6149560018981758,
|
| 162 |
+
"expert_success_rate": 0.25,
|
| 163 |
+
"num_groups": 76,
|
| 164 |
+
"oracle_success_rate": 0.40789473684210525,
|
| 165 |
+
"policy_expert_regret": 0.27304727383154004,
|
| 166 |
+
"policy_oracle_regret": 0.5447679004680953,
|
| 167 |
+
"policy_rollout_progress": 0.27486991495090096,
|
| 168 |
+
"policy_rollout_success_rate": 0.15789473684210525,
|
| 169 |
+
"restore_max_error": 4.76837158203125e-07
|
| 170 |
+
},
|
| 171 |
+
"PushCube-v1": {
|
| 172 |
+
"action_mse_to_best": 0.39232181858372045,
|
| 173 |
+
"expert_success_rate": 0.8198198198198198,
|
| 174 |
+
"num_groups": 111,
|
| 175 |
+
"oracle_success_rate": 1.0,
|
| 176 |
+
"policy_expert_regret": 0.34771036054636983,
|
| 177 |
+
"policy_oracle_regret": 0.38119086757436527,
|
| 178 |
+
"policy_rollout_progress": 0.8170073306238329,
|
| 179 |
+
"policy_rollout_success_rate": 0.8018018018018018,
|
| 180 |
+
"restore_max_error": 4.76837158203125e-07
|
| 181 |
+
},
|
| 182 |
+
"StackCube-v1": {
|
| 183 |
+
"action_mse_to_best": 0.5417878558490794,
|
| 184 |
+
"expert_success_rate": 0.6923076923076923,
|
| 185 |
+
"num_groups": 91,
|
| 186 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 187 |
+
"policy_expert_regret": 1.122757653777416,
|
| 188 |
+
"policy_oracle_regret": 1.2949054079068887,
|
| 189 |
+
"policy_rollout_progress": 0.3956999192526052,
|
| 190 |
+
"policy_rollout_success_rate": 0.15384615384615385,
|
| 191 |
+
"restore_max_error": 3.948807716369629e-07
|
| 192 |
+
}
|
| 193 |
+
}
|
| 194 |
+
},
|
| 195 |
+
{
|
| 196 |
+
"seed": 2,
|
| 197 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p50_type_success0p25.json",
|
| 198 |
+
"num_groups": 575,
|
| 199 |
+
"selection_mode": "retrieval_residual",
|
| 200 |
+
"num_candidates": 16,
|
| 201 |
+
"candidate_sigma": 0.0,
|
| 202 |
+
"field_optim_steps": 0,
|
| 203 |
+
"field_optim_step_size": 0.0,
|
| 204 |
+
"field_optim_trust_radius": 0.0,
|
| 205 |
+
"field_optim_l2_penalty": 0.0,
|
| 206 |
+
"retrieval_neighbors": 1,
|
| 207 |
+
"retrieval_metric": "raw",
|
| 208 |
+
"retrieval_type_min_success": 0.25,
|
| 209 |
+
"retrieval_residual_scale": 0.5,
|
| 210 |
+
"policy_rollout_success_rate": 0.3426086956521739,
|
| 211 |
+
"policy_rollout_progress": 0.560995197934301,
|
| 212 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 213 |
+
"action_mse_to_best": 0.46367845515761036,
|
| 214 |
+
"best_policy_val": {
|
| 215 |
+
"bc_loss": 0.11367896075050037,
|
| 216 |
+
"field_effect_loss": 0.009670218582161598,
|
| 217 |
+
"field_potential_loss": 0.2641640139950646,
|
| 218 |
+
"field_preference_loss": 0.5130490180518892,
|
| 219 |
+
"lattice_edges": 3833.3333333333335,
|
| 220 |
+
"progress_mae": 0.2021729110015763,
|
| 221 |
+
"rank_acc": 0.8333857821093665,
|
| 222 |
+
"rank_loss": 0.5130119257503085,
|
| 223 |
+
"regret_mae": 0.3958987047274907,
|
| 224 |
+
"success_accuracy": 0.8680730561415354,
|
| 225 |
+
"total_loss": 1.4394984311527677
|
| 226 |
+
},
|
| 227 |
+
"per_task": {
|
| 228 |
+
"LiftPegUpright-v1": {
|
| 229 |
+
"action_mse_to_best": 0.36153392906514153,
|
| 230 |
+
"expert_success_rate": 0.8229166666666666,
|
| 231 |
+
"num_groups": 96,
|
| 232 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 233 |
+
"policy_expert_regret": 0.8829973929872116,
|
| 234 |
+
"policy_oracle_regret": 0.9760098507006963,
|
| 235 |
+
"policy_rollout_progress": 0.6346820058921973,
|
| 236 |
+
"policy_rollout_success_rate": 0.3229166666666667,
|
| 237 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 238 |
+
},
|
| 239 |
+
"PickCube-v1": {
|
| 240 |
+
"action_mse_to_best": 0.37652896986239487,
|
| 241 |
+
"expert_success_rate": 0.9444444444444444,
|
| 242 |
+
"num_groups": 198,
|
| 243 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 244 |
+
"policy_expert_regret": 1.0838303450457376,
|
| 245 |
+
"policy_oracle_regret": 1.090913795574446,
|
| 246 |
+
"policy_rollout_progress": 0.5840688492688868,
|
| 247 |
+
"policy_rollout_success_rate": 0.2727272727272727,
|
| 248 |
+
"restore_max_error": 4.76837158203125e-07
|
| 249 |
+
},
|
| 250 |
+
"PullCube-v1": {
|
| 251 |
+
"action_mse_to_best": 0.7301618857516183,
|
| 252 |
+
"expert_success_rate": 0.24444444444444444,
|
| 253 |
+
"num_groups": 90,
|
| 254 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 255 |
+
"policy_expert_regret": 0.30010166329642135,
|
| 256 |
+
"policy_oracle_regret": 0.5302090961693062,
|
| 257 |
+
"policy_rollout_progress": 0.31182427391823797,
|
| 258 |
+
"policy_rollout_success_rate": 0.2111111111111111,
|
| 259 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 260 |
+
},
|
| 261 |
+
"PushCube-v1": {
|
| 262 |
+
"action_mse_to_best": 0.4178345319215614,
|
| 263 |
+
"expert_success_rate": 0.8514851485148515,
|
| 264 |
+
"num_groups": 101,
|
| 265 |
+
"oracle_success_rate": 1.0,
|
| 266 |
+
"policy_expert_regret": 0.38219682946063505,
|
| 267 |
+
"policy_oracle_regret": 0.4192075215943969,
|
| 268 |
+
"policy_rollout_progress": 0.7986142605838209,
|
| 269 |
+
"policy_rollout_success_rate": 0.7821782178217822,
|
| 270 |
+
"restore_max_error": 4.76837158203125e-07
|
| 271 |
+
},
|
| 272 |
+
"StackCube-v1": {
|
| 273 |
+
"action_mse_to_best": 0.5493251227877206,
|
| 274 |
+
"expert_success_rate": 0.7666666666666667,
|
| 275 |
+
"num_groups": 90,
|
| 276 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 277 |
+
"policy_expert_regret": 1.15032865587208,
|
| 278 |
+
"policy_oracle_regret": 1.3123159415192074,
|
| 279 |
+
"policy_rollout_progress": 0.41414343466361364,
|
| 280 |
+
"policy_rollout_success_rate": 0.15555555555555556,
|
| 281 |
+
"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p25_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_scale0p50_type_success0p25.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: 33.33% +/- 0.82%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.59%
|
| 12 |
+
Mean progress: 55.28%
|
| 13 |
+
Mean action MSE to best: 0.433
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | min type success | residual scale | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.50 | 0.00 | 0 | 0.00 | 33.04% | 54.45% | 85.74% | 0.413 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.50 | 0.00 | 0 | 0.00 | 32.70% | 55.30% | 86.96% | 0.423 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.25 | 0.50 | 0.00 | 0 | 0.00 | 34.26% | 56.10% | 87.65% | 0.464 |
|
results/paper_story_memo.md
CHANGED
|
@@ -114,6 +114,12 @@ Last checked: `2026-06-28 05:47 UTC`.
|
|
| 114 |
- `14859297`/`14859298`: active train-family reliability eval/summary, scale
|
| 115 |
`0.25`, minimum train success `0.25`.
|
| 116 |
- `14859299`: rebuild `paper_table_status.*` after reliability-prior summaries.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 117 |
|
| 118 |
## Decision Rule For Masked Residual Jobs
|
| 119 |
|
|
|
|
| 114 |
- `14859297`/`14859298`: active train-family reliability eval/summary, scale
|
| 115 |
`0.25`, minimum train success `0.25`.
|
| 116 |
- `14859299`: rebuild `paper_table_status.*` after reliability-prior summaries.
|
| 117 |
+
- `14859398`/`14859399`: active train-family reliability eval/summary, scale
|
| 118 |
+
`0.50`, minimum train success `0.50`.
|
| 119 |
+
- `14859400`/`14859401`: active train-family reliability eval/summary, scale
|
| 120 |
+
`0.50`, minimum train success `0.75`.
|
| 121 |
+
- `14859402`: rebuild `paper_table_status.*` after high-threshold reliability
|
| 122 |
+
summaries.
|
| 123 |
|
| 124 |
## Decision Rule For Masked Residual Jobs
|
| 125 |
|
results/paper_table_status.json
CHANGED
|
@@ -460,6 +460,44 @@
|
|
| 460 |
"best_config": null,
|
| 461 |
"gain_vs_h16_policy": 0.035942028985507246
|
| 462 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 463 |
{
|
| 464 |
"key": "retrieval_residual_scale025_type_success025",
|
| 465 |
"label": "Train-state residual retrieval, scale 0.25, train family success >= 0.25",
|
|
|
|
| 460 |
"best_config": null,
|
| 461 |
"gain_vs_h16_policy": 0.035942028985507246
|
| 462 |
},
|
| 463 |
+
{
|
| 464 |
+
"key": "retrieval_residual_scale050_type_success050",
|
| 465 |
+
"label": "Train-state residual retrieval, scale 0.50, train family success >= 0.50",
|
| 466 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p50_summary.json",
|
| 467 |
+
"clean_deployment": "yes",
|
| 468 |
+
"same_state_proposals": "no",
|
| 469 |
+
"expert_proposal": "no",
|
| 470 |
+
"story_role": "train-split residual family reliability prior",
|
| 471 |
+
"fallback_success": null,
|
| 472 |
+
"pending_job": "14859398/14859399",
|
| 473 |
+
"path_exists": false,
|
| 474 |
+
"status": "pending",
|
| 475 |
+
"success": null,
|
| 476 |
+
"std_success": null,
|
| 477 |
+
"completed_seeds": null,
|
| 478 |
+
"num_completed": null,
|
| 479 |
+
"best_config": null,
|
| 480 |
+
"gain_vs_h16_policy": null
|
| 481 |
+
},
|
| 482 |
+
{
|
| 483 |
+
"key": "retrieval_residual_scale050_type_success075",
|
| 484 |
+
"label": "Train-state residual retrieval, scale 0.50, train family success >= 0.75",
|
| 485 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p75_summary.json",
|
| 486 |
+
"clean_deployment": "yes",
|
| 487 |
+
"same_state_proposals": "no",
|
| 488 |
+
"expert_proposal": "no",
|
| 489 |
+
"story_role": "train-split residual family reliability prior",
|
| 490 |
+
"fallback_success": null,
|
| 491 |
+
"pending_job": "14859400/14859401",
|
| 492 |
+
"path_exists": false,
|
| 493 |
+
"status": "pending",
|
| 494 |
+
"success": null,
|
| 495 |
+
"std_success": null,
|
| 496 |
+
"completed_seeds": null,
|
| 497 |
+
"num_completed": null,
|
| 498 |
+
"best_config": null,
|
| 499 |
+
"gain_vs_h16_policy": null
|
| 500 |
+
},
|
| 501 |
{
|
| 502 |
"key": "retrieval_residual_scale025_type_success025",
|
| 503 |
"label": "Train-state residual retrieval, scale 0.25, train family success >= 0.25",
|
results/paper_table_status.md
CHANGED
|
@@ -27,6 +27,8 @@ Baseline h=16 policy: 29.74%
|
|
| 27 |
| retrieval_residual_scale050_safe_types | Train-state residual retrieval, scale 0.50, policy/no-op/wrong-gripper residuals | complete | 33.68% | +3.94 pp | yes | no | no | typed tangent-family mask ablation |
|
| 28 |
| retrieval_residual_scale050_type_success010 | Train-state residual retrieval, scale 0.50, train family success >= 0.10 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
| 29 |
| retrieval_residual_scale050_type_success025 | Train-state residual retrieval, scale 0.50, train family success >= 0.25 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
|
|
|
|
|
|
| 30 |
| retrieval_residual_scale025_type_success025 | Train-state residual retrieval, scale 0.25, train family success >= 0.25 | complete | 32.93% | +3.19 pp | yes | no | no | train-split residual family reliability prior |
|
| 31 |
| retrieval_residual_scale075 | Train-state residual retrieval, scale 0.75 | complete | 32.70% | +2.96 pp | yes | no | no | tangent transport scale ablation |
|
| 32 |
| retrieval_residual_scale125 | Train-state residual retrieval, scale 1.25 | complete | 32.52% | +2.78 pp | yes | no | no | tangent transport scale ablation |
|
|
|
|
| 27 |
| retrieval_residual_scale050_safe_types | Train-state residual retrieval, scale 0.50, policy/no-op/wrong-gripper residuals | complete | 33.68% | +3.94 pp | yes | no | no | typed tangent-family mask ablation |
|
| 28 |
| retrieval_residual_scale050_type_success010 | Train-state residual retrieval, scale 0.50, train family success >= 0.10 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
| 29 |
| retrieval_residual_scale050_type_success025 | Train-state residual retrieval, scale 0.50, train family success >= 0.25 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
| 30 |
+
| retrieval_residual_scale050_type_success050 | Train-state residual retrieval, scale 0.50, train family success >= 0.50 | pending 14859398/14859399 | pending | pending | yes | no | no | train-split residual family reliability prior |
|
| 31 |
+
| retrieval_residual_scale050_type_success075 | Train-state residual retrieval, scale 0.50, train family success >= 0.75 | pending 14859400/14859401 | pending | pending | yes | no | no | train-split residual family reliability prior |
|
| 32 |
| retrieval_residual_scale025_type_success025 | Train-state residual retrieval, scale 0.25, train family success >= 0.25 | complete | 32.93% | +3.19 pp | yes | no | no | train-split residual family reliability prior |
|
| 33 |
| retrieval_residual_scale075 | Train-state residual retrieval, scale 0.75 | complete | 32.70% | +2.96 pp | yes | no | no | tangent transport scale ablation |
|
| 34 |
| retrieval_residual_scale125 | Train-state residual retrieval, scale 1.25 | complete | 32.52% | +2.78 pp | yes | no | no | tangent transport scale ablation |
|
scripts/build_paper_table_status.py
CHANGED
|
@@ -255,6 +255,26 @@ SPECS = [
|
|
| 255 |
story_role="train-split residual family reliability prior",
|
| 256 |
pending_job="14859295/14859296",
|
| 257 |
),
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 258 |
ResultSpec(
|
| 259 |
key="retrieval_residual_scale025_type_success025",
|
| 260 |
label="Train-state residual retrieval, scale 0.25, train family success >= 0.25",
|
|
|
|
| 255 |
story_role="train-split residual family reliability prior",
|
| 256 |
pending_job="14859295/14859296",
|
| 257 |
),
|
| 258 |
+
ResultSpec(
|
| 259 |
+
key="retrieval_residual_scale050_type_success050",
|
| 260 |
+
label="Train-state residual retrieval, scale 0.50, train family success >= 0.50",
|
| 261 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p50_summary.json",
|
| 262 |
+
clean_deployment="yes",
|
| 263 |
+
same_state_proposals="no",
|
| 264 |
+
expert_proposal="no",
|
| 265 |
+
story_role="train-split residual family reliability prior",
|
| 266 |
+
pending_job="14859398/14859399",
|
| 267 |
+
),
|
| 268 |
+
ResultSpec(
|
| 269 |
+
key="retrieval_residual_scale050_type_success075",
|
| 270 |
+
label="Train-state residual retrieval, scale 0.50, train family success >= 0.75",
|
| 271 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_type_success0p75_summary.json",
|
| 272 |
+
clean_deployment="yes",
|
| 273 |
+
same_state_proposals="no",
|
| 274 |
+
expert_proposal="no",
|
| 275 |
+
story_role="train-split residual family reliability prior",
|
| 276 |
+
pending_job="14859400/14859401",
|
| 277 |
+
),
|
| 278 |
ResultSpec(
|
| 279 |
key="retrieval_residual_scale025_type_success025",
|
| 280 |
label="Train-state residual retrieval, scale 0.25, train family success >= 0.25",
|