Auto-sync: 2026-06-28 02:35:57
Browse files- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p35_safe_types_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p35_safe_types_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p45_safe_types_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p45_safe_types_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p60_safe_types_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p60_safe_types_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p70_safe_types_summary.json +286 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p70_safe_types_summary.md +19 -0
- results/paper_table_status.json +100 -24
- results/paper_table_status.md +9 -5
- scripts/build_paper_table_status.py +40 -0
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p35_safe_types_summary.json
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| 1 |
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{
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"expert_success_rate": 0.6923076923076923,
|
| 185 |
+
"num_groups": 91,
|
| 186 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 187 |
+
"policy_expert_regret": 1.1210726157322035,
|
| 188 |
+
"policy_oracle_regret": 1.2932203698616762,
|
| 189 |
+
"policy_rollout_progress": 0.3973849572978177,
|
| 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_scale0p35_safe_types.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": 0.0,
|
| 209 |
+
"retrieval_residual_scale": 0.35,
|
| 210 |
+
"policy_rollout_success_rate": 0.3408695652173913,
|
| 211 |
+
"policy_rollout_progress": 0.5597182421159486,
|
| 212 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 213 |
+
"action_mse_to_best": 0.43934023161216273,
|
| 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": 0.35727682683985523,
|
| 230 |
+
"expert_success_rate": 0.8229166666666666,
|
| 231 |
+
"num_groups": 96,
|
| 232 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 233 |
+
"policy_expert_regret": 0.8651364526400963,
|
| 234 |
+
"policy_oracle_regret": 0.9713857987274727,
|
| 235 |
+
"policy_rollout_progress": 0.6393060578654209,
|
| 236 |
+
"policy_rollout_success_rate": 0.3229166666666667,
|
| 237 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 238 |
+
},
|
| 239 |
+
"PickCube-v1": {
|
| 240 |
+
"action_mse_to_best": 0.3646057000703583,
|
| 241 |
+
"expert_success_rate": 0.9444444444444444,
|
| 242 |
+
"num_groups": 198,
|
| 243 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 244 |
+
"policy_expert_regret": 1.0403793521526485,
|
| 245 |
+
"policy_oracle_regret": 1.047462802681357,
|
| 246 |
+
"policy_rollout_progress": 0.6043060528434286,
|
| 247 |
+
"policy_rollout_success_rate": 0.30303030303030304,
|
| 248 |
+
"restore_max_error": 4.76837158203125e-07
|
| 249 |
+
},
|
| 250 |
+
"PullCube-v1": {
|
| 251 |
+
"action_mse_to_best": 0.6706881789697541,
|
| 252 |
+
"expert_success_rate": 0.24444444444444444,
|
| 253 |
+
"num_groups": 90,
|
| 254 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 255 |
+
"policy_expert_regret": 0.319284730259743,
|
| 256 |
+
"policy_oracle_regret": 0.5459516277950671,
|
| 257 |
+
"policy_rollout_progress": 0.3085310854638616,
|
| 258 |
+
"policy_rollout_success_rate": 0.2,
|
| 259 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 260 |
+
},
|
| 261 |
+
"PushCube-v1": {
|
| 262 |
+
"action_mse_to_best": 0.3935000709820502,
|
| 263 |
+
"expert_success_rate": 0.8514851485148515,
|
| 264 |
+
"num_groups": 101,
|
| 265 |
+
"oracle_success_rate": 1.0,
|
| 266 |
+
"policy_expert_regret": 0.41857334041949545,
|
| 267 |
+
"policy_oracle_regret": 0.49220996445948534,
|
| 268 |
+
"policy_rollout_progress": 0.765215778114772,
|
| 269 |
+
"policy_rollout_success_rate": 0.7425742574257426,
|
| 270 |
+
"restore_max_error": 4.76837158203125e-07
|
| 271 |
+
},
|
| 272 |
+
"StackCube-v1": {
|
| 273 |
+
"action_mse_to_best": 0.5113853989996844,
|
| 274 |
+
"expert_success_rate": 0.7666666666666667,
|
| 275 |
+
"num_groups": 90,
|
| 276 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 277 |
+
"policy_expert_regret": 1.1934410845239958,
|
| 278 |
+
"policy_oracle_regret": 1.3555614117119048,
|
| 279 |
+
"policy_rollout_progress": 0.39730464352501765,
|
| 280 |
+
"policy_rollout_success_rate": 0.13333333333333333,
|
| 281 |
+
"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p35_safe_types_summary.md
ADDED
|
@@ -0,0 +1,19 @@
|
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|
| 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_scale0p35_safe_types.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: 33.74% +/- 0.46%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +4.00%
|
| 12 |
+
Mean progress: 55.48%
|
| 13 |
+
Mean action MSE to best: 0.411
|
| 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 | 0.00 | 0.35 | 0.00 | 0 | 0.00 | 33.22% | 54.62% | 85.74% | 0.391 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.35 | 0.00 | 0 | 0.00 | 33.91% | 55.85% | 86.96% | 0.402 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.35 | 0.00 | 0 | 0.00 | 34.09% | 55.97% | 87.65% | 0.439 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p45_safe_types_summary.json
ADDED
|
@@ -0,0 +1,286 @@
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|
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|
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|
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|
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|
|
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|
|
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|
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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_scale0p45_safe_types.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.33507246376811595,
|
| 9 |
+
"std_success": 0.0061076253639726,
|
| 10 |
+
"mean_progress": 0.5519368337724664,
|
| 11 |
+
"mean_action_mse_to_best": 0.42269574523080083,
|
| 12 |
+
"gain_vs_h4": 0.03837246376811593,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.03768115942028988,
|
| 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_scale0p45_safe_types.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": 0.0,
|
| 29 |
+
"retrieval_residual_scale": 0.45,
|
| 30 |
+
"policy_rollout_success_rate": 0.32869565217391306,
|
| 31 |
+
"policy_rollout_progress": 0.5425697256052407,
|
| 32 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 33 |
+
"action_mse_to_best": 0.3970660170467327,
|
| 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": 0.3210236891556877,
|
| 50 |
+
"expert_success_rate": 0.8865979381443299,
|
| 51 |
+
"num_groups": 97,
|
| 52 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 53 |
+
"policy_expert_regret": 1.0792337135248578,
|
| 54 |
+
"policy_oracle_regret": 1.1056491912333006,
|
| 55 |
+
"policy_rollout_progress": 0.570563180084081,
|
| 56 |
+
"policy_rollout_success_rate": 0.2268041237113402,
|
| 57 |
+
"restore_max_error": 4.76837158203125e-07
|
| 58 |
+
},
|
| 59 |
+
"PickCube-v1": {
|
| 60 |
+
"action_mse_to_best": 0.3156295768701686,
|
| 61 |
+
"expert_success_rate": 0.9375,
|
| 62 |
+
"num_groups": 208,
|
| 63 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 64 |
+
"policy_expert_regret": 1.0185734751150728,
|
| 65 |
+
"policy_oracle_regret": 1.0319963425415783,
|
| 66 |
+
"policy_rollout_progress": 0.5875393225578591,
|
| 67 |
+
"policy_rollout_success_rate": 0.3125,
|
| 68 |
+
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|
| 69 |
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| 70 |
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| 71 |
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| 72 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
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| 102 |
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}
|
| 103 |
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}
|
| 104 |
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},
|
| 105 |
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{
|
| 106 |
+
"seed": 1,
|
| 107 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p45_safe_types.json",
|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 125 |
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| 135 |
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"total_loss": 1.561984618504842
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| 136 |
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},
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| 137 |
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"per_task": {
|
| 138 |
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|
| 139 |
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|
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"restore_max_error": 4.76837158203125e-07
|
| 148 |
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},
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| 149 |
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"PickCube-v1": {
|
| 150 |
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| 151 |
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|
| 153 |
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| 159 |
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| 161 |
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| 164 |
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| 181 |
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| 182 |
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| 183 |
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| 184 |
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| 186 |
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| 187 |
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|
| 192 |
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}
|
| 193 |
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}
|
| 194 |
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},
|
| 195 |
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{
|
| 196 |
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"seed": 2,
|
| 197 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p45_safe_types.json",
|
| 198 |
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"num_groups": 575,
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| 199 |
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| 200 |
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"num_candidates": 16,
|
| 201 |
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| 202 |
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| 203 |
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| 205 |
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| 206 |
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"retrieval_neighbors": 1,
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| 207 |
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"retrieval_metric": "raw",
|
| 208 |
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"retrieval_type_min_success": 0.0,
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| 209 |
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"retrieval_residual_scale": 0.45,
|
| 210 |
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| 214 |
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| 215 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 230 |
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| 233 |
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| 234 |
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| 236 |
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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| 241 |
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| 242 |
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| 244 |
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| 245 |
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| 246 |
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| 247 |
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| 248 |
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|
| 249 |
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|
| 250 |
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|
| 251 |
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| 252 |
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| 253 |
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|
| 254 |
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|
| 255 |
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| 256 |
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| 257 |
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| 258 |
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|
| 259 |
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|
| 260 |
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|
| 261 |
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|
| 262 |
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|
| 263 |
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| 264 |
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|
| 265 |
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|
| 266 |
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|
| 267 |
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|
| 268 |
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|
| 269 |
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|
| 270 |
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|
| 271 |
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},
|
| 272 |
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|
| 273 |
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|
| 274 |
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|
| 275 |
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|
| 276 |
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|
| 277 |
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|
| 278 |
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"policy_oracle_regret": 1.3237879402107662,
|
| 279 |
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|
| 280 |
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|
| 281 |
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"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p45_safe_types_summary.md
ADDED
|
@@ -0,0 +1,19 @@
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|
| 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_scale0p45_safe_types.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: 33.51% +/- 0.61%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.77%
|
| 12 |
+
Mean progress: 55.19%
|
| 13 |
+
Mean action MSE to best: 0.423
|
| 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 | 0.00 | 0.45 | 0.00 | 0 | 0.00 | 32.87% | 54.26% | 85.74% | 0.397 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.45 | 0.00 | 0 | 0.00 | 33.57% | 55.54% | 86.96% | 0.417 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.45 | 0.00 | 0 | 0.00 | 34.09% | 55.78% | 87.65% | 0.454 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p60_safe_types_summary.json
ADDED
|
@@ -0,0 +1,286 @@
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"action_mse_to_best": 0.6606155963407623,
|
| 252 |
+
"expert_success_rate": 0.24444444444444444,
|
| 253 |
+
"num_groups": 90,
|
| 254 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 255 |
+
"policy_expert_regret": 0.2944552243169811,
|
| 256 |
+
"policy_oracle_regret": 0.5017143970148431,
|
| 257 |
+
"policy_rollout_progress": 0.3372603339039617,
|
| 258 |
+
"policy_rollout_success_rate": 0.23333333333333334,
|
| 259 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 260 |
+
},
|
| 261 |
+
"PushCube-v1": {
|
| 262 |
+
"action_mse_to_best": 0.4256735229403666,
|
| 263 |
+
"expert_success_rate": 0.8514851485148515,
|
| 264 |
+
"num_groups": 101,
|
| 265 |
+
"oracle_success_rate": 1.0,
|
| 266 |
+
"policy_expert_regret": 0.3820718020790874,
|
| 267 |
+
"policy_oracle_regret": 0.4366904573865456,
|
| 268 |
+
"policy_rollout_progress": 0.7910323148906822,
|
| 269 |
+
"policy_rollout_success_rate": 0.7722772277227723,
|
| 270 |
+
"restore_max_error": 4.76837158203125e-07
|
| 271 |
+
},
|
| 272 |
+
"StackCube-v1": {
|
| 273 |
+
"action_mse_to_best": 0.558070003758702,
|
| 274 |
+
"expert_success_rate": 0.7666666666666667,
|
| 275 |
+
"num_groups": 90,
|
| 276 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 277 |
+
"policy_expert_regret": 1.1442130752735669,
|
| 278 |
+
"policy_oracle_regret": 1.293285240398513,
|
| 279 |
+
"policy_rollout_progress": 0.4259456601407793,
|
| 280 |
+
"policy_rollout_success_rate": 0.16666666666666666,
|
| 281 |
+
"restore_max_error": 4.76837158203125e-07
|
| 282 |
+
}
|
| 283 |
+
}
|
| 284 |
+
}
|
| 285 |
+
]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p60_safe_types_summary.md
ADDED
|
@@ -0,0 +1,19 @@
|
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|
| 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_scale0p60_safe_types.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: 33.39% +/- 0.80%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.65%
|
| 12 |
+
Mean progress: 55.59%
|
| 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 | 0.00 | 0.60 | 0.00 | 0 | 0.00 | 33.57% | 54.63% | 85.74% | 0.414 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.60 | 0.00 | 0 | 0.00 | 32.52% | 55.34% | 86.96% | 0.427 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.60 | 0.00 | 0 | 0.00 | 34.09% | 56.81% | 87.65% | 0.458 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p70_safe_types_summary.json
ADDED
|
@@ -0,0 +1,286 @@
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|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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_scale0p70_safe_types.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.33159420289855074,
|
| 9 |
+
"std_success": 0.00957838356049755,
|
| 10 |
+
"mean_progress": 0.5543574167716492,
|
| 11 |
+
"mean_action_mse_to_best": 0.4590698274988951,
|
| 12 |
+
"gain_vs_h4": 0.03489420289855072,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.03420289855072467,
|
| 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_scale0p70_safe_types.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": 0.0,
|
| 29 |
+
"retrieval_residual_scale": 0.7,
|
| 30 |
+
"policy_rollout_success_rate": 0.32521739130434785,
|
| 31 |
+
"policy_rollout_progress": 0.5439443577093113,
|
| 32 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 33 |
+
"action_mse_to_best": 0.45933493631041566,
|
| 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": 0.4931159399008167,
|
| 50 |
+
"expert_success_rate": 0.8865979381443299,
|
| 51 |
+
"num_groups": 97,
|
| 52 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 53 |
+
"policy_expert_regret": 1.1324601213342136,
|
| 54 |
+
"policy_oracle_regret": 1.1720696789087708,
|
| 55 |
+
"policy_rollout_progress": 0.5453798058106727,
|
| 56 |
+
"policy_rollout_success_rate": 0.18556701030927836,
|
| 57 |
+
"restore_max_error": 4.76837158203125e-07
|
| 58 |
+
},
|
| 59 |
+
"PickCube-v1": {
|
| 60 |
+
"action_mse_to_best": 0.3283846854733733,
|
| 61 |
+
"expert_success_rate": 0.9375,
|
| 62 |
+
"num_groups": 208,
|
| 63 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 64 |
+
"policy_expert_regret": 1.0071088800815722,
|
| 65 |
+
"policy_oracle_regret": 1.0205317475080777,
|
| 66 |
+
"policy_rollout_progress": 0.5941962252836674,
|
| 67 |
+
"policy_rollout_success_rate": 0.3173076923076923,
|
| 68 |
+
"restore_max_error": 4.76837158203125e-07
|
| 69 |
+
},
|
| 70 |
+
"PullCube-v1": {
|
| 71 |
+
"action_mse_to_best": 0.6572364510653855,
|
| 72 |
+
"expert_success_rate": 0.19480519480519481,
|
| 73 |
+
"num_groups": 77,
|
| 74 |
+
"oracle_success_rate": 0.36363636363636365,
|
| 75 |
+
"policy_expert_regret": 0.21923505429287332,
|
| 76 |
+
"policy_oracle_regret": 0.43562990036647914,
|
| 77 |
+
"policy_rollout_progress": 0.3168113688702465,
|
| 78 |
+
"policy_rollout_success_rate": 0.2077922077922078,
|
| 79 |
+
"restore_max_error": 4.76837158203125e-07
|
| 80 |
+
},
|
| 81 |
+
"PushCube-v1": {
|
| 82 |
+
"action_mse_to_best": 0.3978812553067791,
|
| 83 |
+
"expert_success_rate": 0.8617021276595744,
|
| 84 |
+
"num_groups": 94,
|
| 85 |
+
"oracle_success_rate": 0.9893617021276596,
|
| 86 |
+
"policy_expert_regret": 0.5339092030487163,
|
| 87 |
+
"policy_oracle_regret": 0.6114599642918465,
|
| 88 |
+
"policy_rollout_progress": 0.7076889718783662,
|
| 89 |
+
"policy_rollout_success_rate": 0.6808510638297872,
|
| 90 |
+
"restore_max_error": 4.76837158203125e-07
|
| 91 |
+
},
|
| 92 |
+
"StackCube-v1": {
|
| 93 |
+
"action_mse_to_best": 0.6057907363512751,
|
| 94 |
+
"expert_success_rate": 0.6767676767676768,
|
| 95 |
+
"num_groups": 99,
|
| 96 |
+
"oracle_success_rate": 0.8585858585858586,
|
| 97 |
+
"policy_expert_regret": 0.9716372298772888,
|
| 98 |
+
"policy_oracle_regret": 1.1306861774487929,
|
| 99 |
+
"policy_rollout_progress": 0.45814253434990393,
|
| 100 |
+
"policy_rollout_success_rate": 0.23232323232323232,
|
| 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_scale0p70_safe_types.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": 0.0,
|
| 119 |
+
"retrieval_residual_scale": 0.7,
|
| 120 |
+
"policy_rollout_success_rate": 0.3269565217391304,
|
| 121 |
+
"policy_rollout_progress": 0.5545947884606278,
|
| 122 |
+
"oracle_success_rate": 0.8695652173913043,
|
| 123 |
+
"action_mse_to_best": 0.4435377200887255,
|
| 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 |
+
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| 148 |
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| 150 |
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| 159 |
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| 192 |
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| 193 |
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}
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| 194 |
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},
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| 195 |
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{
|
| 196 |
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"seed": 2,
|
| 197 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p70_safe_types.json",
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| 198 |
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"num_groups": 575,
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| 199 |
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"selection_mode": "retrieval_residual",
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| 200 |
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| 201 |
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| 202 |
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| 203 |
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| 204 |
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| 205 |
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| 206 |
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| 207 |
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"retrieval_metric": "raw",
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| 208 |
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| 209 |
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"retrieval_residual_scale": 0.7,
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| 210 |
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| 214 |
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| 215 |
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| 225 |
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| 227 |
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| 228 |
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| 229 |
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| 249 |
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| 251 |
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|
| 271 |
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| 273 |
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| 281 |
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|
| 282 |
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|
| 283 |
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|
| 284 |
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}
|
| 285 |
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]
|
| 286 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p70_safe_types_summary.md
ADDED
|
@@ -0,0 +1,19 @@
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|
|
| 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_scale0p70_safe_types.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: 33.16% +/- 0.96%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +3.42%
|
| 12 |
+
Mean progress: 55.44%
|
| 13 |
+
Mean action MSE to best: 0.459
|
| 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 | 0.00 | 0.70 | 0.00 | 0 | 0.00 | 32.52% | 54.39% | 85.74% | 0.459 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.70 | 0.00 | 0 | 0.00 | 32.70% | 55.46% | 86.96% | 0.444 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | 0.00 | 0.70 | 0.00 | 0 | 0.00 | 34.26% | 56.45% | 87.65% | 0.474 |
|
results/paper_table_status.json
CHANGED
|
@@ -432,6 +432,25 @@
|
|
| 432 |
"story_role": "typed tangent scale fine sweep",
|
| 433 |
"fallback_success": null,
|
| 434 |
"pending_job": "14859503/14859504",
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|
| 435 |
"path_exists": false,
|
| 436 |
"status": "pending",
|
| 437 |
"success": null,
|
|
@@ -442,15 +461,15 @@
|
|
| 442 |
"gain_vs_h16_policy": null
|
| 443 |
},
|
| 444 |
{
|
| 445 |
-
"key": "
|
| 446 |
-
"label": "Train-state residual retrieval, scale 0.
|
| 447 |
-
"path": "
|
| 448 |
"clean_deployment": "yes",
|
| 449 |
"same_state_proposals": "no",
|
| 450 |
"expert_proposal": "no",
|
| 451 |
-
"story_role": "typed tangent scale
|
| 452 |
"fallback_success": null,
|
| 453 |
-
"pending_job": "
|
| 454 |
"path_exists": false,
|
| 455 |
"status": "pending",
|
| 456 |
"success": null,
|
|
@@ -461,15 +480,15 @@
|
|
| 461 |
"gain_vs_h16_policy": null
|
| 462 |
},
|
| 463 |
{
|
| 464 |
-
"key": "
|
| 465 |
-
"label": "Train-state residual retrieval, scale 0.
|
| 466 |
-
"path": "
|
| 467 |
"clean_deployment": "yes",
|
| 468 |
"same_state_proposals": "no",
|
| 469 |
"expert_proposal": "no",
|
| 470 |
-
"story_role": "typed tangent scale
|
| 471 |
"fallback_success": null,
|
| 472 |
-
"pending_job": "
|
| 473 |
"path_exists": false,
|
| 474 |
"status": "pending",
|
| 475 |
"success": null,
|
|
@@ -480,15 +499,15 @@
|
|
| 480 |
"gain_vs_h16_policy": null
|
| 481 |
},
|
| 482 |
{
|
| 483 |
-
"key": "
|
| 484 |
-
"label": "Train-state residual retrieval, scale 0.
|
| 485 |
-
"path": "
|
| 486 |
"clean_deployment": "yes",
|
| 487 |
"same_state_proposals": "no",
|
| 488 |
"expert_proposal": "no",
|
| 489 |
-
"story_role": "typed tangent scale
|
| 490 |
"fallback_success": null,
|
| 491 |
-
"pending_job": "
|
| 492 |
"path_exists": false,
|
| 493 |
"status": "pending",
|
| 494 |
"success": null,
|
|
@@ -498,6 +517,63 @@
|
|
| 498 |
"best_config": null,
|
| 499 |
"gain_vs_h16_policy": null
|
| 500 |
},
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 501 |
{
|
| 502 |
"key": "retrieval_residual_scale050_type_success010",
|
| 503 |
"label": "Train-state residual retrieval, scale 0.50, train family success >= 0.10",
|
|
@@ -766,23 +842,23 @@
|
|
| 766 |
}
|
| 767 |
],
|
| 768 |
"best_clean": {
|
| 769 |
-
"key": "
|
| 770 |
-
"label": "Train-state residual retrieval, scale 0.
|
| 771 |
-
"path": "
|
| 772 |
"clean_deployment": "yes",
|
| 773 |
"same_state_proposals": "no",
|
| 774 |
"expert_proposal": "no",
|
| 775 |
-
"story_role": "typed tangent
|
| 776 |
"fallback_success": null,
|
| 777 |
-
"pending_job": "
|
| 778 |
"path_exists": true,
|
| 779 |
"status": "complete",
|
| 780 |
-
"success": 0.
|
| 781 |
-
"std_success": 0.
|
| 782 |
"completed_seeds": null,
|
| 783 |
"num_completed": 3,
|
| 784 |
"best_config": null,
|
| 785 |
-
"gain_vs_h16_policy": 0.
|
| 786 |
},
|
| 787 |
"best_mechanism_no_expert": {
|
| 788 |
"key": "no_expert_lattice",
|
|
@@ -807,7 +883,7 @@
|
|
| 807 |
"Use no-expert same-state lattice as the conservative mechanism result, not as deployment-clean inference.",
|
| 808 |
"Use full lattice only as an upper result because it includes expert proposals.",
|
| 809 |
"Do not claim external SOTA from this table alone; add current external baselines separately.",
|
| 810 |
-
"Current best clean deployment row is Train-state residual retrieval, scale 0.
|
| 811 |
"Trust-region field optimization should be framed as a negative/diagnostic ablation.",
|
| 812 |
"Train-state counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.",
|
| 813 |
"KNN counterfactual residual retrieval is a positive clean bridge but remains below the current clean best."
|
|
|
|
| 432 |
"story_role": "typed tangent scale fine sweep",
|
| 433 |
"fallback_success": null,
|
| 434 |
"pending_job": "14859503/14859504",
|
| 435 |
+
"path_exists": true,
|
| 436 |
+
"status": "complete",
|
| 437 |
+
"success": 0.3373913043478261,
|
| 438 |
+
"std_success": 0.004601306627938417,
|
| 439 |
+
"completed_seeds": null,
|
| 440 |
+
"num_completed": 3,
|
| 441 |
+
"best_config": null,
|
| 442 |
+
"gain_vs_h16_policy": 0.040000000000000036
|
| 443 |
+
},
|
| 444 |
+
{
|
| 445 |
+
"key": "retrieval_residual_scale030_safe_types",
|
| 446 |
+
"label": "Train-state residual retrieval, scale 0.30, policy/no-op/wrong-gripper residuals",
|
| 447 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p30_safe_types_summary.json",
|
| 448 |
+
"clean_deployment": "yes",
|
| 449 |
+
"same_state_proposals": "no",
|
| 450 |
+
"expert_proposal": "no",
|
| 451 |
+
"story_role": "typed tangent scale zoom sweep",
|
| 452 |
+
"fallback_success": null,
|
| 453 |
+
"pending_job": "14859589/14859590",
|
| 454 |
"path_exists": false,
|
| 455 |
"status": "pending",
|
| 456 |
"success": null,
|
|
|
|
| 461 |
"gain_vs_h16_policy": null
|
| 462 |
},
|
| 463 |
{
|
| 464 |
+
"key": "retrieval_residual_scale0325_safe_types",
|
| 465 |
+
"label": "Train-state residual retrieval, scale 0.325, policy/no-op/wrong-gripper residuals",
|
| 466 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p325_safe_types_summary.json",
|
| 467 |
"clean_deployment": "yes",
|
| 468 |
"same_state_proposals": "no",
|
| 469 |
"expert_proposal": "no",
|
| 470 |
+
"story_role": "typed tangent scale zoom sweep",
|
| 471 |
"fallback_success": null,
|
| 472 |
+
"pending_job": "14859591/14859592",
|
| 473 |
"path_exists": false,
|
| 474 |
"status": "pending",
|
| 475 |
"success": null,
|
|
|
|
| 480 |
"gain_vs_h16_policy": null
|
| 481 |
},
|
| 482 |
{
|
| 483 |
+
"key": "retrieval_residual_scale0375_safe_types",
|
| 484 |
+
"label": "Train-state residual retrieval, scale 0.375, policy/no-op/wrong-gripper residuals",
|
| 485 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p375_safe_types_summary.json",
|
| 486 |
"clean_deployment": "yes",
|
| 487 |
"same_state_proposals": "no",
|
| 488 |
"expert_proposal": "no",
|
| 489 |
+
"story_role": "typed tangent scale zoom sweep",
|
| 490 |
"fallback_success": null,
|
| 491 |
+
"pending_job": "14859593/14859594",
|
| 492 |
"path_exists": false,
|
| 493 |
"status": "pending",
|
| 494 |
"success": null,
|
|
|
|
| 499 |
"gain_vs_h16_policy": null
|
| 500 |
},
|
| 501 |
{
|
| 502 |
+
"key": "retrieval_residual_scale040_safe_types",
|
| 503 |
+
"label": "Train-state residual retrieval, scale 0.40, policy/no-op/wrong-gripper residuals",
|
| 504 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_summary.json",
|
| 505 |
"clean_deployment": "yes",
|
| 506 |
"same_state_proposals": "no",
|
| 507 |
"expert_proposal": "no",
|
| 508 |
+
"story_role": "typed tangent scale zoom sweep",
|
| 509 |
"fallback_success": null,
|
| 510 |
+
"pending_job": "14859595/14859596",
|
| 511 |
"path_exists": false,
|
| 512 |
"status": "pending",
|
| 513 |
"success": null,
|
|
|
|
| 517 |
"best_config": null,
|
| 518 |
"gain_vs_h16_policy": null
|
| 519 |
},
|
| 520 |
+
{
|
| 521 |
+
"key": "retrieval_residual_scale045_safe_types",
|
| 522 |
+
"label": "Train-state residual retrieval, scale 0.45, policy/no-op/wrong-gripper residuals",
|
| 523 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p45_safe_types_summary.json",
|
| 524 |
+
"clean_deployment": "yes",
|
| 525 |
+
"same_state_proposals": "no",
|
| 526 |
+
"expert_proposal": "no",
|
| 527 |
+
"story_role": "typed tangent scale fine sweep",
|
| 528 |
+
"fallback_success": null,
|
| 529 |
+
"pending_job": "14859505/14859506",
|
| 530 |
+
"path_exists": true,
|
| 531 |
+
"status": "complete",
|
| 532 |
+
"success": 0.33507246376811595,
|
| 533 |
+
"std_success": 0.0061076253639726,
|
| 534 |
+
"completed_seeds": null,
|
| 535 |
+
"num_completed": 3,
|
| 536 |
+
"best_config": null,
|
| 537 |
+
"gain_vs_h16_policy": 0.03768115942028988
|
| 538 |
+
},
|
| 539 |
+
{
|
| 540 |
+
"key": "retrieval_residual_scale060_safe_types",
|
| 541 |
+
"label": "Train-state residual retrieval, scale 0.60, policy/no-op/wrong-gripper residuals",
|
| 542 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p60_safe_types_summary.json",
|
| 543 |
+
"clean_deployment": "yes",
|
| 544 |
+
"same_state_proposals": "no",
|
| 545 |
+
"expert_proposal": "no",
|
| 546 |
+
"story_role": "typed tangent scale fine sweep",
|
| 547 |
+
"fallback_success": null,
|
| 548 |
+
"pending_job": "14859507/14859508",
|
| 549 |
+
"path_exists": true,
|
| 550 |
+
"status": "complete",
|
| 551 |
+
"success": 0.3339130434782609,
|
| 552 |
+
"std_success": 0.007969696860792757,
|
| 553 |
+
"completed_seeds": null,
|
| 554 |
+
"num_completed": 3,
|
| 555 |
+
"best_config": null,
|
| 556 |
+
"gain_vs_h16_policy": 0.03652173913043483
|
| 557 |
+
},
|
| 558 |
+
{
|
| 559 |
+
"key": "retrieval_residual_scale070_safe_types",
|
| 560 |
+
"label": "Train-state residual retrieval, scale 0.70, policy/no-op/wrong-gripper residuals",
|
| 561 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p70_safe_types_summary.json",
|
| 562 |
+
"clean_deployment": "yes",
|
| 563 |
+
"same_state_proposals": "no",
|
| 564 |
+
"expert_proposal": "no",
|
| 565 |
+
"story_role": "typed tangent scale fine sweep",
|
| 566 |
+
"fallback_success": null,
|
| 567 |
+
"pending_job": "14859509/14859510",
|
| 568 |
+
"path_exists": true,
|
| 569 |
+
"status": "complete",
|
| 570 |
+
"success": 0.33159420289855074,
|
| 571 |
+
"std_success": 0.00957838356049755,
|
| 572 |
+
"completed_seeds": null,
|
| 573 |
+
"num_completed": 3,
|
| 574 |
+
"best_config": null,
|
| 575 |
+
"gain_vs_h16_policy": 0.03420289855072467
|
| 576 |
+
},
|
| 577 |
{
|
| 578 |
"key": "retrieval_residual_scale050_type_success010",
|
| 579 |
"label": "Train-state residual retrieval, scale 0.50, train family success >= 0.10",
|
|
|
|
| 842 |
}
|
| 843 |
],
|
| 844 |
"best_clean": {
|
| 845 |
+
"key": "retrieval_residual_scale035_safe_types",
|
| 846 |
+
"label": "Train-state residual retrieval, scale 0.35, policy/no-op/wrong-gripper residuals",
|
| 847 |
+
"path": "h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p35_safe_types_summary.json",
|
| 848 |
"clean_deployment": "yes",
|
| 849 |
"same_state_proposals": "no",
|
| 850 |
"expert_proposal": "no",
|
| 851 |
+
"story_role": "typed tangent scale fine sweep",
|
| 852 |
"fallback_success": null,
|
| 853 |
+
"pending_job": "14859503/14859504",
|
| 854 |
"path_exists": true,
|
| 855 |
"status": "complete",
|
| 856 |
+
"success": 0.3373913043478261,
|
| 857 |
+
"std_success": 0.004601306627938417,
|
| 858 |
"completed_seeds": null,
|
| 859 |
"num_completed": 3,
|
| 860 |
"best_config": null,
|
| 861 |
+
"gain_vs_h16_policy": 0.040000000000000036
|
| 862 |
},
|
| 863 |
"best_mechanism_no_expert": {
|
| 864 |
"key": "no_expert_lattice",
|
|
|
|
| 883 |
"Use no-expert same-state lattice as the conservative mechanism result, not as deployment-clean inference.",
|
| 884 |
"Use full lattice only as an upper result because it includes expert proposals.",
|
| 885 |
"Do not claim external SOTA from this table alone; add current external baselines separately.",
|
| 886 |
+
"Current best clean deployment row is Train-state residual retrieval, scale 0.35, policy/no-op/wrong-gripper residuals at 33.74%.",
|
| 887 |
"Trust-region field optimization should be framed as a negative/diagnostic ablation.",
|
| 888 |
"Train-state counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.",
|
| 889 |
"KNN counterfactual residual retrieval is a positive clean bridge but remains below the current clean best."
|
results/paper_table_status.md
CHANGED
|
@@ -25,10 +25,14 @@ Baseline h=16 policy: 29.74%
|
|
| 25 |
| retrieval_residual_scale050_no_random_wrongdir | Train-state residual retrieval, scale 0.50, no random/wrong-direction residuals | complete | 33.57% | +3.83 pp | yes | no | no | anti-goal residual family mask ablation |
|
| 26 |
| retrieval_residual_scale025_no_random_wrongdir | Train-state residual retrieval, scale 0.25, no random/wrong-direction residuals | complete | 33.45% | +3.71 pp | yes | no | no | anti-goal residual family mask 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_scale035_safe_types | Train-state residual retrieval, scale 0.35, policy/no-op/wrong-gripper residuals |
|
| 29 |
-
|
|
| 30 |
-
|
|
| 31 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 32 |
| 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 |
|
| 33 |
| 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 |
|
| 34 |
| retrieval_residual_scale050_type_success050 | Train-state residual retrieval, scale 0.50, train family success >= 0.50 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
|
@@ -49,7 +53,7 @@ Baseline h=16 policy: 29.74%
|
|
| 49 |
- Use no-expert same-state lattice as the conservative mechanism result, not as deployment-clean inference.
|
| 50 |
- Use full lattice only as an upper result because it includes expert proposals.
|
| 51 |
- Do not claim external SOTA from this table alone; add current external baselines separately.
|
| 52 |
-
- Current best clean deployment row is Train-state residual retrieval, scale 0.
|
| 53 |
- Trust-region field optimization should be framed as a negative/diagnostic ablation.
|
| 54 |
- Train-state counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.
|
| 55 |
- KNN counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.
|
|
|
|
| 25 |
| retrieval_residual_scale050_no_random_wrongdir | Train-state residual retrieval, scale 0.50, no random/wrong-direction residuals | complete | 33.57% | +3.83 pp | yes | no | no | anti-goal residual family mask ablation |
|
| 26 |
| retrieval_residual_scale025_no_random_wrongdir | Train-state residual retrieval, scale 0.25, no random/wrong-direction residuals | complete | 33.45% | +3.71 pp | yes | no | no | anti-goal residual family mask 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_scale035_safe_types | Train-state residual retrieval, scale 0.35, policy/no-op/wrong-gripper residuals | complete | 33.74% | +4.00 pp | yes | no | no | typed tangent scale fine sweep |
|
| 29 |
+
| retrieval_residual_scale030_safe_types | Train-state residual retrieval, scale 0.30, policy/no-op/wrong-gripper residuals | pending 14859589/14859590 | pending | pending | yes | no | no | typed tangent scale zoom sweep |
|
| 30 |
+
| retrieval_residual_scale0325_safe_types | Train-state residual retrieval, scale 0.325, policy/no-op/wrong-gripper residuals | pending 14859591/14859592 | pending | pending | yes | no | no | typed tangent scale zoom sweep |
|
| 31 |
+
| retrieval_residual_scale0375_safe_types | Train-state residual retrieval, scale 0.375, policy/no-op/wrong-gripper residuals | pending 14859593/14859594 | pending | pending | yes | no | no | typed tangent scale zoom sweep |
|
| 32 |
+
| retrieval_residual_scale040_safe_types | Train-state residual retrieval, scale 0.40, policy/no-op/wrong-gripper residuals | pending 14859595/14859596 | pending | pending | yes | no | no | typed tangent scale zoom sweep |
|
| 33 |
+
| retrieval_residual_scale045_safe_types | Train-state residual retrieval, scale 0.45, policy/no-op/wrong-gripper residuals | complete | 33.51% | +3.77 pp | yes | no | no | typed tangent scale fine sweep |
|
| 34 |
+
| retrieval_residual_scale060_safe_types | Train-state residual retrieval, scale 0.60, policy/no-op/wrong-gripper residuals | complete | 33.39% | +3.65 pp | yes | no | no | typed tangent scale fine sweep |
|
| 35 |
+
| retrieval_residual_scale070_safe_types | Train-state residual retrieval, scale 0.70, policy/no-op/wrong-gripper residuals | complete | 33.16% | +3.42 pp | yes | no | no | typed tangent scale fine sweep |
|
| 36 |
| 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 |
|
| 37 |
| 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 |
|
| 38 |
| retrieval_residual_scale050_type_success050 | Train-state residual retrieval, scale 0.50, train family success >= 0.50 | complete | 33.33% | +3.59 pp | yes | no | no | train-split residual family reliability prior |
|
|
|
|
| 53 |
- Use no-expert same-state lattice as the conservative mechanism result, not as deployment-clean inference.
|
| 54 |
- Use full lattice only as an upper result because it includes expert proposals.
|
| 55 |
- Do not claim external SOTA from this table alone; add current external baselines separately.
|
| 56 |
+
- Current best clean deployment row is Train-state residual retrieval, scale 0.35, policy/no-op/wrong-gripper residuals at 33.74%.
|
| 57 |
- Trust-region field optimization should be framed as a negative/diagnostic ablation.
|
| 58 |
- Train-state counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.
|
| 59 |
- KNN counterfactual residual retrieval is a positive clean bridge but remains below the current clean best.
|
scripts/build_paper_table_status.py
CHANGED
|
@@ -245,6 +245,46 @@ SPECS = [
|
|
| 245 |
story_role="typed tangent scale fine sweep",
|
| 246 |
pending_job="14859503/14859504",
|
| 247 |
),
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 248 |
ResultSpec(
|
| 249 |
key="retrieval_residual_scale045_safe_types",
|
| 250 |
label="Train-state residual retrieval, scale 0.45, policy/no-op/wrong-gripper residuals",
|
|
|
|
| 245 |
story_role="typed tangent scale fine sweep",
|
| 246 |
pending_job="14859503/14859504",
|
| 247 |
),
|
| 248 |
+
ResultSpec(
|
| 249 |
+
key="retrieval_residual_scale030_safe_types",
|
| 250 |
+
label="Train-state residual retrieval, scale 0.30, policy/no-op/wrong-gripper residuals",
|
| 251 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p30_safe_types_summary.json",
|
| 252 |
+
clean_deployment="yes",
|
| 253 |
+
same_state_proposals="no",
|
| 254 |
+
expert_proposal="no",
|
| 255 |
+
story_role="typed tangent scale zoom sweep",
|
| 256 |
+
pending_job="14859589/14859590",
|
| 257 |
+
),
|
| 258 |
+
ResultSpec(
|
| 259 |
+
key="retrieval_residual_scale0325_safe_types",
|
| 260 |
+
label="Train-state residual retrieval, scale 0.325, policy/no-op/wrong-gripper residuals",
|
| 261 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p325_safe_types_summary.json",
|
| 262 |
+
clean_deployment="yes",
|
| 263 |
+
same_state_proposals="no",
|
| 264 |
+
expert_proposal="no",
|
| 265 |
+
story_role="typed tangent scale zoom sweep",
|
| 266 |
+
pending_job="14859591/14859592",
|
| 267 |
+
),
|
| 268 |
+
ResultSpec(
|
| 269 |
+
key="retrieval_residual_scale0375_safe_types",
|
| 270 |
+
label="Train-state residual retrieval, scale 0.375, policy/no-op/wrong-gripper residuals",
|
| 271 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p375_safe_types_summary.json",
|
| 272 |
+
clean_deployment="yes",
|
| 273 |
+
same_state_proposals="no",
|
| 274 |
+
expert_proposal="no",
|
| 275 |
+
story_role="typed tangent scale zoom sweep",
|
| 276 |
+
pending_job="14859593/14859594",
|
| 277 |
+
),
|
| 278 |
+
ResultSpec(
|
| 279 |
+
key="retrieval_residual_scale040_safe_types",
|
| 280 |
+
label="Train-state residual retrieval, scale 0.40, policy/no-op/wrong-gripper residuals",
|
| 281 |
+
path="h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_summary.json",
|
| 282 |
+
clean_deployment="yes",
|
| 283 |
+
same_state_proposals="no",
|
| 284 |
+
expert_proposal="no",
|
| 285 |
+
story_role="typed tangent scale zoom sweep",
|
| 286 |
+
pending_job="14859595/14859596",
|
| 287 |
+
),
|
| 288 |
ResultSpec(
|
| 289 |
key="retrieval_residual_scale045_safe_types",
|
| 290 |
label="Train-state residual retrieval, scale 0.45, policy/no-op/wrong-gripper residuals",
|