Auto-sync: 2026-06-28 08:21:09
Browse files- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_safe_types_margin0p20_summary.json +292 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_safe_types_margin0p20_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_margin0p20_summary.json +292 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_margin0p20_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_safe_types_margin0p20_summary.json +292 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_safe_types_margin0p20_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p75_safe_types_margin0p20_summary.json +292 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p75_safe_types_margin0p20_summary.md +19 -0
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_safe_types_margin0p20_summary.json
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| 1 |
+
{
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| 2 |
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"policy_rollout_progress": 0.8019457213781975,
|
| 183 |
+
"policy_rollout_success_rate": 0.7837837837837838,
|
| 184 |
+
"restore_max_error": 4.76837158203125e-07
|
| 185 |
+
},
|
| 186 |
+
"StackCube-v1": {
|
| 187 |
+
"action_mse_to_best": 0.49165423774252554,
|
| 188 |
+
"expert_success_rate": 0.6923076923076923,
|
| 189 |
+
"num_groups": 91,
|
| 190 |
+
"oracle_success_rate": 0.8571428571428571,
|
| 191 |
+
"policy_expert_regret": 1.128107481277906,
|
| 192 |
+
"policy_oracle_regret": 1.28739352114908,
|
| 193 |
+
"policy_rollout_progress": 0.39222279502140295,
|
| 194 |
+
"policy_rollout_success_rate": 0.16483516483516483,
|
| 195 |
+
"restore_max_error": 3.948807716369629e-07
|
| 196 |
+
}
|
| 197 |
+
}
|
| 198 |
+
},
|
| 199 |
+
{
|
| 200 |
+
"seed": 2,
|
| 201 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p25_safe_types_margin0p20.json",
|
| 202 |
+
"num_groups": 575,
|
| 203 |
+
"selection_mode": "retrieval_residual",
|
| 204 |
+
"num_candidates": 16,
|
| 205 |
+
"candidate_sigma": 0.0,
|
| 206 |
+
"selection_margin": 0.2,
|
| 207 |
+
"field_optim_steps": 0,
|
| 208 |
+
"field_optim_step_size": 0.0,
|
| 209 |
+
"field_optim_trust_radius": 0.0,
|
| 210 |
+
"field_optim_l2_penalty": 0.0,
|
| 211 |
+
"retrieval_neighbors": 1,
|
| 212 |
+
"retrieval_metric": "raw",
|
| 213 |
+
"retrieval_type_min_success": 0.0,
|
| 214 |
+
"retrieval_residual_scale": 0.25,
|
| 215 |
+
"retrieval_residual_anchor": "expert",
|
| 216 |
+
"policy_rollout_success_rate": 0.3652173913043478,
|
| 217 |
+
"policy_rollout_progress": 0.5793946717798288,
|
| 218 |
+
"oracle_success_rate": 0.8765217391304347,
|
| 219 |
+
"action_mse_to_best": 0.4161811092082897,
|
| 220 |
+
"best_policy_val": {
|
| 221 |
+
"bc_loss": 0.11367896075050037,
|
| 222 |
+
"field_effect_loss": 0.009670218582161598,
|
| 223 |
+
"field_potential_loss": 0.2641640139950646,
|
| 224 |
+
"field_preference_loss": 0.5130490180518892,
|
| 225 |
+
"lattice_edges": 3833.3333333333335,
|
| 226 |
+
"progress_mae": 0.2021729110015763,
|
| 227 |
+
"rank_acc": 0.8333857821093665,
|
| 228 |
+
"rank_loss": 0.5130119257503085,
|
| 229 |
+
"regret_mae": 0.3958987047274907,
|
| 230 |
+
"success_accuracy": 0.8680730561415354,
|
| 231 |
+
"total_loss": 1.4394984311527677
|
| 232 |
+
},
|
| 233 |
+
"per_task": {
|
| 234 |
+
"LiftPegUpright-v1": {
|
| 235 |
+
"action_mse_to_best": 0.35361564260771655,
|
| 236 |
+
"expert_success_rate": 0.8229166666666666,
|
| 237 |
+
"num_groups": 96,
|
| 238 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 239 |
+
"policy_expert_regret": 0.8470402403424183,
|
| 240 |
+
"policy_oracle_regret": 0.9533149556567272,
|
| 241 |
+
"policy_rollout_progress": 0.6469602342694998,
|
| 242 |
+
"policy_rollout_success_rate": 0.3333333333333333,
|
| 243 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 244 |
+
},
|
| 245 |
+
"PickCube-v1": {
|
| 246 |
+
"action_mse_to_best": 0.3353611076006083,
|
| 247 |
+
"expert_success_rate": 0.9444444444444444,
|
| 248 |
+
"num_groups": 198,
|
| 249 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 250 |
+
"policy_expert_regret": 0.9954897118826406,
|
| 251 |
+
"policy_oracle_regret": 1.002573162411349,
|
| 252 |
+
"policy_rollout_progress": 0.6289936729114164,
|
| 253 |
+
"policy_rollout_success_rate": 0.32323232323232326,
|
| 254 |
+
"restore_max_error": 4.76837158203125e-07
|
| 255 |
+
},
|
| 256 |
+
"PullCube-v1": {
|
| 257 |
+
"action_mse_to_best": 0.6361265104677942,
|
| 258 |
+
"expert_success_rate": 0.24444444444444444,
|
| 259 |
+
"num_groups": 90,
|
| 260 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 261 |
+
"policy_expert_regret": 0.29700109129425983,
|
| 262 |
+
"policy_oracle_regret": 0.4846563896440178,
|
| 263 |
+
"policy_rollout_progress": 0.3355572824607912,
|
| 264 |
+
"policy_rollout_success_rate": 0.23333333333333334,
|
| 265 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 266 |
+
},
|
| 267 |
+
"PushCube-v1": {
|
| 268 |
+
"action_mse_to_best": 0.37776060026175906,
|
| 269 |
+
"expert_success_rate": 0.8514851485148515,
|
| 270 |
+
"num_groups": 101,
|
| 271 |
+
"oracle_success_rate": 1.0,
|
| 272 |
+
"policy_expert_regret": 0.36244124557712293,
|
| 273 |
+
"policy_oracle_regret": 0.43509086774717465,
|
| 274 |
+
"policy_rollout_progress": 0.792631904530053,
|
| 275 |
+
"policy_rollout_success_rate": 0.7722772277227723,
|
| 276 |
+
"restore_max_error": 4.76837158203125e-07
|
| 277 |
+
},
|
| 278 |
+
"StackCube-v1": {
|
| 279 |
+
"action_mse_to_best": 0.4838925581218468,
|
| 280 |
+
"expert_success_rate": 0.7666666666666667,
|
| 281 |
+
"num_groups": 90,
|
| 282 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 283 |
+
"policy_expert_regret": 1.1635313358571795,
|
| 284 |
+
"policy_oracle_regret": 1.3126035009821255,
|
| 285 |
+
"policy_rollout_progress": 0.4027447640895844,
|
| 286 |
+
"policy_rollout_success_rate": 0.16666666666666666,
|
| 287 |
+
"restore_max_error": 4.76837158203125e-07
|
| 288 |
+
}
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
]
|
| 292 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p25_safe_types_margin0p20_summary.md
ADDED
|
@@ -0,0 +1,19 @@
|
|
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|
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|
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|
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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_scale0p25_safe_types_margin0p20.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 34.55% +/- 1.72%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +4.81%
|
| 12 |
+
Mean progress: 56.25%
|
| 13 |
+
Mean action MSE to best: 0.396
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | residual anchor | min type success | residual scale | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.25 | 0.200 | 0.00 | 0 | 0.00 | 33.74% | 54.97% | 85.74% | 0.382 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.25 | 0.200 | 0.00 | 0 | 0.00 | 33.39% | 55.83% | 86.96% | 0.389 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.25 | 0.200 | 0.00 | 0 | 0.00 | 36.52% | 57.94% | 87.65% | 0.416 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_margin0p20_summary.json
ADDED
|
@@ -0,0 +1,292 @@
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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_scale0p40_safe_types_margin0p20.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.34782608695652173,
|
| 9 |
+
"std_success": 0.016771566540857326,
|
| 10 |
+
"mean_progress": 0.5654618425721729,
|
| 11 |
+
"mean_action_mse_to_best": 0.3968654996070309,
|
| 12 |
+
"gain_vs_h4": 0.05112608695652171,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.05043478260869566,
|
| 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_scale0p40_safe_types_margin0p20.json",
|
| 18 |
+
"num_groups": 575,
|
| 19 |
+
"selection_mode": "retrieval_residual",
|
| 20 |
+
"num_candidates": 16,
|
| 21 |
+
"candidate_sigma": 0.0,
|
| 22 |
+
"selection_margin": 0.2,
|
| 23 |
+
"field_optim_steps": 0,
|
| 24 |
+
"field_optim_step_size": 0.0,
|
| 25 |
+
"field_optim_trust_radius": 0.0,
|
| 26 |
+
"field_optim_l2_penalty": 0.0,
|
| 27 |
+
"retrieval_neighbors": 1,
|
| 28 |
+
"retrieval_metric": "raw",
|
| 29 |
+
"retrieval_type_min_success": 0.0,
|
| 30 |
+
"retrieval_residual_scale": 0.4,
|
| 31 |
+
"retrieval_residual_anchor": "expert",
|
| 32 |
+
"policy_rollout_success_rate": 0.3408695652173913,
|
| 33 |
+
"policy_rollout_progress": 0.5532612886615907,
|
| 34 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 35 |
+
"action_mse_to_best": 0.3826324706872844,
|
| 36 |
+
"best_policy_val": {
|
| 37 |
+
"bc_loss": 0.13721593966086706,
|
| 38 |
+
"field_effect_loss": 0.009290305380192068,
|
| 39 |
+
"field_potential_loss": 0.2666468388504452,
|
| 40 |
+
"field_preference_loss": 0.5130573478009965,
|
| 41 |
+
"lattice_edges": 3833.3333333333335,
|
| 42 |
+
"progress_mae": 0.1933159919248687,
|
| 43 |
+
"rank_acc": 0.8265031774838766,
|
| 44 |
+
"rank_loss": 0.5130523675017886,
|
| 45 |
+
"regret_mae": 0.3756548762321472,
|
| 46 |
+
"success_accuracy": 0.8773836526605818,
|
| 47 |
+
"total_loss": 1.5581054819954767
|
| 48 |
+
},
|
| 49 |
+
"per_task": {
|
| 50 |
+
"LiftPegUpright-v1": {
|
| 51 |
+
"action_mse_to_best": 0.31969772514973566,
|
| 52 |
+
"expert_success_rate": 0.8865979381443299,
|
| 53 |
+
"num_groups": 97,
|
| 54 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 55 |
+
"policy_expert_regret": 1.0792337135248578,
|
| 56 |
+
"policy_oracle_regret": 1.1056491912333006,
|
| 57 |
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|
| 104 |
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|
| 105 |
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}
|
| 106 |
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},
|
| 107 |
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{
|
| 108 |
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"seed": 1,
|
| 109 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p40_safe_types_margin0p20.json",
|
| 110 |
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"num_groups": 575,
|
| 111 |
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|
| 112 |
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},
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| 141 |
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| 143 |
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| 152 |
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},
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| 153 |
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| 154 |
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|
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| 165 |
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| 184 |
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| 185 |
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| 186 |
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| 187 |
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| 196 |
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}
|
| 197 |
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}
|
| 198 |
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},
|
| 199 |
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{
|
| 200 |
+
"seed": 2,
|
| 201 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p40_safe_types_margin0p20.json",
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| 202 |
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"num_groups": 575,
|
| 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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| 211 |
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| 212 |
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|
| 213 |
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"retrieval_type_min_success": 0.0,
|
| 214 |
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"retrieval_residual_scale": 0.4,
|
| 215 |
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"retrieval_residual_anchor": "expert",
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| 216 |
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"policy_rollout_success_rate": 0.36695652173913046,
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| 217 |
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| 221 |
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| 231 |
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| 232 |
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| 233 |
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| 234 |
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| 235 |
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| 236 |
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| 239 |
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| 241 |
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| 243 |
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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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|
| 279 |
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|
| 280 |
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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 |
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|
| 287 |
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"restore_max_error": 4.76837158203125e-07
|
| 288 |
+
}
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
]
|
| 292 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p40_safe_types_margin0p20_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_scale0p40_safe_types_margin0p20.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 34.78% +/- 1.68%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +5.04%
|
| 12 |
+
Mean progress: 56.55%
|
| 13 |
+
Mean action MSE to best: 0.397
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | residual anchor | min type success | residual scale | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.40 | 0.200 | 0.00 | 0 | 0.00 | 34.09% | 55.33% | 85.74% | 0.383 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.40 | 0.200 | 0.00 | 0 | 0.00 | 33.57% | 56.07% | 86.96% | 0.390 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.40 | 0.200 | 0.00 | 0 | 0.00 | 36.70% | 58.24% | 87.65% | 0.418 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_safe_types_margin0p20_summary.json
ADDED
|
@@ -0,0 +1,292 @@
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| 1 |
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| 230 |
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"success_accuracy": 0.8680730561415354,
|
| 231 |
+
"total_loss": 1.4394984311527677
|
| 232 |
+
},
|
| 233 |
+
"per_task": {
|
| 234 |
+
"LiftPegUpright-v1": {
|
| 235 |
+
"action_mse_to_best": 0.3546536646366197,
|
| 236 |
+
"expert_success_rate": 0.8229166666666666,
|
| 237 |
+
"num_groups": 96,
|
| 238 |
+
"oracle_success_rate": 0.9270833333333334,
|
| 239 |
+
"policy_expert_regret": 0.8470402403424183,
|
| 240 |
+
"policy_oracle_regret": 0.9533149556567272,
|
| 241 |
+
"policy_rollout_progress": 0.6469602342694998,
|
| 242 |
+
"policy_rollout_success_rate": 0.3333333333333333,
|
| 243 |
+
"restore_max_error": 3.5762786865234375e-07
|
| 244 |
+
},
|
| 245 |
+
"PickCube-v1": {
|
| 246 |
+
"action_mse_to_best": 0.3389337710245992,
|
| 247 |
+
"expert_success_rate": 0.9444444444444444,
|
| 248 |
+
"num_groups": 198,
|
| 249 |
+
"oracle_success_rate": 0.9595959595959596,
|
| 250 |
+
"policy_expert_regret": 0.9908797259000365,
|
| 251 |
+
"policy_oracle_regret": 0.9979631764287449,
|
| 252 |
+
"policy_rollout_progress": 0.6285531538435154,
|
| 253 |
+
"policy_rollout_success_rate": 0.3282828282828283,
|
| 254 |
+
"restore_max_error": 4.76837158203125e-07
|
| 255 |
+
},
|
| 256 |
+
"PullCube-v1": {
|
| 257 |
+
"action_mse_to_best": 0.6297647087110414,
|
| 258 |
+
"expert_success_rate": 0.24444444444444444,
|
| 259 |
+
"num_groups": 90,
|
| 260 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 261 |
+
"policy_expert_regret": 0.2943164942855017,
|
| 262 |
+
"policy_oracle_regret": 0.5019078844192336,
|
| 263 |
+
"policy_rollout_progress": 0.33749439276893506,
|
| 264 |
+
"policy_rollout_success_rate": 0.23333333333333334,
|
| 265 |
+
"restore_max_error": 4.0978193283081055e-07
|
| 266 |
+
},
|
| 267 |
+
"PushCube-v1": {
|
| 268 |
+
"action_mse_to_best": 0.3902471246990827,
|
| 269 |
+
"expert_success_rate": 0.8514851485148515,
|
| 270 |
+
"num_groups": 101,
|
| 271 |
+
"oracle_success_rate": 1.0,
|
| 272 |
+
"policy_expert_regret": 0.38038931005071885,
|
| 273 |
+
"policy_oracle_regret": 0.4174000021844807,
|
| 274 |
+
"policy_rollout_progress": 0.8004217799937371,
|
| 275 |
+
"policy_rollout_success_rate": 0.7821782178217822,
|
| 276 |
+
"restore_max_error": 4.76837158203125e-07
|
| 277 |
+
},
|
| 278 |
+
"StackCube-v1": {
|
| 279 |
+
"action_mse_to_best": 0.499846900606321,
|
| 280 |
+
"expert_success_rate": 0.7666666666666667,
|
| 281 |
+
"num_groups": 90,
|
| 282 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 283 |
+
"policy_expert_regret": 1.153320112493303,
|
| 284 |
+
"policy_oracle_regret": 1.3023922776182493,
|
| 285 |
+
"policy_rollout_progress": 0.4129559874534607,
|
| 286 |
+
"policy_rollout_success_rate": 0.16666666666666666,
|
| 287 |
+
"restore_max_error": 4.76837158203125e-07
|
| 288 |
+
}
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
]
|
| 292 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p50_safe_types_margin0p20_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_scale0p50_safe_types_margin0p20.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 34.84% +/- 1.76%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +5.10%
|
| 12 |
+
Mean progress: 56.59%
|
| 13 |
+
Mean action MSE to best: 0.400
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | residual anchor | min type success | residual scale | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.50 | 0.200 | 0.00 | 0 | 0.00 | 33.74% | 55.12% | 85.74% | 0.386 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.50 | 0.200 | 0.00 | 0 | 0.00 | 33.91% | 56.39% | 86.96% | 0.391 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.50 | 0.200 | 0.00 | 0 | 0.00 | 36.87% | 58.25% | 87.65% | 0.421 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p75_safe_types_margin0p20_summary.json
ADDED
|
@@ -0,0 +1,292 @@
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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_scale0p75_safe_types_margin0p20.json",
|
| 5 |
+
"num_completed": 3,
|
| 6 |
+
"baseline_h4_policy_success": 0.2967,
|
| 7 |
+
"baseline_h16_rank_checkpoint_success": 0.29739130434782607,
|
| 8 |
+
"mean_success": 0.3443478260869565,
|
| 9 |
+
"std_success": 0.013803919883815241,
|
| 10 |
+
"mean_progress": 0.5630646219364133,
|
| 11 |
+
"mean_action_mse_to_best": 0.43697492087772793,
|
| 12 |
+
"gain_vs_h4": 0.0476478260869565,
|
| 13 |
+
"gain_vs_h16_rank_checkpoint": 0.04695652173913045,
|
| 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_scale0p75_safe_types_margin0p20.json",
|
| 18 |
+
"num_groups": 575,
|
| 19 |
+
"selection_mode": "retrieval_residual",
|
| 20 |
+
"num_candidates": 16,
|
| 21 |
+
"candidate_sigma": 0.0,
|
| 22 |
+
"selection_margin": 0.2,
|
| 23 |
+
"field_optim_steps": 0,
|
| 24 |
+
"field_optim_step_size": 0.0,
|
| 25 |
+
"field_optim_trust_radius": 0.0,
|
| 26 |
+
"field_optim_l2_penalty": 0.0,
|
| 27 |
+
"retrieval_neighbors": 1,
|
| 28 |
+
"retrieval_metric": "raw",
|
| 29 |
+
"retrieval_type_min_success": 0.0,
|
| 30 |
+
"retrieval_residual_scale": 0.75,
|
| 31 |
+
"retrieval_residual_anchor": "expert",
|
| 32 |
+
"policy_rollout_success_rate": 0.3339130434782609,
|
| 33 |
+
"policy_rollout_progress": 0.5473541649864258,
|
| 34 |
+
"oracle_success_rate": 0.8573913043478261,
|
| 35 |
+
"action_mse_to_best": 0.4557102193934438,
|
| 36 |
+
"best_policy_val": {
|
| 37 |
+
"bc_loss": 0.13721593966086706,
|
| 38 |
+
"field_effect_loss": 0.009290305380192068,
|
| 39 |
+
"field_potential_loss": 0.2666468388504452,
|
| 40 |
+
"field_preference_loss": 0.5130573478009965,
|
| 41 |
+
"lattice_edges": 3833.3333333333335,
|
| 42 |
+
"progress_mae": 0.1933159919248687,
|
| 43 |
+
"rank_acc": 0.8265031774838766,
|
| 44 |
+
"rank_loss": 0.5130523675017886,
|
| 45 |
+
"regret_mae": 0.3756548762321472,
|
| 46 |
+
"success_accuracy": 0.8773836526605818,
|
| 47 |
+
"total_loss": 1.5581054819954767
|
| 48 |
+
},
|
| 49 |
+
"per_task": {
|
| 50 |
+
"LiftPegUpright-v1": {
|
| 51 |
+
"action_mse_to_best": 0.5816490878255021,
|
| 52 |
+
"expert_success_rate": 0.8865979381443299,
|
| 53 |
+
"num_groups": 97,
|
| 54 |
+
"oracle_success_rate": 0.9278350515463918,
|
| 55 |
+
"policy_expert_regret": 1.1229144115116179,
|
| 56 |
+
"policy_oracle_regret": 1.1493298892200607,
|
| 57 |
+
"policy_rollout_progress": 0.5371917604478365,
|
| 58 |
+
"policy_rollout_success_rate": 0.21649484536082475,
|
| 59 |
+
"restore_max_error": 4.76837158203125e-07
|
| 60 |
+
},
|
| 61 |
+
"PickCube-v1": {
|
| 62 |
+
"action_mse_to_best": 0.3150205578511724,
|
| 63 |
+
"expert_success_rate": 0.9375,
|
| 64 |
+
"num_groups": 208,
|
| 65 |
+
"oracle_success_rate": 0.9471153846153846,
|
| 66 |
+
"policy_expert_regret": 0.9613065121767039,
|
| 67 |
+
"policy_oracle_regret": 0.9747293796032094,
|
| 68 |
+
"policy_rollout_progress": 0.6159601316500741,
|
| 69 |
+
"policy_rollout_success_rate": 0.34134615384615385,
|
| 70 |
+
"restore_max_error": 4.76837158203125e-07
|
| 71 |
+
},
|
| 72 |
+
"PullCube-v1": {
|
| 73 |
+
"action_mse_to_best": 0.6096085838296197,
|
| 74 |
+
"expert_success_rate": 0.19480519480519481,
|
| 75 |
+
"num_groups": 77,
|
| 76 |
+
"oracle_success_rate": 0.36363636363636365,
|
| 77 |
+
"policy_expert_regret": 0.220309721780699,
|
| 78 |
+
"policy_oracle_regret": 0.43741786793515375,
|
| 79 |
+
"policy_rollout_progress": 0.3150497808078812,
|
| 80 |
+
"policy_rollout_success_rate": 0.2077922077922078,
|
| 81 |
+
"restore_max_error": 4.76837158203125e-07
|
| 82 |
+
},
|
| 83 |
+
"PushCube-v1": {
|
| 84 |
+
"action_mse_to_best": 0.3728606113965841,
|
| 85 |
+
"expert_success_rate": 0.8617021276595744,
|
| 86 |
+
"num_groups": 94,
|
| 87 |
+
"oracle_success_rate": 0.9893617021276596,
|
| 88 |
+
"policy_expert_regret": 0.5719942746961371,
|
| 89 |
+
"policy_oracle_regret": 0.6495450359392674,
|
| 90 |
+
"policy_rollout_progress": 0.6908804959756263,
|
| 91 |
+
"policy_rollout_success_rate": 0.6595744680851063,
|
| 92 |
+
"restore_max_error": 4.76837158203125e-07
|
| 93 |
+
},
|
| 94 |
+
"StackCube-v1": {
|
| 95 |
+
"action_mse_to_best": 0.5868725269995253,
|
| 96 |
+
"expert_success_rate": 0.6767676767676768,
|
| 97 |
+
"num_groups": 99,
|
| 98 |
+
"oracle_success_rate": 0.8585858585858586,
|
| 99 |
+
"policy_expert_regret": 0.9729163908597195,
|
| 100 |
+
"policy_oracle_regret": 1.1433258466046266,
|
| 101 |
+
"policy_rollout_progress": 0.4575731007739751,
|
| 102 |
+
"policy_rollout_success_rate": 0.2222222222222222,
|
| 103 |
+
"restore_max_error": 3.948807716369629e-07
|
| 104 |
+
}
|
| 105 |
+
}
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"seed": 1,
|
| 109 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_1/policy_rollout_retrieval_residual_scale0p75_safe_types_margin0p20.json",
|
| 110 |
+
"num_groups": 575,
|
| 111 |
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"selection_mode": "retrieval_residual",
|
| 112 |
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"num_candidates": 16,
|
| 113 |
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"candidate_sigma": 0.0,
|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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"field_optim_l2_penalty": 0.0,
|
| 119 |
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"retrieval_neighbors": 1,
|
| 120 |
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"retrieval_metric": "raw",
|
| 121 |
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"retrieval_type_min_success": 0.0,
|
| 122 |
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"retrieval_residual_scale": 0.75,
|
| 123 |
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"retrieval_residual_anchor": "expert",
|
| 124 |
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"policy_rollout_success_rate": 0.3391304347826087,
|
| 125 |
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"policy_rollout_progress": 0.5640019817455956,
|
| 126 |
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"oracle_success_rate": 0.8695652173913043,
|
| 127 |
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"action_mse_to_best": 0.40411116663852464,
|
| 128 |
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"best_policy_val": {
|
| 129 |
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"bc_loss": 0.1315989200439718,
|
| 130 |
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|
| 131 |
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| 132 |
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|
| 133 |
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"lattice_edges": 3833.3333333333335,
|
| 134 |
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"progress_mae": 0.19023226698239645,
|
| 135 |
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| 136 |
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"rank_loss": 0.4960531195004781,
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| 137 |
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"regret_mae": 0.42156532737943864,
|
| 138 |
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"success_accuracy": 0.8807473679383596,
|
| 139 |
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"total_loss": 1.561984618504842
|
| 140 |
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},
|
| 141 |
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"per_task": {
|
| 142 |
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|
| 143 |
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|
| 144 |
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"expert_success_rate": 0.8584070796460177,
|
| 145 |
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"num_groups": 113,
|
| 146 |
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"oracle_success_rate": 0.9380530973451328,
|
| 147 |
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"policy_expert_regret": 0.987694250535121,
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| 148 |
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"policy_oracle_regret": 1.066896405631462,
|
| 149 |
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"policy_rollout_progress": 0.6352153201546289,
|
| 150 |
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"policy_rollout_success_rate": 0.23008849557522124,
|
| 151 |
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"restore_max_error": 4.76837158203125e-07
|
| 152 |
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},
|
| 153 |
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"PickCube-v1": {
|
| 154 |
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|
| 155 |
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|
| 156 |
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"num_groups": 184,
|
| 157 |
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"oracle_success_rate": 0.9456521739130435,
|
| 158 |
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"policy_expert_regret": 1.0788817837955835,
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| 159 |
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"policy_oracle_regret": 1.0789057882705138,
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| 160 |
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| 161 |
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|
| 162 |
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"restore_max_error": 4.76837158203125e-07
|
| 163 |
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},
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| 164 |
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"PullCube-v1": {
|
| 165 |
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| 166 |
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|
| 167 |
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"num_groups": 76,
|
| 168 |
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| 169 |
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| 174 |
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},
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| 175 |
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| 176 |
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| 178 |
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| 179 |
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"oracle_success_rate": 1.0,
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| 180 |
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| 183 |
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| 184 |
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"restore_max_error": 4.76837158203125e-07
|
| 185 |
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},
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| 186 |
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"StackCube-v1": {
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| 187 |
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| 188 |
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| 189 |
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| 191 |
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"policy_expert_regret": 1.1311752933722277,
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| 192 |
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| 193 |
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| 195 |
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|
| 196 |
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}
|
| 197 |
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}
|
| 198 |
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},
|
| 199 |
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{
|
| 200 |
+
"seed": 2,
|
| 201 |
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"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_scale0p75_safe_types_margin0p20.json",
|
| 202 |
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"num_groups": 575,
|
| 203 |
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"selection_mode": "retrieval_residual",
|
| 204 |
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"num_candidates": 16,
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| 205 |
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| 206 |
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| 207 |
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| 210 |
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| 211 |
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"retrieval_neighbors": 1,
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| 212 |
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"retrieval_metric": "raw",
|
| 213 |
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"retrieval_type_min_success": 0.0,
|
| 214 |
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"retrieval_residual_scale": 0.75,
|
| 215 |
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"retrieval_residual_anchor": "expert",
|
| 216 |
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"policy_rollout_success_rate": 0.36,
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| 217 |
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| 220 |
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| 221 |
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| 224 |
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| 225 |
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| 228 |
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| 230 |
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| 231 |
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| 232 |
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| 233 |
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| 234 |
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| 235 |
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| 236 |
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| 237 |
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| 239 |
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| 240 |
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| 241 |
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| 242 |
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| 243 |
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|
| 244 |
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},
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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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"restore_max_error": 4.76837158203125e-07
|
| 277 |
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},
|
| 278 |
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"StackCube-v1": {
|
| 279 |
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|
| 280 |
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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 |
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"policy_rollout_success_rate": 0.16666666666666666,
|
| 287 |
+
"restore_max_error": 4.76837158203125e-07
|
| 288 |
+
}
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
]
|
| 292 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_scale0p75_safe_types_margin0p20_summary.md
ADDED
|
@@ -0,0 +1,19 @@
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|
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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_scale0p75_safe_types_margin0p20.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 34.43% +/- 1.38%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +4.70%
|
| 12 |
+
Mean progress: 56.31%
|
| 13 |
+
Mean action MSE to best: 0.437
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | retrieval K | retrieval metric | residual anchor | min type success | residual scale | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---:|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.75 | 0.200 | 0.00 | 0 | 0.00 | 33.39% | 54.74% | 85.74% | 0.456 |
|
| 18 |
+
| 1 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.75 | 0.200 | 0.00 | 0 | 0.00 | 33.91% | 56.40% | 86.96% | 0.404 |
|
| 19 |
+
| 2 | retrieval_residual | 16 | 1 | raw | expert | 0.00 | 0.75 | 0.200 | 0.00 | 0 | 0.00 | 36.00% | 57.78% | 87.65% | 0.451 |
|