jung-geun/PSO
1
0
Fork 0
mirror of https://github.com/jung-geun/PSO.git synced 2026-09-20 14:11:48 +09:00
Code Issues Packages Projects Releases Wiki Activity
Files
6fe31394b9da8d89dff40c19974272b6852a28e9
PSO/benchmark_results/pso_v6_heavy_autoresearch.json
T
jung-geun 813433000a feat: modernize PSO and add convergence research 
Migrate the package and examples to the tensor-native PyTorch implementation, add benchmark evidence, and add the guarded post-training convergence protocol with TensorBoard progress monitoring and hash-verified recovery.

Constraint: Preserve one-shot official-test sealing and auditable research artifacts

Rejected: Commit local .omc runs and downloaded datasets | multi-gigabyte runtime state is machine-local

Confidence: high

Scope-risk: broad

Not-tested: Production CUDA run on pieroot-server
2026-09-07 22:03:25 +09:00

1009 lines
34 KiB
JSON
Raw Blame History

{
"protocol_version": "HEAVY-PSO-AUTORESEARCH-SUMMARY 1.0.0",
"timestamp": "2026-09-02T16:58:44.813352Z",
"mission": "Improve robust validation-quality/resource-efficiency Pareto frontier across four heavy PSO workloads",
"baseline_artifact": "benchmark_results/pso_v6_heavy_tasks.json",
"official_test_data_loaded": false,
"official_test_evaluations": 0,
"fixed_budget": {
"particles": 12,
"epochs": 80,
"fitness_subset_size": 10000,
"queries_per_run": 960,
"sample_evaluations_per_run": 9600000
},
"retained_development_policy": {
"candidate_id": "fixed_global_hybrid_v3",
"artifact": ".omc/autoresearch/heavy-pso-progressive-improvement/runs/20260902T153426Z/candidates/iteration-0008-development.json",
"evaluation_artifact": ".omc/autoresearch/heavy-pso-progressive-improvement/runs/20260902T153426Z/evaluations/iteration-0008-development.json",
"pass": true,
"score": 15.030088553498544,
"gate_details": {
"gate_finite": true,
"gate_test_sealed": true,
"gate_config_matched": true,
"gate_state_ratio": true,
"gate_acc_regression": true,
"gate_nll_regression": true,
"gate_baseline_worst_improvement": true
},
"summary_metrics": {
"mean_rel_nll_reduction_pct": 2.4967550534985445,
"mean_acc_gain_pp": 2.5333334999999995,
"max_state_ratio": 0.5,
"state_efficiency_bonus": 10.0
}
},
"independent_confirmation": {
"candidate_id": "fixed_global_hybrid_v3_confirmation",
"seeds": [
111,
112,
113
],
"artifact": ".omc/autoresearch/heavy-pso-progressive-improvement/runs/20260902T153426Z/candidates/iteration-0008.json",
"evaluation_artifact": ".omc/autoresearch/heavy-pso-progressive-improvement/runs/20260902T153426Z/evaluations/iteration-0008.json",
"pass": false,
"score": -84.8703515707342,
"failed_gates": [
"gate_baseline_worst_improvement"
],
"gate_details": {
"gate_finite": true,
"gate_test_sealed": true,
"gate_config_matched_for_confirmation_seeds": true,
"gate_state_ratio": true,
"gate_acc_regression": true,
"gate_nll_regression": true,
"gate_baseline_worst_improvement": false
},
"summary_metrics": {
"mean_rel_nll_reduction_pct": 2.4954814292658,
"mean_acc_gain_pp": 2.634166999999998,
"max_state_ratio": 0.5,
"state_efficiency_bonus": 10.0
},
"interpretation": "All gates except MNIST Wide >=2pp or >=5% NLL improvement passed; MNIST Wide accuracy gain was 1.863333pp."
},
"workloads": {
"mnist_compact": {
"configuration": {
"ratio": 0.5,
"projection_mode": "fixed",
"projection_seed": 1800044939
},
"baseline": {
"acc": 49.153333,
"nll": 1.518089
},
"development_seeds_101_103": {
"accuracy_mean": 49.053333,
"accuracy_sd": 0.417652,
"nll_mean": 1.525704,
"nll_sd": 0.01494,
"state_ratio": 0.4918032786885246,
"per_seed_runs": [
{
"seed": 101,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.508496,
"val_selected_acc": 49.37,
"val_metrics": {
"accuracy": 49.37,
"nll": 1.508496,
"brier": 0.661818,
"ece": 0.059748,
"margin": 0.242134
},
"gbest_loss": 1.500976,
"gbest_acc": 49.96,
"wall_time_sec": 4.1926,
"optimization_wall_time_sec": 4.0964,
"validation_wall_time_sec": 0.0962,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2343521.14,
"is_finite": true
},
{
"seed": 102,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.535355,
"val_selected_acc": 48.58,
"val_metrics": {
"accuracy": 48.58,
"nll": 1.535355,
"brier": 0.67486,
"ece": 0.040094,
"margin": 0.256588
},
"gbest_loss": 1.538532,
"gbest_acc": 49.1,
"wall_time_sec": 4.0102,
"optimization_wall_time_sec": 3.9255,
"validation_wall_time_sec": 0.0847,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2445548.34,
"is_finite": true
},
{
"seed": 103,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.533262,
"val_selected_acc": 49.21,
"val_metrics": {
"accuracy": 49.21,
"nll": 1.533262,
"brier": 0.677455,
"ece": 0.106045,
"margin": 0.189773
},
"gbest_loss": 1.533525,
"gbest_acc": 49.09,
"wall_time_sec": 4.122,
"optimization_wall_time_sec": 4.0346,
"validation_wall_time_sec": 0.0874,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2379418.03,
"is_finite": true
}
]
},
"confirmation_seeds_111_113": {
"accuracy_mean": 48.466667,
"accuracy_sd": 2.515002,
"nll_mean": 1.550212,
"nll_sd": 0.046101,
"state_ratio": 0.4918032786885246,
"per_seed_runs": [
{
"seed": 111,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.49861,
"val_selected_acc": 50.98,
"val_metrics": {
"accuracy": 50.98,
"nll": 1.49861,
"brier": 0.6511,
"ece": 0.10158,
"margin": 0.22606
},
"gbest_loss": 1.49346,
"gbest_acc": 51.43,
"wall_time_sec": 4.1571,
"optimization_wall_time_sec": 4.067,
"validation_wall_time_sec": 0.0901,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2360462.26,
"is_finite": true
},
{
"seed": 112,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.587337,
"val_selected_acc": 45.95,
"val_metrics": {
"accuracy": 45.95,
"nll": 1.587337,
"brier": 0.708292,
"ece": 0.078185,
"margin": 0.188558
},
"gbest_loss": 1.604532,
"gbest_acc": 45.63,
"wall_time_sec": 4.0905,
"optimization_wall_time_sec": 4.004,
"validation_wall_time_sec": 0.0865,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2397602.4,
"is_finite": true
},
{
"seed": 113,
"projection_seed": 1800044939,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.564689,
"val_selected_acc": 48.47,
"val_metrics": {
"accuracy": 48.47,
"nll": 1.564689,
"brier": 0.686774,
"ece": 0.080412,
"margin": 0.215579
},
"gbest_loss": 1.559706,
"gbest_acc": 48.72,
"wall_time_sec": 4.0765,
"optimization_wall_time_sec": 3.9899,
"validation_wall_time_sec": 0.0866,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2406075.34,
"is_finite": true
}
]
},
"pooled_six_seed_descriptive": {
"accuracy_mean": 48.76,
"accuracy_sd": 1.644117,
"nll_mean": 1.537958,
"nll_sd": 0.03346,
"accuracy_gain_vs_baseline_pp": -0.393333,
"relative_nll_reduction_vs_baseline_pct": -1.308828
}
},
"mnist_wide": {
"configuration": {
"ratio": 0.5,
"projection_mode": "explicit",
"projection_seed": 592157828
},
"baseline": {
"acc": 43.86,
"nll": 1.721259
},
"development_seeds_101_103": {
"accuracy_mean": 48.346667,
"accuracy_sd": 3.214052,
"nll_mean": 1.677712,
"nll_sd": 0.072138,
"state_ratio": 0.5,
"per_seed_runs": [
{
"seed": 101,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.623417,
"val_selected_acc": 48.0,
"val_metrics": {
"accuracy": 48.0,
"nll": 1.623417,
"brier": 0.708517,
"ece": 0.166082,
"margin": 0.12829
},
"gbest_loss": 1.626397,
"gbest_acc": 47.44,
"wall_time_sec": 9.0689,
"optimization_wall_time_sec": 8.8759,
"validation_wall_time_sec": 0.193,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1081580.46,
"is_finite": true
},
{
"seed": 102,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.650152,
"val_selected_acc": 51.72,
"val_metrics": {
"accuracy": 51.72,
"nll": 1.650152,
"brier": 0.684201,
"ece": 0.187814,
"margin": 0.162795
},
"gbest_loss": 1.651721,
"gbest_acc": 51.51,
"wall_time_sec": 8.9599,
"optimization_wall_time_sec": 8.7709,
"validation_wall_time_sec": 0.189,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1094528.5,
"is_finite": true
},
{
"seed": 103,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.759568,
"val_selected_acc": 45.32,
"val_metrics": {
"accuracy": 45.32,
"nll": 1.759568,
"brier": 0.746379,
"ece": 0.172542,
"margin": 0.114347
},
"gbest_loss": 1.765249,
"gbest_acc": 45.42,
"wall_time_sec": 9.0561,
"optimization_wall_time_sec": 8.8638,
"validation_wall_time_sec": 0.1922,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1083056.93,
"is_finite": true
}
]
},
"confirmation_seeds_111_113": {
"accuracy_mean": 45.723333,
"accuracy_sd": 1.05633,
"nll_mean": 1.734905,
"nll_sd": 0.034461,
"state_ratio": 0.5,
"per_seed_runs": [
{
"seed": 111,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.774538,
"val_selected_acc": 45.04,
"val_metrics": {
"accuracy": 45.04,
"nll": 1.774538,
"brier": 0.750548,
"ece": 0.180957,
"margin": 0.105995
},
"gbest_loss": 1.776591,
"gbest_acc": 45.8,
"wall_time_sec": 9.1173,
"optimization_wall_time_sec": 8.9223,
"validation_wall_time_sec": 0.195,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1075955.75,
"is_finite": true
},
{
"seed": 112,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.718164,
"val_selected_acc": 45.19,
"val_metrics": {
"accuracy": 45.19,
"nll": 1.718164,
"brier": 0.744937,
"ece": 0.160644,
"margin": 0.130123
},
"gbest_loss": 1.720852,
"gbest_acc": 45.65,
"wall_time_sec": 9.0242,
"optimization_wall_time_sec": 8.831,
"validation_wall_time_sec": 0.1932,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1087079.61,
"is_finite": true
},
{
"seed": 113,
"projection_seed": 592157828,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "explicit",
"val_selected_loss": 1.712013,
"val_selected_acc": 46.94,
"val_metrics": {
"accuracy": 46.94,
"nll": 1.712013,
"brier": 0.726372,
"ece": 0.173083,
"margin": 0.130682
},
"gbest_loss": 1.722324,
"gbest_acc": 46.54,
"wall_time_sec": 9.0238,
"optimization_wall_time_sec": 8.8321,
"validation_wall_time_sec": 0.1917,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1086944.21,
"is_finite": true
}
]
},
"pooled_six_seed_descriptive": {
"accuracy_mean": 47.035,
"accuracy_sd": 2.577392,
"nll_mean": 1.706309,
"nll_sd": 0.05948,
"accuracy_gain_vs_baseline_pp": 3.175,
"relative_nll_reduction_vs_baseline_pct": 0.86857
}
},
"fashion_compact": {
"configuration": {
"ratio": 0.5,
"projection_mode": "fixed",
"projection_seed": 1363313651
},
"baseline": {
"acc": 47.003333,
"nll": 1.511217
},
"development_seeds_101_103": {
"accuracy_mean": 50.796667,
"accuracy_sd": 3.095228,
"nll_mean": 1.385324,
"nll_sd": 0.035646,
"state_ratio": 0.4918032786885246,
"per_seed_runs": [
{
"seed": 101,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.354168,
"val_selected_acc": 53.87,
"val_metrics": {
"accuracy": 53.87,
"nll": 1.354168,
"brier": 0.602951,
"ece": 0.038927,
"margin": 0.311583
},
"gbest_loss": 1.343266,
"gbest_acc": 54.57,
"wall_time_sec": 4.8428,
"optimization_wall_time_sec": 4.7407,
"validation_wall_time_sec": 0.1021,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2025017.4,
"is_finite": true
},
{
"seed": 102,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.377608,
"val_selected_acc": 50.84,
"val_metrics": {
"accuracy": 50.84,
"nll": 1.377608,
"brier": 0.627903,
"ece": 0.032173,
"margin": 0.277591
},
"gbest_loss": 1.374537,
"gbest_acc": 51.05,
"wall_time_sec": 5.7967,
"optimization_wall_time_sec": 5.6875,
"validation_wall_time_sec": 0.1092,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 1687912.09,
"is_finite": true
},
{
"seed": 103,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.424197,
"val_selected_acc": 47.68,
"val_metrics": {
"accuracy": 47.68,
"nll": 1.424197,
"brier": 0.658571,
"ece": 0.021549,
"margin": 0.268061
},
"gbest_loss": 1.426838,
"gbest_acc": 47.3,
"wall_time_sec": 4.7604,
"optimization_wall_time_sec": 4.6591,
"validation_wall_time_sec": 0.1013,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2060483.78,
"is_finite": true
}
]
},
"confirmation_seeds_111_113": {
"accuracy_mean": 53.196667,
"accuracy_sd": 2.025669,
"nll_mean": 1.328168,
"nll_sd": 0.078488,
"state_ratio": 0.4918032786885246,
"per_seed_runs": [
{
"seed": 111,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.280875,
"val_selected_acc": 53.83,
"val_metrics": {
"accuracy": 53.83,
"nll": 1.280875,
"brier": 0.599374,
"ece": 0.040911,
"margin": 0.289031
},
"gbest_loss": 1.29506,
"gbest_acc": 52.88,
"wall_time_sec": 4.5221,
"optimization_wall_time_sec": 4.4262,
"validation_wall_time_sec": 0.0959,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2168903.35,
"is_finite": true
},
{
"seed": 112,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.284859,
"val_selected_acc": 54.83,
"val_metrics": {
"accuracy": 54.83,
"nll": 1.284859,
"brier": 0.588788,
"ece": 0.011783,
"margin": 0.363813
},
"gbest_loss": 1.281715,
"gbest_acc": 54.62,
"wall_time_sec": 4.5253,
"optimization_wall_time_sec": 4.4291,
"validation_wall_time_sec": 0.0962,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2167483.24,
"is_finite": true
},
{
"seed": 113,
"projection_seed": 1363313651,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.418769,
"val_selected_acc": 50.93,
"val_metrics": {
"accuracy": 50.93,
"nll": 1.418769,
"brier": 0.637337,
"ece": 0.047296,
"margin": 0.262931
},
"gbest_loss": 1.394867,
"gbest_acc": 51.93,
"wall_time_sec": 4.5414,
"optimization_wall_time_sec": 4.4438,
"validation_wall_time_sec": 0.0976,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 1091760,
"throughput_samples_per_sec": 2160313.25,
"is_finite": true
}
]
},
"pooled_six_seed_descriptive": {
"accuracy_mean": 51.996667,
"accuracy_sd": 2.683562,
"nll_mean": 1.356746,
"nll_sd": 0.062869,
"accuracy_gain_vs_baseline_pp": 4.993334,
"relative_nll_reduction_vs_baseline_pct": 10.221629
}
},
"fashion_wide": {
"configuration": {
"ratio": 0.5,
"projection_mode": "fixed",
"projection_seed": 189641451
},
"baseline": {
"acc": 46.31,
"nll": 1.525747
},
"development_seeds_101_103": {
"accuracy_mean": 48.263333,
"accuracy_sd": 3.71862,
"nll_mean": 1.531421,
"nll_sd": 0.069986,
"state_ratio": 0.5,
"per_seed_runs": [
{
"seed": 101,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.45314,
"val_selected_acc": 52.51,
"val_metrics": {
"accuracy": 52.51,
"nll": 1.45314,
"brier": 0.64443,
"ece": 0.127916,
"margin": 0.203178
},
"gbest_loss": 1.448002,
"gbest_acc": 53.03,
"wall_time_sec": 10.4888,
"optimization_wall_time_sec": 10.261,
"validation_wall_time_sec": 0.2277,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 935581.33,
"is_finite": true
},
{
"seed": 102,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.553182,
"val_selected_acc": 46.69,
"val_metrics": {
"accuracy": 46.69,
"nll": 1.553182,
"brier": 0.700904,
"ece": 0.135106,
"margin": 0.138265
},
"gbest_loss": 1.561158,
"gbest_acc": 46.59,
"wall_time_sec": 10.6202,
"optimization_wall_time_sec": 10.3968,
"validation_wall_time_sec": 0.2233,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 923361.03,
"is_finite": true
},
{
"seed": 103,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.587942,
"val_selected_acc": 45.59,
"val_metrics": {
"accuracy": 45.59,
"nll": 1.587942,
"brier": 0.712462,
"ece": 0.153597,
"margin": 0.107177
},
"gbest_loss": 1.592958,
"gbest_acc": 45.53,
"wall_time_sec": 10.3262,
"optimization_wall_time_sec": 10.1108,
"validation_wall_time_sec": 0.2154,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 949479.76,
"is_finite": true
}
]
},
"confirmation_seeds_111_113": {
"accuracy_mean": 49.476667,
"accuracy_sd": 4.250251,
"nll_mean": 1.513876,
"nll_sd": 0.067096,
"state_ratio": 0.5,
"per_seed_runs": [
{
"seed": 111,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.571807,
"val_selected_acc": 44.57,
"val_metrics": {
"accuracy": 44.57,
"nll": 1.571807,
"brier": 0.71508,
"ece": 0.137347,
"margin": 0.098194
},
"gbest_loss": 1.565421,
"gbest_acc": 44.63,
"wall_time_sec": 9.0783,
"optimization_wall_time_sec": 8.8852,
"validation_wall_time_sec": 0.1931,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1080448.39,
"is_finite": true
},
{
"seed": 112,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.529463,
"val_selected_acc": 51.84,
"val_metrics": {
"accuracy": 51.84,
"nll": 1.529463,
"brier": 0.667654,
"ece": 0.123789,
"margin": 0.207157
},
"gbest_loss": 1.520432,
"gbest_acc": 52.76,
"wall_time_sec": 8.9695,
"optimization_wall_time_sec": 8.78,
"validation_wall_time_sec": 0.1895,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1093394.08,
"is_finite": true
},
{
"seed": 113,
"projection_seed": 189641451,
"projection_salt": "",
"projection_scope": "global",
"projection_seed_mode": "fixed",
"val_selected_loss": 1.440358,
"val_selected_acc": 52.02,
"val_metrics": {
"accuracy": 52.02,
"nll": 1.440358,
"brier": 0.64715,
"ece": 0.129255,
"margin": 0.198592
},
"gbest_loss": 1.427173,
"gbest_acc": 52.41,
"wall_time_sec": 8.9934,
"optimization_wall_time_sec": 8.8035,
"validation_wall_time_sec": 0.1899,
"total_queries": 960,
"total_sample_evaluations": 9600000,
"validation_evaluations": 21,
"official_test_evaluations": 0,
"core_swarm_state_bytes": 6640560,
"throughput_samples_per_sec": 1090475.38,
"is_finite": true
}
]
},
"pooled_six_seed_descriptive": {
"accuracy_mean": 48.87,
"accuracy_sd": 3.63301,
"nll_mean": 1.522649,
"nll_sd": 0.062067,
"accuracy_gain_vs_baseline_pp": 2.56,
"relative_nll_reduction_vs_baseline_pct": 0.20307
}
}
},
"rejected_methods": [
"single shared global-hash ratio",
"projection-coupled workload-adaptive policy as robust",
"tensor-local proportional signed hashing",
"geometry multipliers 0.75 and 0.5"
],
"resource_totals": {
"executed_runs": 312,
"total_queries": 299520,
"total_sample_evaluations": 2995200000,
"total_wall_time_sec": 2264.4978
},
"decision_log": ".omc/autoresearch/heavy-pso-progressive-improvement/runs/20260902T153426Z/decision-log.md",
"evaluator_contract": {
"version": "HEAVY-PSO-PARETO-EVALUATOR 1.0.0",
"command": "uv run --no-sync python test/evaluate_heavy_autoresearch.py --baseline benchmark_results/pso_v6_heavy_tasks.json --candidate <candidate.json> --output <evaluation.json>",
"required_output": {
"pass": "boolean",
"score": "number"
},
"baseline_policy": {
"mnist_compact": "G8",
"mnist_wide": "G5",
"fashion_compact": "G8",
"fashion_wide": "G5"
},
"matched_confirmation": {
"particles": 12,
"epochs": 80,
"objective_subset_size": 10000,
"seeds": [
101,
102,
103
]
},
"hard_gates": {
"all_runs_finite": true,
"official_test_data_loaded": false,
"official_test_evaluations": 0,
"maximum_state_ratio_each_workload": 0.5,
"maximum_accuracy_regression_percentage_points_each_workload": 1.0,
"maximum_nll_regression_fraction_each_workload": 0.05,
"worst_baseline_workload": "mnist_wide",
"worst_workload_minimum_accuracy_gain_percentage_points": 2.0,
"worst_workload_minimum_nll_reduction_fraction": 0.05,
"worst_workload_improvement_logic": "accuracy_gain_or_nll_reduction"
},
"score": {
"formula": "mean_relative_nll_reduction_pct + mean_accuracy_gain_pp + 10*log2(1/max_state_ratio) - 100*failed_hard_gate_count",
"higher_is_better": true
}
},
"iteration_outcomes": [
{
"iteration": 1,
"method": "equalized global signed-hash ratios, recovered geometry",
"pass": false,
"selected_score": -159.733422,
"decision": "rejected"
},
{
"iteration": 2,
"method": "baseline-aligned geometry diagnostics",
"pass": false,
"selected_score": -154.242035,
"decision": "geometry mismatch resolved"
},
{
"iteration": 3,
"method": "workload-adaptive projection-coupled policy",
"pass": true,
"selected_score": 12.052443,
"decision": "provisional; projection replica required"
},
{
"iteration": 4,
"method": "independent projection replica",
"pass": false,
"selected_score": -189.945268,
"decision": "projection-fragile"
},
{
"iteration": 5,
"method": "tensor-local signed hashing",
"pass": false,
"selected_score": -274.949828,
"decision": "rejected"
},
{
"iteration": 6,
"method": "fixed projection across swarm seeds",
"pass": false,
"selected_score": -181.504378,
"decision": "three cells retained; MNIST Wide unresolved"
},
{
"iteration": 7,
"method": "explicit MNIST Wide projection confirmation",
"pass": true,
"selected_score": 15.550961,
"decision": "development pass; disjoint seeds required"
},
{
"iteration": 8,
"method": "fixed global hybrid v3 plus disjoint swarm seeds",
"pass": false,
"selected_score": -84.870352,
"decision": "development pass; confirmation missed one gate"
},
{
"iteration": 9,
"method": "geometry multipliers 0.75 and 0.5",
"pass": false,
"selected_score": -290.662892,
"decision": "rejected; stop branch"
}
]
}
Reference in New Issue View Git Blame Copy Permalink