ModuFlow/mask-ddpm
3
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Add comprehensive evaluation and ablation summaries

Browse Source
This commit is contained in:
mzYang
2026-03-27 22:11:07 +08:00
parent 17f69f963f
commit b8696d0c54
46 changed files with 30666 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

538
example/results/comprehensive_eval_post.json Normal file
View File

@@ -0,0 +1,538 @@
{
"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/generated_post.csv",
"reference_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/train1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train3.csv.gz"
],
"test_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/test1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test3.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test4.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test5.csv.gz"
],
"seq_len": 96,
"stride": 96,
"counts": {
"train_windows": 1024,
"generated_windows": 4,
"test_windows": 1024,
"test_anomalous_windows": 44,
"test_normal_windows": 980
},
"basic_eval": {
"avg_ks": null,
"avg_jsd": null,
"avg_lag1_diff": null
},
"two_sample": {
"continuous_mmd_rbf": 0.21657896041870117,
"continuous_mmd_gamma": 5.317558463803058e-05,
"histogram_mmd_rbf": 0.216666579246521,
"histogram_mmd_gamma": 5.316644607437446e-05,
"discriminative_accuracy": 0.5,
"discriminative_balanced_accuracy": 0.25,
"discriminative_auroc": NaN
},
"diversity_privacy": {
"duplicate_rate": 0.0,
"exact_match_rate_to_train": 0.0,
"nn_gen_to_train_mean": 89.41130065917969,
"nn_holdout_to_train_mean": 55.17637252807617,
"memorization_ratio": 1.6204635528311193,
"one_nn_two_sample_accuracy": 1.0
},
"coupling": {
"corr_mean_abs_diff": 0.19092726707458496,
"corr_frobenius": 15.937767028808594,
"lag1_corr_mean_abs_diff": 0.19889004528522491,
"lag1_corr_frobenius": 16.619050979614258,
"by_process": {
"P1": {
"corr_mean_abs_diff": 0.3421248197555542,
"corr_frobenius": 11.90279483795166,
"lag1_corr_mean_abs_diff": 0.3640459179878235,
"lag1_corr_frobenius": 12.561296463012695
},
"P2": {
"corr_mean_abs_diff": 0.08267470449209213,
"corr_frobenius": 1.617314338684082,
"lag1_corr_mean_abs_diff": 0.14486488699913025,
"lag1_corr_frobenius": 2.7614989280700684
},
"P3": {
"corr_mean_abs_diff": 0.4343887269496918,
"corr_frobenius": 3.0039377212524414,
"lag1_corr_mean_abs_diff": 0.49758461117744446,
"lag1_corr_frobenius": 3.1910462379455566
},
"P4": {
"corr_mean_abs_diff": 0.20006132125854492,
"corr_frobenius": 3.197087049484253,
"lag1_corr_mean_abs_diff": 0.23344576358795166,
"lag1_corr_frobenius": 3.5848729610443115
}
}
},
"frequency": {
"avg_psd_l1": 0.02240946888923645,
"avg_psd_cosine": 0.4469434787642281,
"avg_low_high_ratio_abs_diff": 18.3366464166149
},
"type_metrics": {
"type1_program": {
"features": [
"P1_B4002",
"P2_MSD",
"P4_HT_LD",
"P1_B2004",
"P1_B3004",
"P1_B4022",
"P1_B3005"
],
"generated": {
"P1_B4002": {
"num_changes": 308.0,
"mean_dwell": 1.2427184466019416,
"median_dwell": 1.0,
"mean_step": 0.8413416007896523,
"median_step": 0.7274894714355469
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 347.0,
"mean_dwell": 1.103448275862069,
"median_dwell": 1.0,
"mean_step": 41.3141472878254,
"median_step": 54.116028785705566
},
"P1_B2004": {
"num_changes": 362.0,
"mean_dwell": 1.0578512396694215,
"median_dwell": 1.0,
"mean_step": 0.014068839402653235,
"median_step": 0.0017450004816055298
},
"P1_B3004": {
"num_changes": 370.0,
"mean_dwell": 1.0350404312668464,
"median_dwell": 1.0,
"mean_step": 14.77256890374261,
"median_step": 10.804779052734375
},
"P1_B4022": {
"num_changes": 383.0,
"mean_dwell": 1.0,
"median_dwell": 1.0,
"mean_step": 0.8157603410765646,
"median_step": 0.5944099426269531
},
"P1_B3005": {
"num_changes": 362.0,
"mean_dwell": 1.0578512396694215,
"median_dwell": 1.0,
"mean_step": 64.28072175926926,
"median_step": 41.228179931640625
}
},
"reference": {
"P1_B4002": {
"num_changes": 97.0,
"mean_dwell": 1003.1020408163265,
"median_dwell": 1.0,
"mean_step": 0.032477270696581025,
"median_step": 0.0126495361328125
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 98304.0,
"median_dwell": 98304.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 63727.0,
"mean_dwell": 1.5425558624152649,
"median_dwell": 1.0,
"mean_step": 1.0409184914880636,
"median_step": 0.245941162109375
},
"P1_B2004": {
"num_changes": 145.0,
"mean_dwell": 673.3150684931506,
"median_dwell": 1.0,
"mean_step": 0.0015369655757114806,
"median_step": 0.00010000169277191162
},
"P1_B3004": {
"num_changes": 146.0,
"mean_dwell": 668.734693877551,
"median_dwell": 1.0,
"mean_step": 1.113193877755779,
"median_step": 0.819305419921875
},
"P1_B4022": {
"num_changes": 97122.0,
"mean_dwell": 1.0121598385552342,
"median_dwell": 1.0,
"mean_step": 0.011706427666086412,
"median_step": 0.00952911376953125
},
"P1_B3005": {
"num_changes": 148.0,
"mean_dwell": 659.7583892617449,
"median_dwell": 1.0,
"mean_step": 5.635673316749367,
"median_step": 5.34417724609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 22997.85714285714,
"mean_abs_diff_mean_dwell": 14417.281142645239,
"mean_abs_diff_median_dwell": 13988.57142857143,
"mean_abs_diff_mean_step": 19.03385039702909,
"mean_abs_diff_median_step": 16.840154950817425
}
},
"type2_controller": {
"features": [
"P1_B4005"
],
"generated": {
"P1_B4005": {
"saturation_ratio": 0.6822916666666666,
"change_rate": 0.7702349869451697,
"step_median": 68.81373023986816
}
},
"reference": {
"P1_B4005": {
"saturation_ratio": 0.588958740234375,
"change_rate": 0.4608201173921447,
"step_median": 0.03202030062675476
}
},
"aggregates": {
"mean_abs_diff_saturation_ratio": 0.09333292643229163,
"mean_abs_diff_change_rate": 0.309414869553025,
"mean_abs_diff_step_median": 68.78170993924141
}
},
"type3_actuator": {
"features": [
"P1_PCV02Z",
"P1_PCV01Z",
"P1_PCV01D",
"P1_FCV02Z",
"P1_FCV03D",
"P1_FCV03Z",
"P1_LCV01D",
"P1_LCV01Z"
],
"generated": {
"P1_PCV02Z": {
"unique_ratio": 0.015625,
"top1_mass": 0.40625,
"top3_mass": 0.7760416666666666,
"median_dwell": 1.0
},
"P1_PCV01Z": {
"unique_ratio": 0.8776041666666666,
"top1_mass": 0.0078125,
"top3_mass": 0.0234375,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.9166666666666666,
"top1_mass": 0.059895833333333336,
"top3_mass": 0.0703125,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.22135416666666666,
"top1_mass": 0.18229166666666666,
"top3_mass": 0.3697916666666667,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 0.8463541666666666,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.4817708333333333,
"top1_mass": 0.033854166666666664,
"top3_mass": 0.0859375,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.7864583333333334,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.3515625,
"top1_mass": 0.036458333333333336,
"top3_mass": 0.09635416666666667,
"median_dwell": 1.0
}
},
"reference": {
"P1_PCV02Z": {
"unique_ratio": 5.0862630208333336e-05,
"top1_mass": 0.5122273763020834,
"top3_mass": 0.9970194498697916,
"median_dwell": 2.0
},
"P1_PCV01Z": {
"unique_ratio": 0.063232421875,
"top1_mass": 0.009714762369791666,
"top3_mass": 0.020904541015625,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.074310302734375,
"top1_mass": 0.043843587239583336,
"top3_mass": 0.044850667317708336,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.058146158854166664,
"top1_mass": 0.20765177408854166,
"top3_mass": 0.3501078287760417,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 0.017527262369791668,
"top1_mass": 0.004384358723958333,
"top3_mass": 0.012776692708333334,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.013102213541666666,
"top1_mass": 0.10939534505208333,
"top3_mass": 0.2132568359375,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.015523274739583334,
"top1_mass": 0.0033976236979166665,
"top3_mass": 0.009999593098958334,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.012715657552083334,
"top1_mass": 0.047566731770833336,
"top3_mass": 0.1214599609375,
"median_dwell": 1.0
}
},
"aggregates": {
"mean_abs_diff_unique_ratio": 0.5303484598795573,
"mean_abs_diff_top1_mass": 0.03112411499023438,
"mean_abs_diff_top3_mass": 0.05629857381184896,
"mean_abs_diff_median_dwell": 0.125
}
},
"type4_pv": {
"features": [
"P1_PIT02",
"P2_SIT02",
"P1_FT03"
],
"generated": {
"P1_PIT02": {
"q05": 0.17409999668598175,
"q50": 0.17409999668598175,
"q95": 0.2763400077819824,
"tail_ratio": NaN
},
"P2_SIT02": {
"q05": 774.8864135742188,
"q50": 784.5529174804688,
"q95": 791.694091796875,
"tail_ratio": 0.738754609284235
},
"P1_FT03": {
"q05": 209.0201873779297,
"q50": 298.9196472167969,
"q95": 316.0858154296875,
"tail_ratio": 0.190948513413303
}
},
"reference": {
"P1_PIT02": {
"q05": 0.20232999324798584,
"q50": 0.2763400077819824,
"q95": 1.8746999502182007,
"tail_ratio": 21.596535989085773
},
"P2_SIT02": {
"q05": 771.5216674804688,
"q50": 779.1593017578125,
"q95": 785.1046752929688,
"tail_ratio": 0.7784312942022615
},
"P1_FT03": {
"q05": 201.6184539794922,
"q50": 300.2251892089844,
"q95": 313.76690673828125,
"tail_ratio": 0.13733055351422585
}
},
"aggregates": {
"mean_abs_diff_q05": 3.5982364962498345,
"mean_abs_diff_q50": 2.26713257531325,
"mean_abs_diff_q95": 3.5022283792495728,
"mean_abs_diff_tail_ratio": 0.04664732240855185
}
},
"type5_program_proxy": {
"features": [
"P1_FT03Z",
"P1_FT02Z"
],
"generated": {
"P1_FT03Z": {
"num_changes": 380.0,
"mean_dwell": 1.0078740157480315,
"median_dwell": 1.0,
"mean_step": 64.74391126130756,
"median_step": 62.410614013671875
},
"P1_FT02Z": {
"num_changes": 378.0,
"mean_dwell": 1.0131926121372032,
"median_dwell": 1.0,
"mean_step": 1312.3134692358592,
"median_step": 1284.6439208984375
}
},
"reference": {
"P1_FT03Z": {
"num_changes": 83889.0,
"mean_dwell": 1.1718202407915126,
"median_dwell": 1.0,
"mean_step": 0.9289188007355237,
"median_step": 0.6378173828125
},
"P1_FT02Z": {
"num_changes": 95436.0,
"mean_dwell": 1.0300407598730053,
"median_dwell": 1.0,
"mean_step": 14.373282350295296,
"median_step": 5.89599609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 89283.5,
"mean_abs_diff_mean_dwell": 0.09039718638964156,
"mean_abs_diff_median_dwell": 0.0,
"mean_abs_diff_mean_step": 680.877589673068,
"mean_abs_diff_median_step": 670.2603607177734
}
},
"type6_aux": {
"features": [
"P4_HT_PO",
"P2_24Vdc",
"P2_HILout"
],
"generated": {
"P4_HT_PO": {
"mean": 35.254512786865234,
"std": 31.650897979736328,
"lag1": -0.0927804708480835
},
"P2_24Vdc": {
"mean": 28.028608322143555,
"std": 0.003297113813459873,
"lag1": 0.06643600016832352
},
"P2_HILout": {
"mean": 711.4987182617188,
"std": 7.856828212738037,
"lag1": -0.013758387416601181
}
},
"reference": {
"P4_HT_PO": {
"mean": 34.35928726196289,
"std": 31.320688247680664,
"lag1": 0.9990671873092651
},
"P2_24Vdc": {
"mean": 28.0284366607666,
"std": 0.0032698388677090406,
"lag1": 0.05670436844229698
},
"P2_HILout": {
"mean": 711.9729614257812,
"std": 8.238578796386719,
"lag1": 0.2585394084453583
}
},
"aggregates": {
"mean_abs_diff_mean": 0.4565467834472656,
"mean_abs_diff_std": 0.2373291968833655,
"mean_abs_diff_lag1": 0.4579590285817782
}
}
},
"predictive_consistency": {
"real_only": {
"rmse": 0.5583509206771851,
"mae": 0.366405189037323
},
"synthetic_only": {
"rmse": 0.9640899300575256,
"mae": 0.7753889560699463
},
"real_plus_synthetic": {
"rmse": 0.5412734746932983,
"mae": 0.3464338481426239
},
"rmse_ratio_synth_to_real": 1.7266738431956876
},
"anomaly_utility": {
"real_only": {
"auroc": 0.8881493506493506,
"auprc": 0.6527744226377132,
"threshold": 0.3682355284690857,
"f1": 0.35714285714285715,
"precision": 0.24193548387096775,
"recall": 0.6818181818181818,
"best_f1": 0.763157894736842,
"best_f1_threshold": 0.49033087491989136
},
"synthetic_only": {
"auroc": 0.826461038961039,
"auprc": 0.5893875360513735,
"threshold": 0.003091409569606185,
"f1": 0.08239700374531835,
"precision": 0.04296875,
"recall": 1.0,
"best_f1": 0.6756756756756758,
"best_f1_threshold": 1.4940791130065918
},
"real_plus_synthetic": {
"auroc": 0.8798701298701299,
"auprc": 0.6475849946221094,
"threshold": 0.28958627581596375,
"f1": 0.24334600760456274,
"precision": 0.1461187214611872,
"recall": 0.7272727272727273,
"best_f1": 0.7466666666666666,
"best_f1_threshold": 0.526667594909668
}
}
}