Add comprehensive evaluation and ablation summaries
This commit is contained in:
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{
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"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/full__seed1337/generated.csv",
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"/root/autodl-tmp/dataset/hai/hai-21.03/train2.csv.gz",
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"/root/autodl-tmp/dataset/hai/hai-21.03/train3.csv.gz"
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],
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"/root/autodl-tmp/dataset/hai/hai-21.03/test2.csv.gz",
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"/root/autodl-tmp/dataset/hai/hai-21.03/test3.csv.gz",
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"/root/autodl-tmp/dataset/hai/hai-21.03/test4.csv.gz",
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"/root/autodl-tmp/dataset/hai/hai-21.03/test5.csv.gz"
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"discriminative_auroc": NaN
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},
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"P1_B4022",
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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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|
||||
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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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|
||||
"mean_step": 14.373282350295296,
|
||||
"median_step": 5.89599609375
|
||||
}
|
||||
},
|
||||
"aggregates": {
|
||||
"mean_abs_diff_num_changes": 89283.5,
|
||||
"mean_abs_diff_mean_dwell": 0.0904041845427852,
|
||||
"mean_abs_diff_median_dwell": 0.0,
|
||||
"mean_abs_diff_mean_step": 340.3546550414803,
|
||||
"mean_abs_diff_median_step": 98.15037536621094
|
||||
}
|
||||
},
|
||||
"type6_aux": {
|
||||
"features": [
|
||||
"P4_HT_PO",
|
||||
"P2_24Vdc",
|
||||
"P2_HILout"
|
||||
],
|
||||
"generated": {
|
||||
"P4_HT_PO": {
|
||||
"mean": 34.00083923339844,
|
||||
"std": 31.541128158569336,
|
||||
"lag1": 0.5380550026893616
|
||||
},
|
||||
"P2_24Vdc": {
|
||||
"mean": 28.028627395629883,
|
||||
"std": 0.0034831492230296135,
|
||||
"lag1": 0.048770755529403687
|
||||
},
|
||||
"P2_HILout": {
|
||||
"mean": 711.4832153320312,
|
||||
"std": 9.425703048706055,
|
||||
"lag1": 0.01359469536691904
|
||||
}
|
||||
},
|
||||
"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": 0.2827949523925781,
|
||||
"mean_abs_diff_std": 0.4692591578544428,
|
||||
"mean_abs_diff_lag1": 0.2379635035370787
|
||||
}
|
||||
}
|
||||
},
|
||||
"predictive_consistency": {
|
||||
"real_only": {
|
||||
"rmse": 0.5583509206771851,
|
||||
"mae": 0.366405189037323
|
||||
},
|
||||
"synthetic_only": {
|
||||
"rmse": 0.9723039269447327,
|
||||
"mae": 0.7831042408943176
|
||||
},
|
||||
"real_plus_synthetic": {
|
||||
"rmse": 0.5518718361854553,
|
||||
"mae": 0.3549392819404602
|
||||
},
|
||||
"rmse_ratio_synth_to_real": 1.7413850160137512
|
||||
},
|
||||
"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": 0.8299860853432282,
|
||||
"auprc": 0.5936877857343479,
|
||||
"threshold": 0.012659437023103237,
|
||||
"f1": 0.08239700374531835,
|
||||
"precision": 0.04296875,
|
||||
"recall": 1.0,
|
||||
"best_f1": 0.6753246753246752,
|
||||
"best_f1_threshold": 1.2799640893936157
|
||||
},
|
||||
"real_plus_synthetic": {
|
||||
"auroc": 0.8843692022263452,
|
||||
"auprc": 0.6436615501494315,
|
||||
"threshold": 0.2907267212867737,
|
||||
"f1": 0.23443223443223443,
|
||||
"precision": 0.13973799126637554,
|
||||
"recall": 0.7272727272727273,
|
||||
"best_f1": 0.7466666666666666,
|
||||
"best_f1_threshold": 0.5491346120834351
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user