From 17f69f963f703a55e2bd03707507826064f5e8e9 Mon Sep 17 00:00:00 2001 From: mzYang Date: Fri, 27 Mar 2026 20:30:52 +0800 Subject: [PATCH] Update experiment metrics and diagnostics --- example/results/actuator_stats.json | 80 ++- example/results/aux_stats.json | 18 +- example/results/config_used.json | 12 +- example/results/controller_stats.json | 6 +- example/results/eval.json | 869 ++++++++++++++++++++------ example/results/eval_post.json | 829 ++++++++++++------------ example/results/filtered_metrics.json | 2 +- example/results/ks_per_feature.csv | 100 +-- example/results/ks_summary.json | 4 +- example/results/metrics_history.csv | 1 + example/results/program_stats.json | 153 ++++- example/results/pv_stats.json | 22 +- example/results/ranked_ks.csv | 104 +-- 13 files changed, 1437 insertions(+), 763 deletions(-) diff --git a/example/results/actuator_stats.json b/example/results/actuator_stats.json index 082b5f0..4c674bf 100644 --- a/example/results/actuator_stats.json +++ b/example/results/actuator_stats.json @@ -3,31 +3,59 @@ "P1_PCV02Z", "P1_PCV01Z", "P1_PCV01D", - "P1_FCV02Z" + "P1_FCV02Z", + "P1_FCV03D", + "P1_FCV03Z", + "P1_LCV01D", + "P1_LCV01Z" ], "generated": { "P1_PCV02Z": { - "unique_ratio": 0.0026041666666666665, - "top1_mass": 1.0, - "top3_mass": 1.0, - "median_dwell": 384 + "unique_ratio": 0.015625, + "top1_mass": 0.40625, + "top3_mass": 0.7760416666666666, + "median_dwell": 1 }, "P1_PCV01Z": { - "unique_ratio": 0.9921875, - "top1_mass": 0.005208333333333333, - "top3_mass": 0.015625, + "unique_ratio": 0.8776041666666666, + "top1_mass": 0.0078125, + "top3_mass": 0.0234375, "median_dwell": 1 }, "P1_PCV01D": { - "unique_ratio": 0.9192708333333334, - "top1_mass": 0.08333333333333333, - "top3_mass": 0.08854166666666667, + "unique_ratio": 0.9166666666666666, + "top1_mass": 0.059895833333333336, + "top3_mass": 0.0703125, "median_dwell": 1 }, "P1_FCV02Z": { - "unique_ratio": 0.0390625, - "top1_mass": 0.2734375, - "top3_mass": 0.6302083333333334, + "unique_ratio": 0.22135416666666666, + "top1_mass": 0.18229166666666666, + "top3_mass": 0.3697916666666667, + "median_dwell": 1 + }, + "P1_FCV03D": { + "unique_ratio": 0.8463541666666666, + "top1_mass": 0.010416666666666666, + "top3_mass": 0.026041666666666668, + "median_dwell": 1 + }, + "P1_FCV03Z": { + "unique_ratio": 0.4817708333333333, + "top1_mass": 0.033854166666666664, + "top3_mass": 0.0859375, + "median_dwell": 1 + }, + "P1_LCV01D": { + "unique_ratio": 0.7864583333333334, + "top1_mass": 0.010416666666666666, + "top3_mass": 0.026041666666666668, + "median_dwell": 1 + }, + "P1_LCV01Z": { + "unique_ratio": 0.3515625, + "top1_mass": 0.036458333333333336, + "top3_mass": 0.09635416666666667, "median_dwell": 1 } }, @@ -55,6 +83,30 @@ "top1_mass": 0.20116333333333333, "top3_mass": 0.3798166666666667, "median_dwell": 1 + }, + "P1_FCV03D": { + "unique_ratio": 0.004176666666666667, + "top1_mass": 0.002715, + "top3_mass": 0.008043333333333333, + "median_dwell": 1 + }, + "P1_FCV03Z": { + "unique_ratio": 0.0038233333333333335, + "top1_mass": 0.024618333333333332, + "top3_mass": 0.06685833333333334, + "median_dwell": 1 + }, + "P1_LCV01D": { + "unique_ratio": 0.0030316666666666665, + "top1_mass": 0.002788333333333333, + "top3_mass": 0.008311666666666667, + "median_dwell": 1 + }, + "P1_LCV01Z": { + "unique_ratio": 0.00259, + "top1_mass": 0.046893333333333335, + "top3_mass": 0.10350666666666666, + "median_dwell": 1 } } } \ No newline at end of file diff --git a/example/results/aux_stats.json b/example/results/aux_stats.json index c71d7bb..f6a60d9 100644 --- a/example/results/aux_stats.json +++ b/example/results/aux_stats.json @@ -6,19 +6,19 @@ ], "generated": { "P4_HT_PO": { - "mean": 34.007373333333334, - "std": 31.53617529667349, - "lag1": 0.8885068573736707 + "mean": 35.254512838541665, + "std": 31.650898099038642, + "lag1": -0.09278048047505456 }, "P2_24Vdc": { - "mean": 28.0286221875, - "std": 0.0035396512501352177, - "lag1": 0.022723347486219632 + "mean": 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"/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results", + "data_path": "/root/autodl-tmp/dataset/hai/hai-21.03/train1.csv.gz", + "data_glob": "/root/autodl-tmp/mask-ddpm/example/../../dataset/hai/hai-21.03/train*.csv.gz", + "split_path": "/root/autodl-tmp/mask-ddpm/example/feature_split.json", + "stats_path": "/root/autodl-tmp/mask-ddpm/example/results/cont_stats.json", + "vocab_path": "/root/autodl-tmp/mask-ddpm/example/results/disc_vocab.json", + "out_dir": "/root/autodl-tmp/mask-ddpm/example/results", "device": "cuda", "timesteps": 600, "batch_size": 12, diff --git a/example/results/controller_stats.json b/example/results/controller_stats.json index 25b960d..86daaf1 100644 --- a/example/results/controller_stats.json +++ b/example/results/controller_stats.json @@ -4,9 +4,9 @@ ], "generated": { "P1_B4005": { - "saturation_ratio": 0.6041666666666666, - "change_rate": 0.6814621409921671, - "step_median": 29.92255 + "saturation_ratio": 0.6822916666666666, + "change_rate": 0.7702349869451697, + "step_median": 68.81372999999999 } }, "reference": { diff --git a/example/results/eval.json b/example/results/eval.json index 12dee63..94eadc6 100644 --- a/example/results/eval.json +++ b/example/results/eval.json @@ -6,8 +6,8 @@ "std": 0.0 }, "P1_B2016": { - "mean": 1.3915765364583328, - "std": 0.1395253269324125 + "mean": 1.3915381510416658, + "std": 0.1393768792179718 }, "P1_B3004": { "mean": 396.00211, @@ -26,192 +26,192 @@ "std": 0.0 }, "P1_B400B": { - "mean": 1773.071873463542, - "std": 1196.7473316456048 + "mean": 1772.4500909635426, + "std": 1197.1953726166744 }, "P1_B4022": { "mean": 36.881583541666664, "std": 0.14105102171131376 }, "P1_FCV02Z": { - "mean": 22.81987096354166, - "std": 40.55110149746967 + "mean": 22.603526171874996, + "std": 40.57193262185646 }, "P1_FCV03D": { - "mean": 58.57172729166668, - "std": 6.641598625405165 + "mean": 58.57157812500006, + "std": 6.6423779468991295 }, "P1_FCV03Z": { - "mean": 59.101092057291716, - "std": 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"P3_LIT01": 0.0709369103969022, + "P3_PIT01": 1.0115046769515141, + "P4_HT_FD": 0.12916538031692237, "P4_HT_LD": 1.052071148480924, - "P4_HT_PO": 0.9930724551655951, - "P4_LD": 0.02610888428484892, - "P4_ST_FD": 0.3125558803387837, - "P4_ST_GOV": 0.06593461907389087, - "P4_ST_LD": 0.04447578755365256, - "P4_ST_PO": 0.07400713580824514, - "P4_ST_PT01": 0.6095591577322685, - "P4_ST_TT01": 0.20075745027569403 + "P4_HT_PO": 1.0918064404320895, + "P4_LD": 0.06648199751018957, + "P4_ST_FD": 0.263902655859966, + "P4_ST_GOV": 0.10246351990065261, + "P4_ST_LD": 0.14908158468890886, + "P4_ST_PO": 0.08320378450571375, + "P4_ST_PT01": 0.7865836406029166, + "P4_ST_TT01": 0.062422633257636195 }, "discrete_jsd": { - "P1_FCV01D": 0.08077973193560833, - "P1_FCV01Z": 0.956189455918173, - "P1_FCV02D": 0.0606266273068572, + "P1_FCV01D": 0.09833180131798225, + "P1_FCV01Z": 0.2539154054227819, + "P1_FCV02D": 0.07925115505562264, "P1_PCV02D": 0.0, "P1_PP01AD": 0.0, "P1_PP01AR": 0.0, diff --git a/example/results/filtered_metrics.json b/example/results/filtered_metrics.json index a876548..306ecde 100644 --- a/example/results/filtered_metrics.json +++ b/example/results/filtered_metrics.json @@ -1,5 +1,5 @@ { - "filtered_avg_ks": 0.3386173878205128, + "filtered_avg_ks": 0.3190653044871795, "kept_features": [ "P1_B2004", "P1_B2016", diff --git a/example/results/ks_per_feature.csv b/example/results/ks_per_feature.csv index 2537cf4..5142286 100644 --- a/example/results/ks_per_feature.csv +++ b/example/results/ks_per_feature.csv @@ -1,54 +1,54 @@ feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max P2_MSD,1.0,1.0,1.0,600000,384,763.19324,763.19324 -P1_PIT02,0.8005475000000001,0.1953125,0.0026041666666666665,600000,384,0.17029,2.34695 -P4_ST_PT01,0.4924841666666666,0.0,0.0026041666666666665,600000,384,9916.0,10330.0 -P3_LCV01D,0.45815083333333334,0.4609375,0.0026041666666666665,600000,384,-288.0,18416.0 -P1_B4005,0.42708333333333337,0.1796875,0.4296875,600000,384,0.0,100.0 -P1_PCV02Z,0.41346249999999996,0.0,0.0,600000,384,11.76605,12.04071 -P4_ST_TT01,0.40832333333333337,0.0026041666666666665,0.0,600000,384,27530.0,27629.0 -P1_B4002,0.3742658333333333,0.03125,0.03125,600000,384,31.41343,33.6555 -P4_HT_LD,0.33388666666666666,0.3463541666666667,0.0,600000,384,-0.00723,83.10184 -P4_HT_FD,0.2657733333333333,0.0,0.0,600000,384,-0.02496,0.0293 -P3_PIT01,0.251845,0.0026041666666666665,0.0026041666666666665,600000,384,-24.0,3871.0 -P1_B2004,0.1847441666666667,0.0026041666666666665,0.015625,600000,384,0.02978,0.10196 -P1_B3005,0.18418583333333333,0.013020833333333334,0.010416666666666666,600000,384,894.71869,1121.94116 -P1_TIT01,0.16439749999999997,0.0026041666666666665,0.0026041666666666665,600000,384,34.68933,36.94763 +P1_PIT02,0.5733533333333334,0.005208333333333333,0.0,600000,384,0.17029,2.34695 +P3_PIT01,0.533095,0.013020833333333334,0.0,600000,384,-24.0,3871.0 +P4_ST_PT01,0.5087166666666666,0.0,0.0,600000,384,9916.0,10330.0 +P1_PCV02Z,0.48497500000000004,0.3411458333333333,0.0,600000,384,11.76605,12.04071 +P1_B4005,0.41666666666666663,0.5182291666666666,0.421875,600000,384,0.0,100.0 +P4_ST_TT01,0.3953025,0.0026041666666666665,0.0,600000,384,27530.0,27629.0 +P1_B4002,0.37515916666666665,0.3984375,0.0,600000,384,31.41343,33.6555 +P3_FIT01,0.37015583333333335,0.0234375,0.0,600000,384,-27.0,5421.0 +P4_HT_LD,0.34580083333333334,0.6796875,0.0026041666666666665,600000,384,-0.00723,83.10184 +P4_HT_FD,0.23909333333333332,0.0,0.0,600000,384,-0.02496,0.0293 +P1_B3005,0.17637333333333333,0.0026041666666666665,0.0,600000,384,894.71869,1121.94116 +P1_FCV02Z,0.17116666666666666,0.010416666666666666,0.0,600000,384,-1.89819,97.38312 +P3_LCV01D,0.16585666666666665,0.033854166666666664,0.0026041666666666665,600000,384,-288.0,18416.0 +P1_B2004,0.16277583333333334,0.026041666666666668,0.0078125,600000,384,0.02978,0.10196 P3_LCP01D,0.16091416666666666,0.0026041666666666665,0.0026041666666666665,600000,384,-8.0,13816.0 -P1_FCV02Z,0.15279416666666668,0.0,0.005208333333333333,600000,384,-1.89819,97.38312 -P1_FT02Z,0.14047833333333334,0.0078125,0.0026041666666666665,600000,384,25.02598,2857.54565 -P2_SIT01,0.13867416666666665,0.0,0.0,600000,384,752.0,826.0 -P1_B3004,0.13400166666666669,0.010416666666666666,0.010416666666666666,600000,384,369.75601,447.63004 -P1_B400B,0.13062416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,25.02598,2857.54565 -P3_FIT01,0.11403833333333332,0.005208333333333333,0.0,600000,384,-27.0,5421.0 -P4_HT_PO,0.111865,0.07291666666666667,0.0,600000,384,0.05423,85.17798 -P1_FT02,0.09471416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,4.80653,2006.56897 -P1_LCV01Z,0.08522916666666669,0.0078125,0.0,600000,384,0.28381,23.72894 -P1_FCV03Z,0.08152083333333332,0.0,0.0,600000,384,46.35773,73.0835 -P1_PCV01D,0.07552083333333337,0.0,0.07552083333333333,600000,384,24.99937,100.0 -P2_SIT02,0.07539333333333337,0.0,0.0,600000,384,751.53876,825.68994 -P1_FT03,0.07067499999999999,0.0,0.0,600000,384,187.88596,326.00403 -P1_FCV03D,0.06918583333333334,0.0,0.0,600000,384,45.96558,71.82662 -P1_PCV01Z,0.060832499999999956,0.0,0.010416666666666666,600000,384,25.53711,100.0 -P1_FT01,0.0566483333333333,0.0026041666666666665,0.0,600000,384,-15.60213,352.89764 -P1_FT01Z,0.05532500000000001,0.0026041666666666665,0.0,600000,384,0.0,1181.04492 -P1_LCV01D,0.051529999999999965,0.0026041666666666665,0.0,600000,384,2.12251,24.58632 -P1_FT03Z,0.05117333333333329,0.0,0.0,600000,384,867.38,1136.07874 -P2_VXT03,0.04682249999999999,0.0026041666666666665,0.0026041666666666665,600000,384,-2.1603,0.2445 -P1_TIT02,0.044837499999999975,0.0026041666666666665,0.0,600000,384,34.97925,40.4419 -P1_B4022,0.044090000000000074,0.0,0.0,600000,384,34.20232,38.65093 -P2_24Vdc,0.04159166666666669,0.0,0.0,600000,384,28.01254,28.04642 -P1_LIT01,0.035651666666666665,0.0026041666666666665,0.0026041666666666665,600000,384,355.98859,459.44928 +P1_B3004,0.15369333333333335,0.041666666666666664,0.0,600000,384,369.75601,447.63004 +P4_HT_PO,0.14073916666666664,0.16145833333333334,0.0,600000,384,0.05423,85.17798 +P2_SIT01,0.1309191666666667,0.0,0.0,600000,384,752.0,826.0 +P1_TIT01,0.12383250000000001,0.0026041666666666665,0.0026041666666666665,600000,384,34.68933,36.94763 +P1_FT02Z,0.11239500000000002,0.0546875,0.0026041666666666665,600000,384,25.02598,2857.54565 +P1_LCV01Z,0.10206666666666675,0.0026041666666666665,0.0,600000,384,0.28381,23.72894 +P1_B400B,0.0988633333333333,0.0026041666666666665,0.0026041666666666665,600000,384,25.02598,2857.54565 +P1_PCV01D,0.08333333333333337,0.0,0.08333333333333333,600000,384,24.99937,100.0 +P1_B4022,0.07863083333333332,0.0026041666666666665,0.0026041666666666665,600000,384,34.20232,38.65093 +P1_FT02,0.07860916666666667,0.0026041666666666665,0.0026041666666666665,600000,384,4.80653,2006.56897 +P2_SIT02,0.0753416666666667,0.0,0.0,600000,384,751.53876,825.68994 +P1_FCV03Z,0.07265833333333332,0.0,0.0,600000,384,46.35773,73.0835 +P1_FT03,0.07029749999999996,0.0,0.0,600000,384,187.88596,326.00403 +P1_FT03Z,0.06987000000000004,0.0,0.0,600000,384,867.38,1136.07874 +P1_FCV03D,0.0691,0.0,0.0,600000,384,45.96558,71.82662 +P1_PCV01Z,0.06778916666666668,0.0026041666666666665,0.005208333333333333,600000,384,25.53711,100.0 +P1_FT01Z,0.05663666666666667,0.0026041666666666665,0.0,600000,384,0.0,1181.04492 +P1_FT01,0.05593083333333332,0.0026041666666666665,0.0,600000,384,-15.60213,352.89764 +P1_LCV01D,0.051549999999999985,0.0026041666666666665,0.0,600000,384,2.12251,24.58632 +P2_VXT03,0.04696333333333336,0.0026041666666666665,0.0026041666666666665,600000,384,-2.1603,0.2445 +P1_LIT01,0.04080916666666666,0.0026041666666666665,0.0026041666666666665,600000,384,355.98859,459.44928 +P1_PIT01,0.04006916666666671,0.0,0.0,600000,384,0.9317,2.39578 +P2_24Vdc,0.03793166666666664,0.0026041666666666665,0.0,600000,384,28.01254,28.04642 P2_CO_rpm,0.03524333333333329,0.0,0.0,600000,384,53975.0,54185.0 -P2_HILout,0.032365833333333316,0.0,0.0,600000,384,653.75977,775.1648 -P2_VYT03,0.030539166666666673,0.0026041666666666665,0.0026041666666666665,600000,384,4.5149,7.3006 -P4_ST_FD,0.02765500000000004,0.0026041666666666665,0.0026041666666666665,600000,384,-0.05244,0.05035 -P2_VXT02,0.02734666666666663,0.0026041666666666665,0.0026041666666666665,600000,384,-4.4009,-1.7734 -P1_PIT01,0.026545833333333338,0.0,0.0026041666666666665,600000,384,0.9317,2.39578 -P2_VYT02,0.021624166666666667,0.0026041666666666665,0.0026041666666666665,600000,384,2.4162,5.156 -P2_VT01,0.010640833333333335,0.0026041666666666665,0.0026041666666666665,600000,384,11.76047,12.06294 -P1_B2016,0.009901666666666642,0.0026041666666666665,0.0026041666666666665,600000,384,0.94729,2.0523 -P3_LIT01,0.009228333333333338,0.0,0.0026041666666666665,600000,384,5084.0,19730.0 -P4_ST_PO,0.004804999999999948,0.0026041666666666665,0.0026041666666666665,600000,384,233.56122,498.86066 -P4_ST_LD,0.004610833333333342,0.0026041666666666665,0.0026041666666666665,600000,384,229.87201,499.62018 -P4_ST_GOV,0.00450583333333332,0.0026041666666666665,0.0026041666666666665,600000,384,12625.0,26927.0 -P4_LD,0.0033483333333333143,0.0026041666666666665,0.0026041666666666665,600000,384,231.13788,499.76489 +P4_ST_FD,0.03412333333333328,0.0026041666666666665,0.0026041666666666665,600000,384,-0.05244,0.05035 +P2_VYT03,0.03054166666666666,0.0026041666666666665,0.0026041666666666665,600000,384,4.5149,7.3006 +P2_VXT02,0.027084166666666687,0.0026041666666666665,0.0026041666666666665,600000,384,-4.4009,-1.7734 +P2_VYT02,0.0216875,0.0026041666666666665,0.0026041666666666665,600000,384,2.4162,5.156 +P1_TIT02,0.018258333333333376,0.005208333333333333,0.0026041666666666665,600000,384,34.97925,40.4419 +P2_HILout,0.01677083333333329,0.0026041666666666665,0.0026041666666666665,600000,384,653.75977,775.1648 +P2_VT01,0.010516666666666667,0.0026041666666666665,0.0026041666666666665,600000,384,11.76047,12.06294 +P1_B2016,0.009704999999999964,0.0026041666666666665,0.0026041666666666665,600000,384,0.94729,2.0523 +P3_LIT01,0.00915083333333333,0.0,0.0026041666666666665,600000,384,5084.0,19730.0 +P4_ST_PO,0.004858333333333298,0.0026041666666666665,0.0026041666666666665,600000,384,233.56122,498.86066 +P4_ST_GOV,0.004589999999999983,0.0026041666666666665,0.0026041666666666665,600000,384,12625.0,26927.0 +P4_ST_LD,0.00441333333333338,0.0026041666666666665,0.0026041666666666665,600000,384,229.87201,499.62018 +P4_LD,0.003527499999999989,0.0026041666666666665,0.0026041666666666665,600000,384,231.13788,499.76489 diff --git a/example/results/ks_summary.json b/example/results/ks_summary.json index 8405758..083992f 100644 --- a/example/results/ks_summary.json +++ b/example/results/ks_summary.json @@ -5,10 +5,10 @@ "top_k_features": [ "P2_MSD", "P1_PIT02", + "P3_PIT01", "P4_ST_PT01", - "P3_LCV01D", - "P1_B4005", "P1_PCV02Z", + "P1_B4005", "P4_ST_TT01", "P1_B4002" ] diff --git a/example/results/metrics_history.csv b/example/results/metrics_history.csv index 769251a..a1c3e13 100644 --- a/example/results/metrics_history.csv +++ b/example/results/metrics_history.csv @@ -15,3 +15,4 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff 2026-01-28T11:27:57.010675,None,None,None 2026-01-28T15:06:13.198144,0.30925147405660375,0.03503984996838547,0.2722453599605884 2026-02-03T19:54:15.128968,0.3215058962264151,0.04221522366002455,0.27680991224125195 +2026-03-26T14:27:38.693728,0.40248121069182385,0.01659609083832257,0.2859088424512934 diff --git a/example/results/program_stats.json b/example/results/program_stats.json index 51ce186..5767f4b 100644 --- a/example/results/program_stats.json +++ b/example/results/program_stats.json @@ -1,41 +1,146 @@ { "features": [ + "P1_B2004", + "P1_B3004", + "P1_B3005", + "P1_B4002", + "P1_B4005", + "P1_FCV02Z", + "P1_FT02Z", "P1_FT03Z", "P1_PCV02Z", - "P1_PIT02", + "P2_MSD", "P4_HT_LD" ], "generated": { - "P1_FT03Z": { - "num_changes": 371, - "mean_dwell": 1.032258064516129, + "P1_B2004": { + "num_changes": 362, + "mean_dwell": 1.0578512396694215, + "median_dwell": 1, + "mean_step": 0.014068839779005526, + "median_step": 0.0017450000000000035 + }, + "P1_B3004": { + "num_changes": 370, + "mean_dwell": 1.0350404312668464, + "median_dwell": 1, + "mean_step": 14.772569108108106, + "median_step": 10.804780000000022 + }, + "P1_B3005": { + "num_changes": 362, + "mean_dwell": 1.0578512396694215, + "median_dwell": 1, + "mean_step": 64.28072179558009, + "median_step": 41.22817999999995 + }, + "P1_B4002": { + "num_changes": 308, + "mean_dwell": 1.2427184466019416, + "median_dwell": 1, + "mean_step": 0.84134159090909, + "median_step": 0.727489999999996 + }, + "P1_B4005": { + "num_changes": 295, + "mean_dwell": 1.2972972972972974, "median_dwell": 1.0, - "mean_step": 8.410132614555256, - "median_step": 2.288819999999987 + "mean_step": 60.72382738983051, + "median_step": 68.81372999999999 + }, + "P1_FCV02Z": { + "num_changes": 363, + "mean_dwell": 1.054945054945055, + "median_dwell": 1.0, + "mean_step": 40.38093564738292, + "median_step": 27.59552 + }, + "P1_FT02Z": { + "num_changes": 378, + "mean_dwell": 1.0131926121372032, + "median_dwell": 1, + "mean_step": 1312.3134696560846, + "median_step": 1284.64392 + }, + "P1_FT03Z": { + "num_changes": 380, + "mean_dwell": 1.0078740157480315, + "median_dwell": 1, + "mean_step": 64.74391136842105, + "median_step": 62.41061000000008 }, "P1_PCV02Z": { + "num_changes": 280, + "mean_dwell": 1.3665480427046264, + "median_dwell": 1, + "mean_step": 0.14493032142857148, + "median_step": 0.2212499999999995 + }, + "P2_MSD": { "num_changes": 0, "mean_dwell": 384.0, "median_dwell": 384, "mean_step": null, "median_step": null }, - "P1_PIT02": { - "num_changes": 66, - "mean_dwell": 5.731343283582089, - "median_dwell": 2, - "mean_step": 0.2720306060606061, - "median_step": 0.10452 - }, "P4_HT_LD": { - "num_changes": 15, - "mean_dwell": 24.0, - "median_dwell": 2.5, - "mean_step": 0.03375866666666667, - "median_step": 0.02171 + "num_changes": 347, + "mean_dwell": 1.103448275862069, + "median_dwell": 1.0, + "mean_step": 41.314147060518735, + "median_step": 54.116029999999995 } }, "reference": { + "P1_B2004": { + "num_changes": 854, + "mean_dwell": 701.7543859649123, + "median_dwell": 1, + "mean_step": 0.0017408899297423888, + "median_step": 0.0001900000000000096 + }, + "P1_B3004": { + "num_changes": 893, + "mean_dwell": 671.1409395973154, + "median_dwell": 1.0, + "mean_step": 1.3647845352743562, + "median_step": 1.2404200000000287 + }, + "P1_B3005": { + "num_changes": 898, + "mean_dwell": 667.4082313681869, + "median_dwell": 1, + "mean_step": 4.884911592427618, + "median_step": 3.892939999999953 + }, + "P1_B4002": { + "num_changes": 539, + "mean_dwell": 1111.111111111111, + "median_dwell": 1.0, + "mean_step": 0.03526690166975881, + "median_step": 0.02238999999999436 + }, + "P1_B4005": { + "num_changes": 250836, + "mean_dwell": 2.391991612082747, + "median_dwell": 1, + "mean_step": 0.040824411448117486, + "median_step": 0.030469999999999997 + }, + "P1_FCV02Z": { + "num_changes": 166548, + "mean_dwell": 3.60254339563732, + "median_dwell": 1, + "mean_step": 0.8654128744265918, + "median_step": 0.3738399999999995 + }, + "P1_FT02Z": { + "num_changes": 578336, + "mean_dwell": 1.037457399405537, + "median_dwell": 1, + "mean_step": 12.932503875670891, + "median_step": 5.334469999999783 + }, "P1_FT03Z": { "num_changes": 513521, "mean_dwell": 1.168401743255401, @@ -50,12 +155,12 @@ "mean_step": 0.008172025946107907, "median_step": 0.007630000000000692 }, - "P1_PIT02": { - "num_changes": 475007, - "mean_dwell": 1.263136620856912, - "median_dwell": 1.0, - "mean_step": 0.014330501550503465, - "median_step": 0.0015299999999999758 + "P2_MSD": { + "num_changes": 0, + "mean_dwell": 600000.0, + "median_dwell": 600000, + "mean_step": null, + "median_step": null }, "P4_HT_LD": { "num_changes": 381284, diff --git a/example/results/pv_stats.json b/example/results/pv_stats.json index ad66132..731acf1 100644 --- a/example/results/pv_stats.json +++ b/example/results/pv_stats.json @@ -6,22 +6,22 @@ ], "generated": { "P1_PIT02": { - "q05": 0.17029, - "q50": 0.27481, - "q95": 0.27481, - "tail_ratio": 0.0 + "q05": 0.1741, + "q50": 0.1741, + "q95": 0.27634, + "tail_ratio": null }, "P2_SIT02": { - "q05": 774.91748, - "q50": 784.55347, - "q95": 791.68481, - "tail_ratio": 0.7400734122804224 + "q05": 774.88641, + "q50": 784.55292, + "q95": 791.69409, + "tail_ratio": 0.7387536970426737 }, "P1_FT03": { - "q05": 209.11856, - "q50": 298.72894, + "q05": 209.02019, + "q50": 298.91965, "q95": 316.08582, - "tail_ratio": 0.1936927396134241 + "tail_ratio": 0.19094853295003136 } }, "reference": { diff --git a/example/results/ranked_ks.csv b/example/results/ranked_ks.csv index 000b264..b6ea0c8 100644 --- a/example/results/ranked_ks.csv +++ b/example/results/ranked_ks.csv @@ -1,54 +1,54 @@ rank,feature,ks,contribution_to_avg,avg_ks_if_remove_top_n -1,P1_B4002,0.792321,0.014949,0.323380 -2,P1_PIT02,0.791783,0.014939,0.314196 -3,P1_FCV02Z,0.774600,0.014615,0.304988 -4,P1_B3004,0.671875,0.012677,0.297501 -5,P1_B2004,0.659558,0.012444,0.289958 -6,P1_PCV02Z,0.658854,0.012431,0.282109 -7,P1_B4022,0.575633,0.010861,0.275728 -8,P1_PCV01D,0.530458,0.010009,0.270067 -9,P1_B3005,0.529300,0.009987,0.264175 -10,P1_FT03,0.524100,0.009889,0.258131 -11,P1_PCV01Z,0.518442,0.009782,0.251933 -12,P3_FIT01,0.508121,0.009587,0.245684 -13,P2_SIT02,0.501667,0.009465,0.239285 -14,P1_FCV03Z,0.492392,0.009290,0.232795 -15,P1_LIT01,0.491263,0.009269,0.225993 -16,P1_FT03Z,0.490842,0.009261,0.218835 -17,P1_FCV03D,0.487788,0.009204,0.211364 -18,P1_FT01,0.475008,0.008962,0.203831 -19,P1_FT01Z,0.475008,0.008962,0.195856 -20,P1_B400B,0.473254,0.008929,0.187450 -21,P1_FT02Z,0.470004,0.008868,0.178620 -22,P2_SIT01,0.460079,0.008681,0.169540 -23,P1_FT02,0.458708,0.008655,0.159902 -24,P1_LCV01Z,0.454667,0.008579,0.149737 -25,P1_LCV01D,0.447133,0.008436,0.139116 -26,P2_VXT03,0.436821,0.008242,0.128090 -27,P3_PIT01,0.356771,0.006732,0.119294 -28,P1_B4005,0.306262,0.005779,0.111816 -29,P2_VXT02,0.281979,0.005320,0.104726 -30,P2_VYT03,0.269558,0.005086,0.097559 -31,P2_VYT02,0.250221,0.004721,0.090620 -32,P4_ST_PT01,0.205487,0.003877,0.085150 -33,P3_LCP01D,0.186950,0.003527,0.080060 -34,P1_TIT01,0.154500,0.002915,0.076142 -35,P3_LCV01D,0.151042,0.002850,0.071981 -36,P1_PIT01,0.146917,0.002772,0.067573 -37,P2_VT01,0.122667,0.002314,0.064129 -38,P4_HT_FD,0.111662,0.002107,0.060961 -39,P2_24Vdc,0.111175,0.002098,0.057374 -40,P1_TIT02,0.100904,0.001904,0.054025 -41,P2_CO_rpm,0.100346,0.001893,0.050165 -42,P3_LIT01,0.093337,0.001761,0.046241 -43,P4_HT_PO,0.087088,0.001643,0.042156 -44,P4_ST_TT01,0.081412,0.001536,0.037794 -45,P4_HT_LD,0.067425,0.001272,0.034090 -46,P2_HILout,0.064279,0.001213,0.029777 -47,P1_B2016,0.043192,0.000815,0.027542 -48,P4_ST_PO,0.035825,0.000676,0.025885 -49,P4_ST_GOV,0.035075,0.000662,0.023588 -50,P4_ST_LD,0.032454,0.000612,0.020632 -51,P4_LD,0.031079,0.000586,0.015408 -52,P4_ST_FD,0.030817,0.000581,0.000000 +1,P1_B4002,0.792321,0.014949,0.303828 +2,P1_FCV02Z,0.774600,0.014615,0.294598 +3,P1_B3004,0.671875,0.012677,0.287052 +4,P1_B2004,0.659558,0.012444,0.279450 +5,P1_PCV02Z,0.658854,0.012431,0.271546 +6,P1_B4022,0.575633,0.010861,0.265076 +7,P1_PIT02,0.554792,0.010468,0.258777 +8,P1_PCV01D,0.530458,0.010009,0.252740 +9,P1_B3005,0.529300,0.009987,0.246455 +10,P1_FT03,0.524100,0.009889,0.239998 +11,P1_PCV01Z,0.518442,0.009782,0.233368 +12,P2_SIT02,0.500967,0.009452,0.226841 +13,P1_LIT01,0.491263,0.009269,0.220231 +14,P2_SIT01,0.484875,0.009149,0.213445 +15,P1_FT01,0.475008,0.008962,0.206562 +16,P1_FT01Z,0.473496,0.008934,0.199347 +17,P1_FT03Z,0.469508,0.008859,0.191843 +18,P1_FT02,0.463475,0.008745,0.184082 +19,P1_B400B,0.459675,0.008673,0.175976 +20,P1_FCV03D,0.451625,0.008521,0.167623 +21,P2_VXT03,0.436621,0.008238,0.159217 +22,P3_PIT01,0.421875,0.007960,0.150744 +23,P1_FCV03Z,0.409858,0.007733,0.142107 +24,P1_FT02Z,0.402996,0.007604,0.133111 +25,P1_LCV01Z,0.397625,0.007502,0.123664 +26,P1_LCV01D,0.385992,0.007283,0.113948 +27,P1_B4005,0.306262,0.005779,0.106552 +28,P2_VXT02,0.281529,0.005312,0.099552 +29,P2_VYT03,0.269654,0.005088,0.092465 +30,P2_VYT02,0.250325,0.004723,0.085601 +31,P3_FIT01,0.246750,0.004656,0.078277 +32,P4_ST_PT01,0.190787,0.003600,0.072919 +33,P1_PIT01,0.159929,0.003018,0.068568 +34,P2_24Vdc,0.135483,0.002556,0.065046 +35,P4_HT_FD,0.130133,0.002455,0.061431 +36,P2_VT01,0.123363,0.002328,0.057787 +37,P1_TIT01,0.102437,0.001933,0.054997 +38,P2_CO_rpm,0.097817,0.001846,0.052142 +39,P1_TIT02,0.097646,0.001842,0.048892 +40,P3_LIT01,0.093487,0.001764,0.045462 +41,P2_HILout,0.082425,0.001555,0.042381 +42,P3_LCV01D,0.077550,0.001463,0.039184 +43,P4_ST_TT01,0.069733,0.001316,0.036129 +44,P4_HT_LD,0.067425,0.001272,0.032652 +45,P4_HT_PO,0.059704,0.001126,0.029270 +46,P1_B2016,0.043592,0.000822,0.027224 +47,P4_ST_FD,0.038550,0.000727,0.025337 +48,P4_ST_PO,0.035875,0.000677,0.023229 +49,P4_ST_GOV,0.035075,0.000662,0.020268 +50,P4_ST_LD,0.032537,0.000614,0.016178 +51,P4_LD,0.031375,0.000592,0.008579 +52,P3_LCP01D,0.017158,0.000324,-0.000000 53,P2_MSD,0.000000,0.000000,