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transformer success 2.0

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MZ YANG
2026-01-28 11:19:27 +08:00
parent f7034c3917
commit e2974342d5
19 changed files with 591439 additions and 64030 deletions
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example/results/ks_per_feature.csv
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@@ -1,54 +1,54 @@
feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max
P1_B4002,1.0,0.0,0.0,600000,512,31.41343,33.6555
P1_PCV02Z,1.0,0.0,0.0,600000,512,11.76605,12.04071
P2_24Vdc,1.0,0.0,0.0,600000,512,28.01254,28.04642
P2_MSD,1.0,0.0,0.0,600000,512,763.19324,763.19324
P4_ST_PT01,1.0,0.0,0.0,600000,512,9916.0,10330.0
P4_ST_TT01,1.0,0.0,0.0,600000,512,27530.0,27629.0
P2_HILout,0.999985,0.0,0.0,600000,512,653.75977,775.1648
P4_LD,0.9999783333333333,0.0,0.0,600000,512,231.13788,499.76489
P1_FT02,0.9999666666666667,0.0,0.626953125,600000,512,4.80653,2006.56897
P2_CO_rpm,0.9999416666666666,0.0,0.0,600000,512,53975.0,54185.0
P3_LIT01,0.9999366666666667,0.0,0.0,600000,512,5084.0,19730.0
P4_ST_GOV,0.99992,0.0,0.0,600000,512,12625.0,26927.0
P4_ST_PO,0.99992,0.0,0.0,600000,512,233.56122,498.86066
P4_ST_LD,0.99986,0.0,0.0,600000,512,229.87201,499.62018
P1_PIT01,0.999805,0.0,0.0,600000,512,0.9317,2.39578
P1_TIT02,0.9997766666666666,0.0,0.0,600000,512,34.97925,40.4419
P2_SIT01,0.999595,0.0,0.0,600000,512,752.0,826.0
P2_SIT02,0.999575,0.0,0.0,600000,512,751.53876,825.68994
P3_PIT01,0.9995733333333333,0.0,0.0,600000,512,-24.0,3871.0
P1_LCV01D,0.99948,0.0,0.0,600000,512,2.12251,24.58632
P1_LCV01Z,0.9994033333333333,0.0,0.0,600000,512,0.28381,23.72894
P1_FT01Z,0.9990066666666667,0.0,0.0,600000,512,0.0,1181.04492
P1_FT01,0.9990016666666667,0.0,0.0,600000,512,-15.60213,352.89764
P1_B4022,0.9986083333333333,0.0,0.0,600000,512,34.20232,38.65093
P1_TIT01,0.995735,0.0,0.0,600000,512,34.68933,36.94763
P1_FT03Z,0.99484,0.0,0.0,600000,512,867.38,1136.07874
P1_FT03,0.994825,0.0,0.0,600000,512,187.88596,326.00403
P2_VT01,0.990335,0.0,0.0,600000,512,11.76047,12.06294
P4_HT_FD,0.98955,0.0,0.0,600000,512,-0.02496,0.0293
P1_B2016,0.9866766666666666,0.0,0.0,600000,512,0.94729,2.0523
P1_FCV03Z,0.9844216666666666,0.0,0.0,600000,512,46.35773,73.0835
P1_FCV03D,0.9841866666666667,0.0,0.0,600000,512,45.96558,71.82662
P2_VXT02,0.9841566666666667,0.0,0.0,600000,512,-4.4009,-1.7734
P3_FIT01,0.978510625,0.0,0.0,600000,512,-27.0,5421.0
P2_VYT03,0.9652733333333333,0.0,0.0,600000,512,4.5149,7.3006
P2_VYT02,0.9407702083333334,0.0,0.0,600000,512,2.4162,5.156
P3_LCV01D,0.9366664583333333,0.939453125,0.0,600000,512,-288.0,18416.0
P1_LIT01,0.9333883333333334,0.0,0.0,600000,512,355.98859,459.44928
P1_PIT02,0.9235852083333334,0.0,0.0,600000,512,0.17029,2.34695
P1_B3005,0.9107983333333334,0.0,0.0,600000,512,894.71869,1121.94116
P1_B3004,0.86004,0.0,0.0,600000,512,369.75601,447.63004
P1_B2004,0.856095,0.0,0.0,600000,512,0.02978,0.10196
P2_VXT03,0.8187450000000001,0.0,0.0,600000,512,-2.1603,0.2445
P3_LCP01D,0.795911875,0.0,0.0,600000,512,-8.0,13816.0
P1_FCV02Z,0.6783866666666667,0.0,0.0,600000,512,-1.89819,97.38312
P1_PCV01D,0.671,0.0,0.0,600000,512,24.99937,100.0
P1_PCV01Z,0.65886,0.0,0.0,600000,512,25.53711,100.0
P1_B400B,0.5770383333333333,0.0,0.0,600000,512,25.02598,2857.54565
P1_FT02Z,0.5770299999999999,0.0,0.0,600000,512,25.02598,2857.54565
P1_B4005,0.5566222916666667,0.0,0.046875,600000,512,0.0,100.0
P4_HT_PO,0.54323,0.0,0.0,600000,512,0.05423,85.17798
P4_HT_LD,0.520985,0.0,0.0,600000,512,-0.00723,83.10184
P4_ST_FD,0.5170516666666667,0.0,0.0,600000,512,-0.05244,0.05035
P2_MSD,1.0,1.0,1.0,600000,512,763.19324,763.19324
P1_B4002,0.9767216666666667,1.0,0.0,600000,512,31.41343,33.6555
P1_PCV02Z,0.47716250000000004,0.140625,0.0,600000,512,11.76605,12.04071
P1_B4005,0.47217020833333334,0.591796875,0.408203125,600000,512,0.0,100.0
P4_HT_PO,0.46741541666666664,0.55859375,0.0,600000,512,0.05423,85.17798
P1_PIT02,0.4569416666666667,0.01953125,0.001953125,600000,512,0.17029,2.34695
P1_FCV02Z,0.4500704166666667,0.099609375,0.001953125,600000,512,-1.89819,97.38312
P4_ST_PT01,0.43067999999999995,0.0,0.0,600000,512,9916.0,10330.0
P4_HT_LD,0.38291020833333334,0.716796875,0.001953125,600000,512,-0.00723,83.10184
P4_HT_FD,0.36741708333333334,0.0,0.0,600000,512,-0.02496,0.0293
P4_ST_TT01,0.33223833333333336,0.001953125,0.0,600000,512,27530.0,27629.0
P3_PIT01,0.2626179166666667,0.001953125,0.001953125,600000,512,-24.0,3871.0
P3_LCV01D,0.23549458333333334,0.23828125,0.001953125,600000,512,-288.0,18416.0
P1_B2004,0.2301385416666667,0.015625,0.0,600000,512,0.02978,0.10196
P3_FIT01,0.21002708333333334,0.001953125,0.0,600000,512,-27.0,5421.0
P1_B3005,0.17442020833333333,0.0,0.005859375,600000,512,894.71869,1121.94116
P2_SIT01,0.1462402083333333,0.0,0.0,600000,512,752.0,826.0
P3_LCP01D,0.13617458333333332,0.02734375,0.0,600000,512,-8.0,13816.0
P1_B3004,0.13465270833333332,0.046875,0.0078125,600000,512,369.75601,447.63004
P1_FCV03Z,0.11582604166666667,0.0,0.0,600000,512,46.35773,73.0835
P1_PCV01D,0.08203125,0.0,0.083984375,600000,512,24.99937,100.0
P1_B4022,0.07839895833333332,0.001953125,0.001953125,600000,512,34.20232,38.65093
P1_LCV01Z,0.07812166666666667,0.078125,0.0,600000,512,0.28381,23.72894
P2_SIT02,0.07499833333333328,0.0,0.0,600000,512,751.53876,825.68994
P1_TIT02,0.07074770833333333,0.001953125,0.001953125,600000,512,34.97925,40.4419
P1_FT03,0.07055520833333334,0.0,0.0,600000,512,187.88596,326.00403
P1_FT03Z,0.07046875000000002,0.0,0.0,600000,512,867.38,1136.07874
P1_FCV03D,0.06953958333333332,0.0,0.0,600000,512,45.96558,71.82662
P1_PCV01Z,0.06753729166666667,0.001953125,0.00390625,600000,512,25.53711,100.0
P1_FT02,0.06438541666666664,0.001953125,0.001953125,600000,512,4.80653,2006.56897
P1_B400B,0.06315145833333335,0.001953125,0.001953125,600000,512,25.02598,2857.54565
P1_FT02Z,0.06308312500000002,0.001953125,0.0,600000,512,25.02598,2857.54565
P1_FT01,0.05535458333333332,0.001953125,0.0,600000,512,-15.60213,352.89764
P1_FT01Z,0.055342916666666686,0.001953125,0.0,600000,512,0.0,1181.04492
P1_LCV01D,0.05142354166666668,0.001953125,0.0,600000,512,2.12251,24.58632
P2_VXT03,0.046704791666666634,0.001953125,0.001953125,600000,512,-2.1603,0.2445
P1_TIT01,0.045634375000000005,0.001953125,0.001953125,600000,512,34.68933,36.94763
P2_24Vdc,0.04155104166666668,0.001953125,0.001953125,600000,512,28.01254,28.04642
P2_CO_rpm,0.03524333333333329,0.0,0.0,600000,512,53975.0,54185.0
P1_LIT01,0.03139354166666666,0.001953125,0.001953125,600000,512,355.98859,459.44928
P2_VYT03,0.030566874999999993,0.001953125,0.001953125,600000,512,4.5149,7.3006
P1_PIT01,0.029997291666666648,0.0,0.0,600000,512,0.9317,2.39578
P4_ST_FD,0.028957083333333355,0.001953125,0.001953125,600000,512,-0.05244,0.05035
P2_VXT02,0.026957083333333354,0.001953125,0.001953125,600000,512,-4.4009,-1.7734
P2_VYT02,0.021446458333333335,0.001953125,0.001953125,600000,512,2.4162,5.156
P2_HILout,0.016215208333333342,0.001953125,0.001953125,600000,512,653.75977,775.1648
P2_VT01,0.010555416666666664,0.001953125,0.001953125,600000,512,11.76047,12.06294
P3_LIT01,0.009342083333333334,0.0,0.001953125,600000,512,5084.0,19730.0
P1_B2016,0.00932104166666664,0.001953125,0.001953125,600000,512,0.94729,2.0523
P4_ST_LD,0.004100416666666662,0.001953125,0.001953125,600000,512,229.87201,499.62018
P4_ST_PO,0.004036041666666712,0.001953125,0.001953125,600000,512,233.56122,498.86066
P4_ST_GOV,0.003973333333333384,0.001953125,0.001953125,600000,512,12625.0,26927.0
P4_LD,0.003333958333333331,0.001953125,0.001953125,600000,512,231.13788,499.76489
1 feature ks gen_frac_at_min gen_frac_at_max real_n gen_n real_min real_max
2 P1_B4002 P2_MSD 1.0 0.0 1.0 0.0 1.0 600000 512 31.41343 763.19324 33.6555 763.19324
3 P1_PCV02Z P1_B4002 1.0 0.9767216666666667 0.0 1.0 0.0 600000 512 11.76605 31.41343 12.04071 33.6555
4 P2_24Vdc P1_PCV02Z 1.0 0.47716250000000004 0.0 0.140625 0.0 600000 512 28.01254 11.76605 28.04642 12.04071
5 P2_MSD P1_B4005 1.0 0.47217020833333334 0.0 0.591796875 0.0 0.408203125 600000 512 763.19324 0.0 763.19324 100.0
6 P4_ST_PT01 P4_HT_PO 1.0 0.46741541666666664 0.0 0.55859375 0.0 600000 512 9916.0 0.05423 10330.0 85.17798
7 P4_ST_TT01 P1_PIT02 1.0 0.4569416666666667 0.0 0.01953125 0.0 0.001953125 600000 512 27530.0 0.17029 27629.0 2.34695
8 P2_HILout P1_FCV02Z 0.999985 0.4500704166666667 0.0 0.099609375 0.0 0.001953125 600000 512 653.75977 -1.89819 775.1648 97.38312
9 P4_LD P4_ST_PT01 0.9999783333333333 0.43067999999999995 0.0 0.0 600000 512 231.13788 9916.0 499.76489 10330.0
10 P1_FT02 P4_HT_LD 0.9999666666666667 0.38291020833333334 0.0 0.716796875 0.626953125 0.001953125 600000 512 4.80653 -0.00723 2006.56897 83.10184
11 P2_CO_rpm P4_HT_FD 0.9999416666666666 0.36741708333333334 0.0 0.0 600000 512 53975.0 -0.02496 54185.0 0.0293
12 P3_LIT01 P4_ST_TT01 0.9999366666666667 0.33223833333333336 0.0 0.001953125 0.0 600000 512 5084.0 27530.0 19730.0 27629.0
13 P4_ST_GOV P3_PIT01 0.99992 0.2626179166666667 0.0 0.001953125 0.0 0.001953125 600000 512 12625.0 -24.0 26927.0 3871.0
14 P4_ST_PO P3_LCV01D 0.99992 0.23549458333333334 0.0 0.23828125 0.0 0.001953125 600000 512 233.56122 -288.0 498.86066 18416.0
15 P4_ST_LD P1_B2004 0.99986 0.2301385416666667 0.0 0.015625 0.0 600000 512 229.87201 0.02978 499.62018 0.10196
16 P1_PIT01 P3_FIT01 0.999805 0.21002708333333334 0.0 0.001953125 0.0 600000 512 0.9317 -27.0 2.39578 5421.0
17 P1_TIT02 P1_B3005 0.9997766666666666 0.17442020833333333 0.0 0.0 0.005859375 600000 512 34.97925 894.71869 40.4419 1121.94116
18 P2_SIT01 0.999595 0.1462402083333333 0.0 0.0 600000 512 752.0 826.0
19 P2_SIT02 P3_LCP01D 0.999575 0.13617458333333332 0.0 0.02734375 0.0 600000 512 751.53876 -8.0 825.68994 13816.0
20 P3_PIT01 P1_B3004 0.9995733333333333 0.13465270833333332 0.0 0.046875 0.0 0.0078125 600000 512 -24.0 369.75601 3871.0 447.63004
21 P1_LCV01D P1_FCV03Z 0.99948 0.11582604166666667 0.0 0.0 600000 512 2.12251 46.35773 24.58632 73.0835
22 P1_LCV01Z P1_PCV01D 0.9994033333333333 0.08203125 0.0 0.0 0.083984375 600000 512 0.28381 24.99937 23.72894 100.0
23 P1_FT01Z P1_B4022 0.9990066666666667 0.07839895833333332 0.0 0.001953125 0.0 0.001953125 600000 512 0.0 34.20232 1181.04492 38.65093
24 P1_FT01 P1_LCV01Z 0.9990016666666667 0.07812166666666667 0.0 0.078125 0.0 600000 512 -15.60213 0.28381 352.89764 23.72894
25 P1_B4022 P2_SIT02 0.9986083333333333 0.07499833333333328 0.0 0.0 600000 512 34.20232 751.53876 38.65093 825.68994
26 P1_TIT01 P1_TIT02 0.995735 0.07074770833333333 0.0 0.001953125 0.0 0.001953125 600000 512 34.68933 34.97925 36.94763 40.4419
27 P1_FT03Z P1_FT03 0.99484 0.07055520833333334 0.0 0.0 600000 512 867.38 187.88596 1136.07874 326.00403
28 P1_FT03 P1_FT03Z 0.994825 0.07046875000000002 0.0 0.0 600000 512 187.88596 867.38 326.00403 1136.07874
29 P2_VT01 P1_FCV03D 0.990335 0.06953958333333332 0.0 0.0 600000 512 11.76047 45.96558 12.06294 71.82662
30 P4_HT_FD P1_PCV01Z 0.98955 0.06753729166666667 0.0 0.001953125 0.0 0.00390625 600000 512 -0.02496 25.53711 0.0293 100.0
31 P1_B2016 P1_FT02 0.9866766666666666 0.06438541666666664 0.0 0.001953125 0.0 0.001953125 600000 512 0.94729 4.80653 2.0523 2006.56897
32 P1_FCV03Z P1_B400B 0.9844216666666666 0.06315145833333335 0.0 0.001953125 0.0 0.001953125 600000 512 46.35773 25.02598 73.0835 2857.54565
33 P1_FCV03D P1_FT02Z 0.9841866666666667 0.06308312500000002 0.0 0.001953125 0.0 600000 512 45.96558 25.02598 71.82662 2857.54565
34 P2_VXT02 P1_FT01 0.9841566666666667 0.05535458333333332 0.0 0.001953125 0.0 600000 512 -4.4009 -15.60213 -1.7734 352.89764
35 P3_FIT01 P1_FT01Z 0.978510625 0.055342916666666686 0.0 0.001953125 0.0 600000 512 -27.0 0.0 5421.0 1181.04492
36 P2_VYT03 P1_LCV01D 0.9652733333333333 0.05142354166666668 0.0 0.001953125 0.0 600000 512 4.5149 2.12251 7.3006 24.58632
37 P2_VYT02 P2_VXT03 0.9407702083333334 0.046704791666666634 0.0 0.001953125 0.0 0.001953125 600000 512 2.4162 -2.1603 5.156 0.2445
38 P3_LCV01D P1_TIT01 0.9366664583333333 0.045634375000000005 0.939453125 0.001953125 0.0 0.001953125 600000 512 -288.0 34.68933 18416.0 36.94763
39 P1_LIT01 P2_24Vdc 0.9333883333333334 0.04155104166666668 0.0 0.001953125 0.0 0.001953125 600000 512 355.98859 28.01254 459.44928 28.04642
40 P1_PIT02 P2_CO_rpm 0.9235852083333334 0.03524333333333329 0.0 0.0 600000 512 0.17029 53975.0 2.34695 54185.0
41 P1_B3005 P1_LIT01 0.9107983333333334 0.03139354166666666 0.0 0.001953125 0.0 0.001953125 600000 512 894.71869 355.98859 1121.94116 459.44928
42 P1_B3004 P2_VYT03 0.86004 0.030566874999999993 0.0 0.001953125 0.0 0.001953125 600000 512 369.75601 4.5149 447.63004 7.3006
43 P1_B2004 P1_PIT01 0.856095 0.029997291666666648 0.0 0.0 600000 512 0.02978 0.9317 0.10196 2.39578
44 P2_VXT03 P4_ST_FD 0.8187450000000001 0.028957083333333355 0.0 0.001953125 0.0 0.001953125 600000 512 -2.1603 -0.05244 0.2445 0.05035
45 P3_LCP01D P2_VXT02 0.795911875 0.026957083333333354 0.0 0.001953125 0.0 0.001953125 600000 512 -8.0 -4.4009 13816.0 -1.7734
46 P1_FCV02Z P2_VYT02 0.6783866666666667 0.021446458333333335 0.0 0.001953125 0.0 0.001953125 600000 512 -1.89819 2.4162 97.38312 5.156
47 P1_PCV01D P2_HILout 0.671 0.016215208333333342 0.0 0.001953125 0.0 0.001953125 600000 512 24.99937 653.75977 100.0 775.1648
48 P1_PCV01Z P2_VT01 0.65886 0.010555416666666664 0.0 0.001953125 0.0 0.001953125 600000 512 25.53711 11.76047 100.0 12.06294
49 P1_B400B P3_LIT01 0.5770383333333333 0.009342083333333334 0.0 0.0 0.001953125 600000 512 25.02598 5084.0 2857.54565 19730.0
50 P1_FT02Z P1_B2016 0.5770299999999999 0.00932104166666664 0.0 0.001953125 0.0 0.001953125 600000 512 25.02598 0.94729 2857.54565 2.0523
51 P1_B4005 P4_ST_LD 0.5566222916666667 0.004100416666666662 0.0 0.001953125 0.046875 0.001953125 600000 512 0.0 229.87201 100.0 499.62018
52 P4_HT_PO P4_ST_PO 0.54323 0.004036041666666712 0.0 0.001953125 0.0 0.001953125 600000 512 0.05423 233.56122 85.17798 498.86066
53 P4_HT_LD P4_ST_GOV 0.520985 0.003973333333333384 0.0 0.001953125 0.0 0.001953125 600000 512 -0.00723 12625.0 83.10184 26927.0
54 P4_ST_FD P4_LD 0.5170516666666667 0.003333958333333331 0.0 0.001953125 0.0 0.001953125 600000 512 -0.05244 231.13788 0.05035 499.76489