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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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4
example/results/cdf_P1_B4002.svg
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example/results/config_used.json
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@@ -7,8 +7,8 @@
"out_dir": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results",
"device": "cuda",
"timesteps": 600,
"batch_size": 128,
"seq_len": 128,
"batch_size": 16,
"seq_len": 96,
"epochs": 10,
"max_batches": 4000,
"lambda": 0.7,
@@ -62,21 +62,11 @@
"transformer_dropout": 0.1,
"use_quantile_transform": true,
"quantile_bins": 1001,
"cont_bound_mode": "soft_tanh",
"cont_bound_mode": "none",
"cont_bound_strength": 2.0,
"cont_post_scale": {
"P1_B4002": 0.8,
"P1_B400B": 0.8,
"P1_FT02Z": 0.8,
"P1_PCV01D": 0.8,
"P1_PCV01Z": 0.8,
"P1_PCV02Z": 0.8,
"P2_24Vdc": 0.8,
"P2_MSD": 0.8,
"P3_LCP01D": 0.8,
"P4_ST_PT01": 0.8,
"P4_ST_TT01": 0.8
},
"cont_post_calibrate": true,
"cont_post_scale": {},
"full_stats": true,
"sample_batch_size": 4,
"sample_seq_len": 128
}

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example/results/disc_vocab.json
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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

14
example/results/ks_summary.json
View File

@@ -3,15 +3,15 @@
"reference_rows_per_file": 200000,
"stride": 1,
"top_k_features": [
"P2_MSD",
"P1_B4002",
"P1_PCV02Z",
"P2_24Vdc",
"P2_MSD",
"P1_B4005",
"P4_HT_PO",
"P1_PIT02",
"P1_FCV02Z",
"P4_ST_PT01",
"P4_ST_TT01",
"P2_HILout",
"P4_LD",
"P1_FT02",
"P2_CO_rpm"
"P4_HT_LD",
"P4_HT_FD"
]
}

1
example/results/metrics_history.csv
View File

@@ -8,3 +8,4 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-27T15:51:49.383840,0.9416695165094339,0.019697736706358257,0.4034492291839661
2026-01-27T15:51:49.436359,0.9416695165094339,0.019697736706358257,0.4034492291839661
2026-01-27T16:45:48.759028,0.9356107311320754,0.0150041229476627,0.3628097687091748
2026-01-27T21:22:34.514698,0.4046341391509435,0.03761331157429302,0.14486773175256126
1 timestamp avg_ks avg_jsd avg_lag1_diff
8 2026-01-27T15:51:49.383840 0.9416695165094339 0.019697736706358257 0.4034492291839661
9 2026-01-27T15:51:49.436359 0.9416695165094339 0.019697736706358257 0.4034492291839661
10 2026-01-27T16:45:48.759028 0.9356107311320754 0.0150041229476627 0.3628097687091748
11 2026-01-27T21:22:34.514698 0.4046341391509435 0.03761331157429302 0.14486773175256126

660
example/results/train_log.csv
View File

@@ -1,61 +1,601 @@
epoch,step,loss,loss_cont,loss_disc
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0,10,3424.940186,4892.179199,1.123812
0,20,2942.479248,4203.083984,0.812369
0,30,2680.577637,3829.012207,0.698488
0,40,2255.613770,3221.983398,0.599309
0,50,1705.021118,2435.506592,0.425388
1,0,3060.531250,4371.813965,0.569076
1,10,2203.376953,3147.432373,0.392938
1,20,1678.470825,2397.625244,0.245927
1,30,1558.810913,2226.685303,0.319910
1,40,1595.515869,2279.136963,0.289669
1,50,1477.929199,2111.142090,0.307919
2,0,2648.956787,3783.918457,0.488178
2,10,1856.763428,2652.272217,0.390125
2,20,1626.604980,2323.559814,0.206339
2,30,1571.765259,2245.191650,0.305560
2,40,1563.061646,2232.777100,0.285242
2,50,1502.121826,2145.717285,0.283551
3,0,2321.812256,3316.583984,0.480039
3,10,1886.347290,2694.546387,0.366965
3,20,1579.267334,2255.914062,0.221977
3,30,1476.161987,2108.614746,0.308838
3,40,1514.906616,2163.981201,0.280887
3,50,1453.118042,2075.713379,0.264465
4,0,2325.606934,3322.006836,0.473513
4,10,1747.069580,2495.612549,0.265887
4,20,1531.825562,2188.162109,0.199983
4,30,1452.124878,2074.291016,0.277662
4,40,1492.948853,2132.621582,0.268359
4,50,1456.233887,2080.177490,0.247155
5,0,2492.551270,3560.504150,0.441837
5,10,2149.558838,3070.580566,0.315511
5,20,1537.748779,2196.603027,0.267448
5,30,1434.969604,2049.770752,0.294894
5,40,1460.370117,2086.088379,0.253593
5,50,1489.417236,2127.575439,0.244895
6,0,2814.173340,4019.972900,0.428783
6,10,1925.292725,2750.209961,0.282682
6,20,1558.393066,2226.116943,0.199926
6,30,1449.300903,2070.257812,0.269888
6,40,1411.854492,2016.780273,0.251242
6,50,1432.188477,2045.835815,0.231452
7,0,2469.676758,3527.821289,0.493868
7,10,1898.247925,2711.553467,0.351932
7,20,1489.361206,2127.502441,0.205950
7,30,1446.195557,2065.834961,0.248359
7,40,1465.262451,2093.075928,0.244840
7,50,1418.575073,2026.374146,0.260810
8,0,2311.520508,3301.864502,0.539755
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8,20,1535.422852,2193.307129,0.207669
8,30,1471.114014,2101.418701,0.275580
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8,50,1460.450684,2086.206299,0.236351
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9,10,1906.463745,2723.243164,0.458908
9,20,1496.764893,2138.066406,0.227303
9,30,1440.070923,2057.074219,0.267544
9,40,1394.540039,1992.043945,0.257962
9,50,1467.495239,2096.260498,0.259732
0,0,4797.822266,6852.973633,2.039051
0,10,4753.502930,6790.025391,1.446215
0,20,2720.916992,3886.466553,1.172750
0,30,2201.560547,3144.568359,1.102887
0,40,1616.126465,2308.275879,1.005692
0,50,1789.223389,2555.632080,0.847064
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0,210,1291.267822,1844.458984,0.412502
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0,230,1186.991699,1695.527588,0.349024
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0,320,1263.682861,1804.980591,0.590019
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0,530,1290.582764,1843.315063,0.812526
0,540,1259.180786,1798.443726,0.839646
0,550,1234.518799,1763.307617,0.614072
0,560,1311.621704,1873.361694,0.839607
0,570,1226.268677,1751.474976,0.733381
0,580,1149.660156,1641.995605,0.820854
0,590,1467.181885,2095.624023,0.706110
1,0,1330.036011,1899.725586,0.618430
1,10,1287.489502,1839.064697,0.405708
1,20,1283.512329,1833.265747,0.683769
1,30,1151.041748,1644.054932,0.616006
1,40,1374.530518,1963.230225,0.837991
1,50,1284.922607,1835.226074,0.831481
1,60,1221.930542,1745.246338,0.807761
1,70,1293.159546,1847.076904,0.629980
1,80,1266.806274,1809.422363,0.641671
1,90,1146.724487,1637.888184,0.613971
1,100,917.306213,1310.034424,0.864390
1,110,1330.369751,1900.216309,0.670868
1,120,1189.738647,1699.321411,0.661277
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1,150,1184.667603,1692.270020,0.202323
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1,550,1247.259644,1781.426025,0.823962
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1,570,1227.303589,1752.927490,0.792269
1,580,1252.731323,1789.261353,0.776953
1,590,1176.774414,1680.718994,0.851522
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2,10,1237.786987,1768.045776,0.446850
2,20,1216.260864,1737.202515,0.669924
2,30,1370.477539,1957.515991,0.664532
2,40,1214.121582,1734.246826,0.440045
2,50,1218.643433,1740.562378,0.776702
2,60,1252.130371,1788.422485,0.736225
2,70,1137.843506,1625.149170,0.748395
2,80,1302.731567,1860.783447,0.549634
2,90,1221.607910,1744.929443,0.463216
2,100,1232.614624,1760.524048,0.767600
2,110,1397.534180,1996.216675,0.550427
2,120,1371.388550,1958.800537,0.702421
2,130,1244.099243,1777.034546,0.519054
2,140,1233.071045,1761.380493,0.279860
2,150,1081.140747,1544.419312,0.088799
2,160,1133.167114,1618.747314,0.085251
2,170,1371.368896,1958.995972,0.178791
2,180,1273.994507,1819.945068,0.051457
2,190,1214.075439,1734.343262,0.050498
2,200,1259.234009,1798.841309,0.095359
2,210,1167.827759,1668.179810,0.279021
2,220,1078.972290,1541.141113,0.514145
2,230,1221.703613,1745.105347,0.378282
2,240,1244.654053,1777.859131,0.453636
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2,290,1196.817505,1709.409180,0.721883
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2,360,1199.179565,1712.830811,0.611339
2,370,1371.515747,1958.963379,0.750318
2,380,1142.531616,1631.890381,0.637753
2,390,1285.906128,1836.650635,0.788107
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2,410,1120.523193,1600.473389,0.586036
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2,580,1136.360596,1623.042480,0.721133
2,590,1246.882324,1780.928345,0.730988
3,0,1330.319092,1900.162231,0.592795
3,10,1119.329590,1598.816528,0.461501
3,20,1204.039185,1719.729736,0.700836
3,30,1219.248901,1741.524170,0.556295
3,40,1186.016235,1693.989868,0.692069
3,50,1187.077637,1695.493286,0.729098
3,60,1234.537354,1763.346313,0.608482
3,70,1282.378052,1831.638794,0.723082
3,80,1248.796875,1783.698120,0.643855
3,90,1112.991089,1589.726929,0.558866
3,100,1236.845459,1766.562744,0.788905
3,110,1232.599365,1760.556274,0.649908
3,120,1227.351929,1753.093628,0.575881
3,130,1078.685303,1540.766724,0.433323
3,140,1203.355225,1718.883667,0.403234
3,150,1257.172485,1795.765381,0.397859
3,160,1254.068604,1791.389648,0.251573
3,170,1233.857422,1762.542603,0.208934
3,180,1326.462891,1894.886353,0.084037
3,190,1312.634521,1875.147705,0.049892
3,200,1137.938232,1625.488892,0.264037
3,210,1065.124146,1521.379272,0.462837
3,220,1174.964966,1678.313721,0.431193
3,230,1268.455811,1811.894409,0.383616
3,240,1170.221802,1671.503052,0.502542
3,250,1206.099854,1722.620850,0.837520
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3,280,1133.766357,1619.356812,0.665098
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3,330,1236.915649,1766.672241,0.760465
3,340,1211.920898,1731.019165,0.647163
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3,360,1311.251343,1872.878174,0.741369
3,370,1260.405273,1800.273315,0.668310
3,380,1158.071655,1654.116821,0.583734
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3,410,1236.775391,1766.484009,0.739310
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3,580,1186.588989,1694.790283,0.739542
3,590,942.549683,1346.191895,0.655548
4,0,1213.028931,1732.686035,0.397574
4,10,1126.258911,1608.699829,0.498886
4,20,1179.533691,1684.758301,0.632047
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4,40,1183.546021,1690.513184,0.570207
4,50,1263.982788,1805.315430,0.828902
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4,70,1167.594238,1667.696899,0.639495
4,80,1190.172607,1699.989746,0.547147
4,90,1090.578369,1557.729980,0.497228
4,100,1078.550171,1540.383423,0.879872
4,110,1139.703369,1627.852661,0.623541
4,120,1289.353882,1841.566284,0.810150
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5,0,1194.530151,1706.250732,0.422082
5,10,1280.129517,1828.534058,0.452383
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5,30,1392.978271,1989.719604,0.536189
5,40,1264.137207,1805.604736,0.665870
5,50,1230.032471,1756.823486,0.806310
5,60,1285.538330,1836.183472,0.648007
5,70,1233.453247,1761.854004,0.469497
5,80,1105.437134,1578.851562,0.745988
5,90,1210.908936,1729.558228,0.681118
5,100,1024.189575,1462.793701,0.716371
5,110,1244.109619,1776.949951,0.768986
5,120,1203.441040,1718.826050,0.822601
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5,580,1209.938354,1728.183228,0.660733
5,590,1021.580017,1459.029785,0.810167
6,0,1168.215454,1668.686768,0.354357
6,10,1321.427246,1887.440674,0.669462
6,20,1272.213501,1817.146851,0.651949
6,30,1156.027344,1651.135254,0.723728
6,40,1080.894653,1543.800415,0.726045
6,50,1372.597900,1960.525391,0.724978
6,60,1291.375244,1844.580078,0.519966
6,70,1095.029297,1564.042725,0.616695
6,80,1226.015137,1751.204102,0.524801
6,90,1130.232300,1614.380249,0.485244
6,100,1229.747681,1756.524902,0.550353
6,110,1298.529175,1854.677002,0.799388
6,120,1299.955444,1856.743896,0.731588
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6,140,1127.194702,1610.110596,0.338686
6,150,1044.989380,1492.650391,0.392590
6,160,1166.777710,1666.751709,0.124196
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6,180,1106.173218,1580.171997,0.119987
6,190,1226.270386,1751.767944,0.064776
6,200,1147.660156,1639.423950,0.155940
6,210,1103.912109,1576.842163,0.354839
6,220,1196.250610,1708.663086,0.568221
6,230,1345.259155,1921.609009,0.387512
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6,280,1284.126587,1834.219482,0.534458
6,290,1262.285522,1802.991821,0.591479
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6,410,1151.761230,1645.016602,0.789299
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7,0,1262.105957,1802.781006,0.439541
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7,20,1284.452881,1834.640991,0.629799
7,30,1209.706543,1727.788330,0.799860
7,40,1240.441040,1771.731201,0.721058
7,50,1250.838379,1786.636475,0.600642
7,60,1219.001221,1741.096680,0.733641
7,70,1271.720947,1816.427734,0.690385
7,80,1257.432129,1795.981567,0.767617
7,90,1198.285767,1711.531616,0.660012
7,100,1157.060181,1652.636597,0.662414
7,110,1264.940186,1806.715454,0.742110
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7,210,1021.771240,1459.416870,0.537126
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7,540,1085.892700,1550.968506,0.665730
7,550,1135.663452,1622.067139,0.679387
7,560,1270.214111,1814.210083,0.849656
7,570,1193.809326,1705.145630,0.652853
7,580,1306.046021,1865.477661,0.664364
7,590,1090.924316,1558.062744,0.882291
8,0,1263.559204,1804.842773,0.475674
8,10,1119.132202,1598.521240,0.496183
8,20,1241.834839,1773.752808,0.641202
8,30,1157.963257,1653.908081,0.709128
8,40,1258.733154,1797.898682,0.634424
8,50,1188.717407,1697.795898,0.823840
8,60,1195.418457,1707.481567,0.558300
8,70,1251.035400,1786.892578,0.661513
8,80,1200.994263,1715.428223,0.598400
8,90,1260.229004,1800.040649,0.614781
8,100,1149.511230,1641.878296,0.605373
8,110,1219.917114,1742.423096,0.689280
8,120,1241.443726,1773.078125,0.910648
8,130,1199.129761,1712.764771,0.600194
8,140,1236.948120,1766.831177,0.495063
8,150,1141.191528,1630.176270,0.175167
8,160,1310.737671,1872.384888,0.174539
8,170,1173.707153,1676.582031,0.280110
8,180,1066.797974,1523.935425,0.096300
8,190,1091.102661,1558.662354,0.077122
8,200,1176.900269,1681.218018,0.095333
8,210,1133.248169,1618.684326,0.508641
8,220,1282.808350,1832.298340,0.611186
8,230,1215.301392,1735.878662,0.574759
8,240,1222.366577,1746.031616,0.430566
8,250,1178.558350,1683.323120,0.728810
8,260,1200.836792,1715.181641,0.648906
8,270,1119.557129,1599.131714,0.495587
8,280,1196.479370,1709.003662,0.546485
8,290,1331.644897,1902.135620,0.454076
8,300,1135.223511,1621.428223,0.702011
8,310,1269.965088,1813.908813,0.714262
8,320,1140.637085,1629.161499,0.700956
8,330,1156.682861,1652.065552,0.745147
8,340,1056.302002,1508.687256,0.684884
8,350,1191.977417,1702.578247,0.524855
8,360,1220.663574,1743.523315,0.614810
8,370,1211.677856,1730.604370,0.801655
8,380,1174.160400,1677.107178,0.568113
8,390,1205.201050,1721.425781,0.630663
8,400,1043.380859,1490.260132,0.616853
8,410,933.342102,1333.011230,0.722231
8,420,1177.694458,1682.028442,0.858462
8,430,1197.989014,1711.094482,0.693661
8,440,1243.151733,1775.567261,0.802973
8,450,1174.307983,1677.219727,0.799461
8,460,1136.911865,1623.840454,0.702968
8,470,1186.427002,1694.593018,0.663461
8,480,1251.006958,1786.903076,0.538984
8,490,1177.217163,1681.414551,0.715387
8,500,1188.074585,1696.922241,0.722579
8,510,1235.969849,1765.327026,0.764576
8,520,1261.727417,1802.102783,0.808667
8,530,1134.729126,1620.684692,0.791588
8,540,1209.709473,1727.780273,0.836963
8,550,1120.559937,1600.477905,0.710753
8,560,1117.357056,1595.890381,0.731395
8,570,1292.047852,1845.434326,0.770246
8,580,1202.626831,1717.747070,0.631312
8,590,1178.145874,1682.739502,0.715775
9,0,1193.416870,1704.632446,0.495960
9,10,1246.107056,1779.864868,0.614305
9,20,1200.499512,1714.708374,0.622692
9,30,1180.030762,1685.451050,0.669829
9,40,1151.125366,1644.180054,0.613340
9,50,1209.531494,1727.526855,0.829777
9,60,1265.101929,1807.011353,0.596915
9,70,1224.867676,1749.530518,0.606768
9,80,1295.755127,1850.814697,0.576090
9,90,1205.912476,1722.405640,0.706676
9,100,1258.736328,1797.883423,0.674026
9,110,1176.542603,1680.364136,0.908836
9,120,1234.897583,1763.859619,0.599302
9,130,1304.135620,1862.759888,0.628429
9,140,1197.351318,1710.285400,0.447172
9,150,1225.127930,1750.097046,0.146236
9,160,1149.257446,1641.672363,0.229273
9,170,1207.427002,1724.825195,0.116432
9,180,1119.437256,1599.099243,0.163190
9,190,1281.017700,1829.974243,0.075015
9,200,1278.213135,1825.856934,0.323760
9,210,1133.735962,1619.325073,0.631479
9,220,1130.274170,1614.300659,0.819392
9,230,1191.199829,1701.529053,0.383477
9,240,1166.053467,1665.625854,0.337375
9,250,1191.737183,1702.226562,0.547640
9,260,1178.330688,1682.966064,0.800333
9,270,1264.101807,1805.540405,0.696873
9,280,1032.373047,1474.389282,0.950674
9,290,1121.544678,1601.835205,0.814837
9,300,1204.751953,1720.794922,0.598054
9,310,1181.254883,1687.226196,0.605467
9,320,1285.478516,1836.081177,0.695193
9,330,1190.400146,1700.297607,0.597905
9,340,1249.925415,1785.292236,0.691432
9,350,1247.242676,1781.454468,0.699770
9,360,1099.615845,1570.610474,0.577848
9,370,1167.795410,1668.007080,0.579896
9,380,1185.426270,1693.127075,0.746994
9,390,1197.856812,1711.006470,0.468273
9,400,1277.016113,1823.914185,0.880231
9,410,1217.536987,1738.965698,0.823290
9,420,1329.085815,1898.347290,0.755107
9,430,1301.295654,1858.649658,0.756443
9,440,1216.699463,1737.800903,0.747453
9,450,1146.043457,1636.810303,0.877618
9,460,1064.596558,1520.508911,0.754728
9,470,1213.631470,1733.368652,0.867602
9,480,1119.638672,1599.128174,0.772976
9,490,1331.816528,1902.323975,0.592753
9,500,1238.390137,1768.822266,0.673138
9,510,1222.981689,1746.802490,0.690310
9,520,1036.124146,1479.825684,0.769303
9,530,1187.449463,1696.026489,0.721766
9,540,1224.591797,1749.071411,0.761936
9,550,1171.755371,1673.710571,0.478294
9,560,1241.135620,1772.715332,0.736013
9,570,1248.681885,1783.494751,0.741441
9,580,1121.166504,1601.310181,0.782375
9,590,1176.462402,1680.313843,0.765199
1 epoch step loss loss_cont loss_disc
2 0 0 7752.721680 4797.822266 11074.414062 6852.973633 1.732354 2.039051
3 0 10 3424.940186 4753.502930 4892.179199 6790.025391 1.123812 1.446215
4 0 20 2942.479248 2720.916992 4203.083984 3886.466553 0.812369 1.172750
5 0 30 2680.577637 2201.560547 3829.012207 3144.568359 0.698488 1.102887
6 0 40 2255.613770 1616.126465 3221.983398 2308.275879 0.599309 1.005692
7 0 50 1705.021118 1789.223389 2435.506592 2555.632080 0.425388 0.847064
8 1 0 0 60 3060.531250 1724.326294 4371.813965 2462.857178 0.569076 0.965024
9 1 0 10 70 2203.376953 1461.628052 3147.432373 2087.665771 0.392938 0.788176
10 1 0 20 80 1678.470825 1376.937134 2397.625244 1966.719727 0.245927 0.694266
11 1 0 30 90 1558.810913 1452.686890 2226.685303 2074.936279 0.319910 0.678570
12 1 0 40 100 1595.515869 1334.297607 2279.136963 1905.743408 0.289669 0.824797
13 1 0 50 110 1477.929199 1451.095337 2111.142090 2072.652344 0.307919 0.705880
14 2 0 0 120 2648.956787 1291.376099 3783.918457 1844.496460 0.488178 0.682696
15 2 0 10 130 1856.763428 1130.423218 2652.272217 1614.575317 0.390125 0.635550
16 2 0 20 140 1626.604980 1409.200562 2323.559814 2012.904297 0.206339 0.474410
17 2 0 30 150 1571.765259 1146.186523 2245.191650 1637.295654 0.305560 0.186657
18 2 0 40 160 1563.061646 1471.218872 2232.777100 2101.611328 0.285242 0.218661
19 2 0 50 170 1502.121826 1416.408203 2145.717285 2023.354248 0.283551 0.132018
20 3 0 0 180 2321.812256 1362.952759 3316.583984 1947.007568 0.480039 0.088050
21 3 0 10 190 1886.347290 1164.895752 2694.546387 1664.089233 0.366965 0.039806
22 3 0 20 200 1579.267334 1288.590088 2255.914062 1840.757202 0.221977 0.136519
23 3 0 30 210 1476.161987 1291.267822 2108.614746 1844.458984 0.308838 0.412502
24 3 0 40 220 1514.906616 1380.328369 2163.981201 1971.662964 0.280887 0.481847
25 3 0 50 230 1453.118042 1186.991699 2075.713379 1695.527588 0.264465 0.349024
26 4 0 0 240 2325.606934 1292.311157 3322.006836 1845.995483 0.473513 0.319953
27 4 0 10 250 1747.069580 1201.942627 2495.612549 1716.782349 0.265887 0.577986
28 4 0 20 260 1531.825562 1248.255371 2188.162109 1782.827393 0.199983 0.845356
29 4 0 30 270 1452.124878 1138.191895 2074.291016 1625.688721 0.277662 0.624449
30 4 0 40 280 1492.948853 1296.677368 2132.621582 1852.057251 0.268359 0.718923
31 4 0 50 290 1456.233887 1253.186768 2080.177490 1789.973022 0.247155 0.623520
32 5 0 0 300 2492.551270 1299.277222 3560.504150 1855.800049 0.441837 0.660544
33 5 0 10 310 2149.558838 1215.759155 3070.580566 1736.460205 0.315511 0.741020
34 5 0 20 320 1537.748779 1263.682861 2196.603027 1804.980591 0.267448 0.590019
35 5 0 30 330 1434.969604 1294.515015 2049.770752 1848.947998 0.294894 0.777936
36 5 0 40 340 1460.370117 1298.299927 2086.088379 1854.397095 0.253593 0.680682
37 5 0 50 350 1489.417236 1295.029907 2127.575439 1849.764893 0.244895 0.582947
38 6 0 0 360 2814.173340 1248.494141 4019.972900 1783.263672 0.428783 0.622401
39 6 0 10 370 1925.292725 1208.572144 2750.209961 1726.239380 0.282682 0.621187
40 6 0 20 380 1558.393066 1299.383179 2226.116943 1856.076294 0.199926 0.375033
41 6 0 30 390 1449.300903 1275.553711 2070.257812 1822.019775 0.269888 0.405109
42 6 0 40 400 1411.854492 1287.275024 2016.780273 1838.617798 0.251242 0.740544
43 6 0 50 410 1432.188477 1237.099731 2045.835815 1766.910767 0.231452 0.815990
44 7 0 0 420 2469.676758 1341.461914 3527.821289 1916.037598 0.493868 0.720329
45 7 0 10 430 1898.247925 1165.896240 2711.553467 1665.186646 0.351932 0.811856
46 7 0 20 440 1489.361206 1366.817017 2127.502441 1952.304565 0.205950 0.627709
47 7 0 30 450 1446.195557 1256.462158 2065.834961 1794.596558 0.248359 0.768298
48 7 0 40 460 1465.262451 1219.169556 2093.075928 1741.289185 0.244840 0.828414
49 7 0 50 470 1418.575073 1241.760620 2026.374146 1773.554321 0.260810 0.843223
50 8 0 0 480 2311.520508 1246.994995 3301.864502 1781.061523 0.539755 0.787702
51 8 0 10 490 1791.705811 1068.721802 2559.329834 1526.399902 0.394474 0.739085
52 8 0 20 500 1535.422852 1218.883545 2193.307129 1740.918335 0.207669 0.742801
53 8 0 30 510 1471.114014 1224.043823 2101.418701 1748.292358 0.275580 0.741094
54 8 0 40 520 1431.062012 1217.895142 2044.216675 1739.463989 0.262742 0.857298
55 8 0 50 530 1460.450684 1290.582764 2086.206299 1843.315063 0.236351 0.812526
56 9 0 0 540 2242.952637 1259.180786 3203.928467 1798.443726 0.452300 0.839646
57 9 0 10 550 1906.463745 1234.518799 2723.243164 1763.307617 0.458908 0.614072
58 9 0 20 560 1496.764893 1311.621704 2138.066406 1873.361694 0.227303 0.839607
59 9 0 30 570 1440.070923 1226.268677 2057.074219 1751.474976 0.267544 0.733381
60 9 0 40 580 1394.540039 1149.660156 1992.043945 1641.995605 0.257962 0.820854
61 9 0 50 590 1467.495239 1467.181885 2096.260498 2095.624023 0.259732 0.706110
62 1 0 1330.036011 1899.725586 0.618430
63 1 10 1287.489502 1839.064697 0.405708
64 1 20 1283.512329 1833.265747 0.683769
65 1 30 1151.041748 1644.054932 0.616006
66 1 40 1374.530518 1963.230225 0.837991
67 1 50 1284.922607 1835.226074 0.831481
68 1 60 1221.930542 1745.246338 0.807761
69 1 70 1293.159546 1847.076904 0.629980
70 1 80 1266.806274 1809.422363 0.641671
71 1 90 1146.724487 1637.888184 0.613971
72 1 100 917.306213 1310.034424 0.864390
73 1 110 1330.369751 1900.216309 0.670868
74 1 120 1189.738647 1699.321411 0.661277
75 1 130 1266.973633 1809.738159 0.455812
76 1 140 1191.648682 1702.132202 0.449160
77 1 150 1184.667603 1692.270020 0.202323
78 1 160 1225.792969 1750.971680 0.304138
79 1 170 1280.284546 1828.884521 0.152532
80 1 180 1231.234619 1758.860474 0.048542
81 1 190 1159.337280 1656.153809 0.046309
82 1 200 1336.904785 1909.677124 0.369194
83 1 210 1133.345215 1618.881226 0.355616
84 1 220 1193.090820 1704.161011 0.537009
85 1 230 1331.185791 1901.457520 0.489664
86 1 240 1338.348755 1911.663940 0.554686
87 1 250 1289.818726 1842.352173 0.525659
88 1 260 1171.145630 1672.753418 0.676958
89 1 270 1232.080200 1759.864746 0.527328
90 1 280 1210.876099 1729.491211 0.725530
91 1 290 1252.182739 1788.461548 0.813513
92 1 300 1194.461060 1706.080811 0.631786
93 1 310 1186.226562 1694.233032 0.829106
94 1 320 1213.647827 1733.491211 0.629160
95 1 330 1246.376709 1780.210938 0.710997
96 1 340 1208.573608 1726.232544 0.657516
97 1 350 1333.392456 1904.535156 0.683336
98 1 360 1279.919067 1828.203735 0.531965
99 1 370 1278.285278 1825.733276 0.853319
100 1 380 1219.812744 1742.383545 0.434646
101 1 390 1177.165039 1681.391602 0.585326
102 1 400 920.571350 1314.736328 0.784562
103 1 410 992.625183 1417.640991 0.857238
104 1 420 1338.851440 1912.311768 0.720823
105 1 430 1203.835205 1719.403442 0.787538
106 1 440 993.997986 1419.718506 0.591997
107 1 450 1283.096313 1832.684937 0.676832
108 1 460 1042.137695 1488.460083 0.656986
109 1 470 1287.112915 1838.366577 0.797846
110 1 480 1188.956421 1698.221924 0.622244
111 1 490 1270.665039 1814.868042 0.808848
112 1 500 1199.849365 1713.822144 0.522210
113 1 510 1205.762207 1722.120850 0.876591
114 1 520 1311.021240 1872.539551 0.757383
115 1 530 1247.911865 1782.401489 0.709965
116 1 540 1248.866577 1783.798218 0.641546
117 1 550 1247.259644 1781.426025 0.823962
118 1 560 1197.133789 1709.865845 0.712547
119 1 570 1227.303589 1752.927490 0.792269
120 1 580 1252.731323 1789.261353 0.776953
121 1 590 1176.774414 1680.718994 0.851522
122 2 0 1098.262329 1568.604980 0.679397
123 2 10 1237.786987 1768.045776 0.446850
124 2 20 1216.260864 1737.202515 0.669924
125 2 30 1370.477539 1957.515991 0.664532
126 2 40 1214.121582 1734.246826 0.440045
127 2 50 1218.643433 1740.562378 0.776702
128 2 60 1252.130371 1788.422485 0.736225
129 2 70 1137.843506 1625.149170 0.748395
130 2 80 1302.731567 1860.783447 0.549634
131 2 90 1221.607910 1744.929443 0.463216
132 2 100 1232.614624 1760.524048 0.767600
133 2 110 1397.534180 1996.216675 0.550427
134 2 120 1371.388550 1958.800537 0.702421
135 2 130 1244.099243 1777.034546 0.519054
136 2 140 1233.071045 1761.380493 0.279860
137 2 150 1081.140747 1544.419312 0.088799
138 2 160 1133.167114 1618.747314 0.085251
139 2 170 1371.368896 1958.995972 0.178791
140 2 180 1273.994507 1819.945068 0.051457
141 2 190 1214.075439 1734.343262 0.050498
142 2 200 1259.234009 1798.841309 0.095359
143 2 210 1167.827759 1668.179810 0.279021
144 2 220 1078.972290 1541.141113 0.514145
145 2 230 1221.703613 1745.105347 0.378282
146 2 240 1244.654053 1777.859131 0.453636
147 2 250 1319.363525 1884.549561 0.545580
148 2 260 1227.065186 1752.597290 0.767478
149 2 270 1273.335571 1818.742676 0.667558
150 2 280 1237.618286 1767.710938 0.688137
151 2 290 1196.817505 1709.409180 0.721883
152 2 300 1210.702026 1729.198730 0.831698
153 2 310 1259.064941 1798.303711 0.789727
154 2 320 1276.499023 1823.321289 0.534169
155 2 330 1170.965332 1672.488403 0.696547
156 2 340 1257.479736 1796.100586 0.639895
157 2 350 1310.054077 1871.223389 0.609424
158 2 360 1199.179565 1712.830811 0.611339
159 2 370 1371.515747 1958.963379 0.750318
160 2 380 1142.531616 1631.890381 0.637753
161 2 390 1285.906128 1836.650635 0.788107
162 2 400 1257.646729 1796.396362 0.511499
163 2 410 1120.523193 1600.473389 0.586036
164 2 420 1263.598633 1804.769653 0.812478
165 2 430 1349.209717 1927.138794 0.655227
166 2 440 1193.089966 1704.088379 0.709088
167 2 450 1293.467163 1847.479248 0.727471
168 2 460 1259.018677 1798.292725 0.659833
169 2 470 1220.317139 1742.962158 0.762094
170 2 480 1225.293823 1750.081665 0.737969
171 2 490 1289.572510 1841.917603 0.719148
172 2 500 1265.778809 1807.965576 0.627489
173 2 510 1207.737915 1725.042969 0.643273
174 2 520 1264.236450 1805.674805 0.839144
175 2 530 1227.963867 1753.888184 0.762401
176 2 540 1242.537354 1774.704346 0.763988
177 2 550 1208.261353 1725.711914 0.826194
178 2 560 1265.552979 1807.564941 0.814803
179 2 570 1276.673950 1823.425171 0.873767
180 2 580 1136.360596 1623.042480 0.721133
181 2 590 1246.882324 1780.928345 0.730988
182 3 0 1330.319092 1900.162231 0.592795
183 3 10 1119.329590 1598.816528 0.461501
184 3 20 1204.039185 1719.729736 0.700836
185 3 30 1219.248901 1741.524170 0.556295
186 3 40 1186.016235 1693.989868 0.692069
187 3 50 1187.077637 1695.493286 0.729098
188 3 60 1234.537354 1763.346313 0.608482
189 3 70 1282.378052 1831.638794 0.723082
190 3 80 1248.796875 1783.698120 0.643855
191 3 90 1112.991089 1589.726929 0.558866
192 3 100 1236.845459 1766.562744 0.788905
193 3 110 1232.599365 1760.556274 0.649908
194 3 120 1227.351929 1753.093628 0.575881
195 3 130 1078.685303 1540.766724 0.433323
196 3 140 1203.355225 1718.883667 0.403234
197 3 150 1257.172485 1795.765381 0.397859
198 3 160 1254.068604 1791.389648 0.251573
199 3 170 1233.857422 1762.542603 0.208934
200 3 180 1326.462891 1894.886353 0.084037
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519 8 370 1211.677856 1730.604370 0.801655
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528 8 460 1136.911865 1623.840454 0.702968
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531 8 490 1177.217163 1681.414551 0.715387
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534 8 520 1261.727417 1802.102783 0.808667
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536 8 540 1209.709473 1727.780273 0.836963
537 8 550 1120.559937 1600.477905 0.710753
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539 8 570 1292.047852 1845.434326 0.770246
540 8 580 1202.626831 1717.747070 0.631312
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547 9 50 1209.531494 1727.526855 0.829777
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549 9 70 1224.867676 1749.530518 0.606768
550 9 80 1295.755127 1850.814697 0.576090
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553 9 110 1176.542603 1680.364136 0.908836
554 9 120 1234.897583 1763.859619 0.599302
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567 9 250 1191.737183 1702.226562 0.547640
568 9 260 1178.330688 1682.966064 0.800333
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570 9 280 1032.373047 1474.389282 0.950674
571 9 290 1121.544678 1601.835205 0.814837
572 9 300 1204.751953 1720.794922 0.598054
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576 9 340 1249.925415 1785.292236 0.691432
577 9 350 1247.242676 1781.454468 0.699770
578 9 360 1099.615845 1570.610474 0.577848
579 9 370 1167.795410 1668.007080 0.579896
580 9 380 1185.426270 1693.127075 0.746994
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586 9 440 1216.699463 1737.800903 0.747453
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588 9 460 1064.596558 1520.508911 0.754728
589 9 470 1213.631470 1733.368652 0.867602
590 9 480 1119.638672 1599.128174 0.772976
591 9 490 1331.816528 1902.323975 0.592753
592 9 500 1238.390137 1768.822266 0.673138
593 9 510 1222.981689 1746.802490 0.690310
594 9 520 1036.124146 1479.825684 0.769303
595 9 530 1187.449463 1696.026489 0.721766
596 9 540 1224.591797 1749.071411 0.761936
597 9 550 1171.755371 1673.710571 0.478294
598 9 560 1241.135620 1772.715332 0.736013
599 9 570 1248.681885 1783.494751 0.741441
600 9 580 1121.166504 1601.310181 0.782375
601 9 590 1176.462402 1680.313843 0.765199