MLP_adamson_Sep20_4
log/EGOAL-hsa-2025-09-21-06:52:56.991490.txt
random seed: 9999
test perts: ["['ZNF326', 'ctrl']", "['DDIT3', 'ctrl']", "['OST4', 'ctrl']", "['QARS', 'ctrl']", "['MRGBP', 'ctrl']", "['MRPL39', 'ctrl']", "['SEC63', 'ctrl']", "['MANF', 'ctrl']", "['HSD17B12', 'ctrl']", "['SARS', 'ctrl']", "['TIMM44', 'ctrl']", "['DDOST', 'ctrl']", "['SLC35B1', 'ctrl']", "['CCND3', 'ctrl']", "['EIF2B3', 'ctrl']", "['XRN1', 'ctrl']", "['TMED2', 'ctrl']", "['SPCS3', 'ctrl']"]
train: torch.Size([57724, 5060])
unlabel: torch.Size([3737, 5060])
cuda availability: True
/home/u-xiangyf/anaconda3/envs/egoal/lib/python3.13/site-packages/torch/nn/modules/loss.py:608: UserWarning: Using a target size (torch.Size([5060])) that is different to the input size (torch.Size([5060, 5060])). This will likely lead to incorrect results due to broadcasting. Please ensure they have the same size.
  return F.mse_loss(input, target, reduction=self.reduction)
Epoch 0, Loss: 0.1520
Epoch 100, Loss: 0.1459
Epoch 200, Loss: 0.1400
Epoch 300, Loss: 0.1343
Epoch 400, Loss: 0.1288
Epoch 500, Loss: 0.1235
Epoch 600, Loss: 0.1184
Epoch 700, Loss: 0.1135
Epoch 800, Loss: 0.1088
Epoch 900, Loss: 0.1042
Final loss: 0.09994711726903915
Achieved outputs: tensor([[0.4134, 0.4158, 0.4247,  ..., 0.4082, 0.3899, 0.4371],
        [0.4137, 0.4157, 0.4248,  ..., 0.4084, 0.3899, 0.4372],
        [0.4131, 0.4155, 0.4244,  ..., 0.4080, 0.3894, 0.4368],
        ...,
        [0.4132, 0.4154, 0.4242,  ..., 0.4081, 0.3894, 0.4368],
        [0.4137, 0.4155, 0.4246,  ..., 0.4083, 0.3897, 0.4371],
        [0.4133, 0.4154, 0.4244,  ..., 0.4080, 0.3895, 0.4369]],
       device='cuda:3')
Eval weight w_data: 0.2956317531807362
Before pretrain: integrated f1 0.2778
Epoch 100, Total loss: -19812739072.0000, CE loss: 891.6349, RL loss: -1981273856.0000, Reward: -241321579.2188
    full cols: 664, non-full cols: 1
   r - labels: 1, labels - r: 1
    violated: 118397, weighted: 0.7235212922096252, len: 0.0, nonzero: 0.13122838735580444
Epoch 200, Total loss: 80592928768.0000, CE loss: 818.7711, RL loss: 8059293184.0000, Reward: -241146467.8125
    full cols: 664, non-full cols: 0
   r - labels: 1, labels - r: 2
    violated: 94086, weighted: 0.7291717529296875, len: 0.0, nonzero: 0.13122528791427612
Epoch 300, Total loss: -41407258624.0000, CE loss: 779.4575, RL loss: -4140726016.0000, Reward: -241029046.8125
    full cols: 664, non-full cols: 1
   r - labels: 1, labels - r: 1
    violated: 118181, weighted: 0.717870831489563, len: 0.0, nonzero: 0.13123147189617157
------ Before ABL ------
--- eval ---
prediction result:
f1 on test:    0.4868
f1 on test:    0.7712 (micro)
f1 on KB:      0.2828
f1 on orig KB: 0.2828
integrated f1: 0.3154, w_data: 0.2956, w_klg: 0.7044

integrated result:
f1 on test:    0.4659
f1 on test:    0.7477 (micro)
f1 on KB:      0.3652
f1 on orig KB: 0.3652
integrated f1: 0.3880, w_data: 0.2956, w_klg: 0.7044
------------
integrated f1 0.3154

Epoch 100, Total loss: 46950301696.0000, CE loss: 53.3107, RL loss: 469503008.0000, Reward: -14955162.2031
    full cols: 666, non-full cols: 0
   r - labels: 4, labels - r: 3
    violated: 161908, weighted: 2.7436561584472656, len: 0.0, nonzero: 0.13162055611610413
Epoch 200, Total loss: -95830622208.0000, CE loss: 52.1964, RL loss: -958306240.0000, Reward: -14493047.2578
    full cols: 666, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 138454, weighted: 2.7617578506469727, len: 0.0, nonzero: 0.1316421627998352
Epoch 300, Total loss: 80400572416.0000, CE loss: 50.7679, RL loss: 804005760.0000, Reward: -13714673.9531
    full cols: 669, non-full cols: 0
   r - labels: 7, labels - r: 3
    violated: 160312, weighted: 4.997261047363281, len: 0.0, nonzero: 0.13221344351768494
Epoch 400, Total loss: 120643428352.0000, CE loss: 49.4461, RL loss: 1206434304.0000, Reward: -13071553.0469
    full cols: 669, non-full cols: 0
   r - labels: 7, labels - r: 3
    violated: 161345, weighted: 4.997261047363281, len: 0.0, nonzero: 0.13221344351768494
Epoch 500, Total loss: 266719313920.0000, CE loss: 48.0398, RL loss: 2667193088.0000, Reward: -12317636.5234
    full cols: 668, non-full cols: 1
   r - labels: 7, labels - r: 3
    violated: 158198, weighted: 5.953451156616211, len: 0.0, nonzero: 0.1320250779390335
Epoch 600, Total loss: -53599801344.0000, CE loss: 45.9574, RL loss: -535998016.0000, Reward: -10381767.7656
    full cols: 666, non-full cols: 3
   r - labels: 8, labels - r: 4
    violated: 154224, weighted: 6.31298303604126, len: 0.0, nonzero: 0.13200654089450836
Epoch 700, Total loss: 107378532352.0000, CE loss: 44.2359, RL loss: 1073785344.0000, Reward: -8505091.8672
    full cols: 668, non-full cols: 1
   r - labels: 10, labels - r: 6
    violated: 151025, weighted: 29.6220703125, len: 0.0, nonzero: 0.13221034407615662
Epoch 800, Total loss: 146285936640.0000, CE loss: 42.9924, RL loss: 1462859392.0000, Reward: -6887704.9883
    full cols: 673, non-full cols: 1
   r - labels: 15, labels - r: 6
    violated: 146303, weighted: 33.47895431518555, len: 0.0, nonzero: 0.13302865624427795
Epoch 900, Total loss: -96294731776.0000, CE loss: 42.4409, RL loss: -962947328.0000, Reward: -6533421.1602
    full cols: 673, non-full cols: 0
   r - labels: 14, labels - r: 6
    violated: 168582, weighted: 31.75200653076172, len: 0.0, nonzero: 0.13300395011901855
Epoch 1000, Total loss: 701452189696.0000, CE loss: 41.8822, RL loss: 7014521856.0000, Reward: -5981301.7930
    full cols: 674, non-full cols: 1
   r - labels: 16, labels - r: 6
    violated: 160439, weighted: 34.816864013671875, len: 0.0, nonzero: 0.1333930343389511
Epoch 1100, Total loss: -136706187264.0000, CE loss: 41.4508, RL loss: -1367061888.0000, Reward: -5515881.6797
    full cols: 674, non-full cols: 0
   r - labels: 16, labels - r: 7
    violated: 154524, weighted: 67.42634582519531, len: 0.0, nonzero: 0.13320158421993256
Epoch 1200, Total loss: 451769434112.0000, CE loss: 41.1040, RL loss: 4517694464.0000, Reward: -5200481.3633
    full cols: 671, non-full cols: 1
   r - labels: 17, labels - r: 10
    violated: 166505, weighted: 92.88566589355469, len: 0.0, nonzero: 0.13280323147773743
Epoch 1300, Total loss: -16388513792.0000, CE loss: 40.8707, RL loss: -163885136.0000, Reward: -5317009.4375
    full cols: 672, non-full cols: 0
   r - labels: 16, labels - r: 9
    violated: 160849, weighted: 102.31401062011719, len: 0.0, nonzero: 0.13280631601810455
Epoch 1400, Total loss: -191073894400.0000, CE loss: 40.5819, RL loss: -1910738944.0000, Reward: -5223485.6016
    full cols: 673, non-full cols: 1
   r - labels: 18, labels - r: 9
    violated: 164415, weighted: 114.0704345703125, len: 0.0, nonzero: 0.13305026292800903
Epoch 1500, Total loss: 160591282176.0000, CE loss: 40.3031, RL loss: 1605912832.0000, Reward: -5095548.3535
    full cols: 672, non-full cols: 1
   r - labels: 20, labels - r: 12
    violated: 157313, weighted: 125.62490844726562, len: 0.0, nonzero: 0.13281866908073425
Epoch 1600, Total loss: 72103403520.0000, CE loss: 40.0150, RL loss: 721034048.0000, Reward: -5021077.3047
    full cols: 670, non-full cols: 2
   r - labels: 20, labels - r: 13
    violated: 174616, weighted: 147.6515350341797, len: 0.0, nonzero: 0.13274456560611725
Epoch 1700, Total loss: 174321844224.0000, CE loss: 39.7260, RL loss: 1743218432.0000, Reward: -4938804.8008
    full cols: 671, non-full cols: 4
   r - labels: 23, labels - r: 13
    violated: 160470, weighted: 172.58746337890625, len: 0.0, nonzero: 0.13290204107761383
Epoch 1800, Total loss: -146667143168.0000, CE loss: 39.3792, RL loss: -1466671360.0000, Reward: -4990016.2188
    full cols: 671, non-full cols: 0
   r - labels: 20, labels - r: 14
    violated: 157618, weighted: 220.6313934326172, len: 0.0, nonzero: 0.13260869681835175
Epoch 1900, Total loss: -33867190272.0000, CE loss: 38.9927, RL loss: -338671904.0000, Reward: -4947848.1094
    full cols: 668, non-full cols: 0
   r - labels: 20, labels - r: 17
    violated: 148461, weighted: 264.0713806152344, len: 0.0, nonzero: 0.13201580941677094
--- eval ---
prediction result:
f1 on test:    0.4984
f1 on test:    0.7740 (micro)
f1 on KB:      0.3200
integrated f1: 0.3526, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4662
f1 on test:    0.7476 (micro)
f1 on KB:      0.3661
integrated f1: 0.3892, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 2000, Total loss: -87243087872.0000, CE loss: 38.6530, RL loss: -872430912.0000, Reward: -4972523.5234
    full cols: 670, non-full cols: 2
   r - labels: 24, labels - r: 17
    violated: 168832, weighted: 240.99383544921875, len: 0.0, nonzero: 0.13256855309009552
Epoch 2100, Total loss: 72263507968.0000, CE loss: 38.2945, RL loss: 722635072.0000, Reward: -4932035.8359
    full cols: 677, non-full cols: 5
   r - labels: 33, labels - r: 16
    violated: 158828, weighted: 301.1629638671875, len: 0.0, nonzero: 0.13407237827777863
Epoch 2200, Total loss: -253061267456.0000, CE loss: 37.9162, RL loss: -2530612736.0000, Reward: -4999401.8438
    full cols: 679, non-full cols: 1
   r - labels: 32, labels - r: 17
    violated: 154243, weighted: 317.1014709472656, len: 0.0, nonzero: 0.13427618145942688
Epoch 2300, Total loss: -174419312640.0000, CE loss: 37.6179, RL loss: -1744193152.0000, Reward: -5029033.0703
    full cols: 676, non-full cols: 1
   r - labels: 31, labels - r: 19
    violated: 144006, weighted: 345.751708984375, len: 0.0, nonzero: 0.13367712497711182
Epoch 2400, Total loss: 302744731648.0000, CE loss: 37.2897, RL loss: 3027447296.0000, Reward: -4976643.0781
    full cols: 678, non-full cols: 3
   r - labels: 37, labels - r: 21
    violated: 147617, weighted: 439.20452880859375, len: 0.0, nonzero: 0.13403531908988953
Epoch 2500, Total loss: -113312546816.0000, CE loss: 37.0054, RL loss: -1133125504.0000, Reward: -5053154.5039
    full cols: 682, non-full cols: 1
   r - labels: 38, labels - r: 20
    violated: 156572, weighted: 448.89959716796875, len: 0.0, nonzero: 0.1347980499267578
Epoch 2600, Total loss: 82187509760.0000, CE loss: 36.8032, RL loss: 821875072.0000, Reward: -5050326.8984
    full cols: 685, non-full cols: 1
   r - labels: 43, labels - r: 22
    violated: 157408, weighted: 605.6854248046875, len: 0.0, nonzero: 0.13556694984436035
Epoch 2700, Total loss: 373463810048.0000, CE loss: 36.6248, RL loss: 3734638080.0000, Reward: -5041836.9766
    full cols: 688, non-full cols: 1
   r - labels: 45, labels - r: 21
    violated: 152390, weighted: 597.4169921875, len: 0.0, nonzero: 0.13599616289138794
Epoch 2800, Total loss: -43298643968.0000, CE loss: 36.4726, RL loss: -432986432.0000, Reward: -5122145.6211
    full cols: 686, non-full cols: 2
   r - labels: 45, labels - r: 22
    violated: 160740, weighted: 653.2263793945312, len: 0.0, nonzero: 0.13576765358448029
Epoch 2900, Total loss: 81215520768.0000, CE loss: 36.3816, RL loss: 812155200.0000, Reward: -5098381.1914
    full cols: 691, non-full cols: 1
   r - labels: 50, labels - r: 23
    violated: 159948, weighted: 702.710205078125, len: 0.0, nonzero: 0.1365952342748642
Epoch 3000, Total loss: 91090386944.0000, CE loss: 36.2884, RL loss: 910903872.0000, Reward: -5121362.8672
    full cols: 692, non-full cols: 1
   r - labels: 52, labels - r: 24
    violated: 143821, weighted: 868.3885498046875, len: 0.0, nonzero: 0.13680829107761383
Epoch 3100, Total loss: 241433296896.0000, CE loss: 36.2085, RL loss: 2414332928.0000, Reward: -5117054.2852
    full cols: 688, non-full cols: 4
   r - labels: 54, labels - r: 27
    violated: 158866, weighted: 849.2913208007812, len: 0.0, nonzero: 0.13637597858905792
Epoch 3200, Total loss: 35943440384.0000, CE loss: 36.1409, RL loss: 359434400.0000, Reward: -5145533.1875
    full cols: 684, non-full cols: 4
   r - labels: 48, labels - r: 25
    violated: 152961, weighted: 814.0323486328125, len: 0.0, nonzero: 0.13579235970973969
Epoch 3300, Total loss: 25418301440.0000, CE loss: 36.0570, RL loss: 254183008.0000, Reward: -5188959.6953
    full cols: 682, non-full cols: 3
   r - labels: 50, labels - r: 30
    violated: 154987, weighted: 968.56298828125, len: 0.0, nonzero: 0.13515007495880127
Epoch 3400, Total loss: 34774478848.0000, CE loss: 36.0525, RL loss: 347744800.0000, Reward: -5214737.8984
    full cols: 683, non-full cols: 8
   r - labels: 52, labels - r: 26
    violated: 147982, weighted: 971.2050170898438, len: 0.0, nonzero: 0.13539093732833862
Epoch 3500, Total loss: -48091156480.0000, CE loss: 36.0018, RL loss: -480911552.0000, Reward: -5234956.1094
    full cols: 681, non-full cols: 2
   r - labels: 51, labels - r: 33
    violated: 151026, weighted: 1013.2308959960938, len: 0.0, nonzero: 0.13495862483978271
Epoch 3600, Total loss: 192750714880.0000, CE loss: 35.9253, RL loss: 1927507200.0000, Reward: -5234737.3828
    full cols: 680, non-full cols: 3
   r - labels: 51, labels - r: 33
    violated: 152569, weighted: 1103.2333984375, len: 0.0, nonzero: 0.1347455531358719
Epoch 3700, Total loss: 210029133824.0000, CE loss: 35.8919, RL loss: 2100291328.0000, Reward: -5228260.1055
    full cols: 687, non-full cols: 1
   r - labels: 57, labels - r: 34
    violated: 161455, weighted: 1213.889404296875, len: 0.0, nonzero: 0.1359066218137741
Epoch 3800, Total loss: 69916655616.0000, CE loss: 35.8642, RL loss: 699166592.0000, Reward: -5250971.7344
    full cols: 681, non-full cols: 3
   r - labels: 57, labels - r: 38
    violated: 161706, weighted: 1265.22607421875, len: 0.0, nonzero: 0.13459733128547668
Epoch 3900, Total loss: -195793567744.0000, CE loss: 35.8750, RL loss: -1957935616.0000, Reward: -5289766.0781
    full cols: 682, non-full cols: 2
   r - labels: 56, labels - r: 37
    violated: 161548, weighted: 1233.607666015625, len: 0.0, nonzero: 0.1348320096731186
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4638
f1 on test:    0.7423 (micro)
f1 on KB:      0.3741
integrated f1: 0.3954, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 4000, Total loss: -128925966336.0000, CE loss: 35.8216, RL loss: -1289259648.0000, Reward: -5295364.9609
    full cols: 683, non-full cols: 5
   r - labels: 61, labels - r: 38
    violated: 145738, weighted: 1369.789794921875, len: 0.0, nonzero: 0.13519947230815887
Epoch 4100, Total loss: -114659573760.0000, CE loss: 35.8181, RL loss: -1146595712.0000, Reward: -5289282.3359
    full cols: 684, non-full cols: 4
   r - labels: 62, labels - r: 39
    violated: 153501, weighted: 1505.00439453125, len: 0.0, nonzero: 0.1355113685131073
Epoch 4200, Total loss: 99025707008.0000, CE loss: 35.7966, RL loss: 990257088.0000, Reward: -5285894.0938
    full cols: 684, non-full cols: 5
   r - labels: 67, labels - r: 43
    violated: 150980, weighted: 1594.55126953125, len: 0.0, nonzero: 0.13553915917873383
Epoch 4300, Total loss: -152654757888.0000, CE loss: 35.7602, RL loss: -1526547584.0000, Reward: -5305189.9922
    full cols: 688, non-full cols: 7
   r - labels: 73, labels - r: 43
    violated: 151786, weighted: 1663.97607421875, len: 0.0, nonzero: 0.1365828812122345
Epoch 4400, Total loss: 378673725440.0000, CE loss: 35.7529, RL loss: 3786737408.0000, Reward: -5265213.4258
    full cols: 685, non-full cols: 4
   r - labels: 70, labels - r: 46
    violated: 152323, weighted: 1748.21435546875, len: 0.0, nonzero: 0.13559164106845856
Epoch 4500, Total loss: -61224697856.0000, CE loss: 35.7216, RL loss: -612246976.0000, Reward: -5307542.9531
    full cols: 688, non-full cols: 4
   r - labels: 73, labels - r: 46
    violated: 153734, weighted: 1814.458984375, len: 0.0, nonzero: 0.13636364042758942
Epoch 4600, Total loss: -41828249600.0000, CE loss: 35.7416, RL loss: -418282496.0000, Reward: -5327100.0898
    full cols: 688, non-full cols: 8
   r - labels: 78, labels - r: 47
    violated: 155272, weighted: 1807.4761962890625, len: 0.0, nonzero: 0.1369657814502716
Epoch 4700, Total loss: -121163005952.0000, CE loss: 35.6892, RL loss: -1211630080.0000, Reward: -5332431.0586
    full cols: 690, non-full cols: 5
   r - labels: 77, labels - r: 47
    violated: 157560, weighted: 1764.4591064453125, len: 0.0, nonzero: 0.13693182170391083
Epoch 4800, Total loss: 53992882176.0000, CE loss: 35.6965, RL loss: 539928832.0000, Reward: -5303770.1562
    full cols: 695, non-full cols: 3
   r - labels: 82, labels - r: 49
    violated: 157184, weighted: 1925.2598876953125, len: 0.0, nonzero: 0.13773776590824127
Epoch 4900, Total loss: -709713920.0000, CE loss: 35.6658, RL loss: -7097139.5000, Reward: -5320159.6758
    full cols: 697, non-full cols: 4
   r - labels: 87, labels - r: 51
    violated: 153007, weighted: 2190.935791015625, len: 0.0, nonzero: 0.13823184370994568
Epoch 5000, Total loss: 97870118912.0000, CE loss: 35.6876, RL loss: 978701184.0000, Reward: -5319255.7852
    full cols: 692, non-full cols: 8
   r - labels: 88, labels - r: 53
    violated: 144988, weighted: 2172.75146484375, len: 0.0, nonzero: 0.13782423734664917
Epoch 5100, Total loss: 216246861824.0000, CE loss: 35.6834, RL loss: 2162468608.0000, Reward: -5309200.5234
    full cols: 697, non-full cols: 5
   r - labels: 98, labels - r: 61
    violated: 144232, weighted: 2416.5234375, len: 0.0, nonzero: 0.13810214400291443
Epoch 5200, Total loss: 1438008448.0000, CE loss: 35.6581, RL loss: 14380085.0000, Reward: -5330657.4609
    full cols: 696, non-full cols: 8
   r - labels: 98, labels - r: 59
    violated: 143861, weighted: 2386.563720703125, len: 0.0, nonzero: 0.13846652209758759
Epoch 5300, Total loss: 20975689728.0000, CE loss: 35.6445, RL loss: 209756896.0000, Reward: -5347724.5781
    full cols: 698, non-full cols: 2
   r - labels: 98, labels - r: 63
    violated: 171260, weighted: 2501.214111328125, len: 0.0, nonzero: 0.13801877200603485
Epoch 5400, Total loss: 56427155456.0000, CE loss: 35.6046, RL loss: 564271552.0000, Reward: -5364780.5312
    full cols: 692, non-full cols: 5
   r - labels: 106, labels - r: 74
    violated: 165995, weighted: 2888.994384765625, len: 0.0, nonzero: 0.13719429075717926
Epoch 5500, Total loss: -5354969600.0000, CE loss: 35.6073, RL loss: -53549696.0000, Reward: -5390551.5820
    full cols: 696, non-full cols: 9
   r - labels: 112, labels - r: 72
    violated: 153312, weighted: 2889.25244140625, len: 0.0, nonzero: 0.13857151567935944
Epoch 5600, Total loss: 13166228480.0000, CE loss: 35.5742, RL loss: 131662288.0000, Reward: -5414407.5781
    full cols: 700, non-full cols: 4
   r - labels: 116, labels - r: 77
    violated: 152662, weighted: 3138.75, len: 0.0, nonzero: 0.13859930634498596
Epoch 5700, Total loss: 131058876416.0000, CE loss: 35.5907, RL loss: 1310588800.0000, Reward: -5406915.4453
    full cols: 696, non-full cols: 14
   r - labels: 117, labels - r: 72
    violated: 153856, weighted: 3178.80712890625, len: 0.0, nonzero: 0.13909028470516205
Epoch 5800, Total loss: -207477653504.0000, CE loss: 35.5733, RL loss: -2074776576.0000, Reward: -5464303.2266
    full cols: 700, non-full cols: 9
   r - labels: 119, labels - r: 75
    violated: 150703, weighted: 3220.967529296875, len: 0.0, nonzero: 0.13888339698314667
Epoch 5900, Total loss: -31704553472.0000, CE loss: 35.6027, RL loss: -317045536.0000, Reward: -5431238.8203
    full cols: 704, non-full cols: 7
   r - labels: 121, labels - r: 75
    violated: 155899, weighted: 3264.33642578125, len: 0.0, nonzero: 0.1398375779390335
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4634
f1 on test:    0.7391 (micro)
f1 on KB:      0.3843
integrated f1: 0.4036, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 6000, Total loss: 49026281472.0000, CE loss: 35.5776, RL loss: 490262816.0000, Reward: -5446035.1719
    full cols: 696, non-full cols: 11
   r - labels: 117, labels - r: 75
    violated: 160889, weighted: 3110.539306640625, len: 0.0, nonzero: 0.13878458738327026
Epoch 6100, Total loss: 81324056576.0000, CE loss: 35.5588, RL loss: 813240576.0000, Reward: -5458072.7656
    full cols: 711, non-full cols: 7
   r - labels: 131, labels - r: 78
    violated: 158123, weighted: 3450.250244140625, len: 0.0, nonzero: 0.14136919379234314
Epoch 6200, Total loss: -31884218368.0000, CE loss: 35.5854, RL loss: -318842176.0000, Reward: -5481550.9297
    full cols: 706, non-full cols: 13
   r - labels: 134, labels - r: 80
    violated: 161118, weighted: 3460.484375, len: 0.0, nonzero: 0.1407608687877655
Epoch 6300, Total loss: 95845154816.0000, CE loss: 35.5414, RL loss: 958451584.0000, Reward: -5472843.3906
    full cols: 716, non-full cols: 15
   r - labels: 146, labels - r: 80
    violated: 155217, weighted: 3672.574462890625, len: 0.0, nonzero: 0.14319108426570892
Epoch 6400, Total loss: -115193634816.0000, CE loss: 35.5763, RL loss: -1151936384.0000, Reward: -5495095.8047
    full cols: 715, non-full cols: 7
   r - labels: 140, labels - r: 83
    violated: 145115, weighted: 3615.742431640625, len: 0.0, nonzero: 0.14244379103183746
Epoch 6500, Total loss: 58007912448.0000, CE loss: 35.5982, RL loss: 580079104.0000, Reward: -5496418.7031
    full cols: 709, non-full cols: 10
   r - labels: 139, labels - r: 85
    violated: 154502, weighted: 3739.375244140625, len: 0.0, nonzero: 0.1411808282136917
Epoch 6600, Total loss: -53259378688.0000, CE loss: 35.5335, RL loss: -532593792.0000, Reward: -5517604.3047
    full cols: 707, non-full cols: 19
   r - labels: 146, labels - r: 85
    violated: 154846, weighted: 3978.660888671875, len: 0.0, nonzero: 0.1422646939754486
Epoch 6700, Total loss: -211429179392.0000, CE loss: 35.5529, RL loss: -2114291840.0000, Reward: -5538167.9062
    full cols: 710, non-full cols: 22
   r - labels: 152, labels - r: 85
    violated: 151945, weighted: 4098.181640625, len: 0.0, nonzero: 0.14293168485164642
Epoch 6800, Total loss: 198417055744.0000, CE loss: 35.5214, RL loss: 1984170496.0000, Reward: -5496245.0469
    full cols: 712, non-full cols: 14
   r - labels: 157, labels - r: 96
    violated: 143958, weighted: 4353.7314453125, len: 0.0, nonzero: 0.14252717792987823
Epoch 6900, Total loss: 106499407872.0000, CE loss: 35.5626, RL loss: 1064994112.0000, Reward: -5498510.0742
    full cols: 710, non-full cols: 14
   r - labels: 157, labels - r: 98
    violated: 167498, weighted: 4394.93359375, len: 0.0, nonzero: 0.1419682502746582
Epoch 7000, Total loss: -142985068544.0000, CE loss: 35.5663, RL loss: -1429850624.0000, Reward: -5533051.1094
    full cols: 696, non-full cols: 9
   r - labels: 148, labels - r: 108
    violated: 144602, weighted: 4323.81201171875, len: 0.0, nonzero: 0.138762965798378
Epoch 7100, Total loss: -164700880896.0000, CE loss: 35.5378, RL loss: -1647008768.0000, Reward: -5538492.8945
    full cols: 706, non-full cols: 6
   r - labels: 156, labels - r: 109
    violated: 158937, weighted: 4586.43310546875, len: 0.0, nonzero: 0.14045824110507965
Epoch 7200, Total loss: -72193359872.0000, CE loss: 35.5042, RL loss: -721933568.0000, Reward: -5548338.3750
    full cols: 700, non-full cols: 11
   r - labels: 159, labels - r: 113
    violated: 157547, weighted: 4890.3583984375, len: 0.0, nonzero: 0.1395905315876007
Epoch 7300, Total loss: 152302321664.0000, CE loss: 35.5438, RL loss: 1523023232.0000, Reward: -5510526.3359
    full cols: 704, non-full cols: 12
   r - labels: 161, labels - r: 110
    violated: 157996, weighted: 4742.5185546875, len: 0.0, nonzero: 0.14018341898918152
Epoch 7400, Total loss: -1039455808.0000, CE loss: 35.5305, RL loss: -10394558.0000, Reward: -5544186.7500
    full cols: 702, non-full cols: 25
   r - labels: 173, labels - r: 111
    violated: 143079, weighted: 4959.3046875, len: 0.0, nonzero: 0.14182929694652557
Epoch 7500, Total loss: -46124916736.0000, CE loss: 35.5619, RL loss: -461249184.0000, Reward: -5557472.7891
    full cols: 710, non-full cols: 14
   r - labels: 172, labels - r: 113
    violated: 153153, weighted: 4997.51708984375, len: 0.0, nonzero: 0.14141550660133362
Epoch 7600, Total loss: -19423111168.0000, CE loss: 35.5258, RL loss: -194231120.0000, Reward: -5554965.2891
    full cols: 708, non-full cols: 14
   r - labels: 175, labels - r: 118
    violated: 156282, weighted: 5349.1513671875, len: 0.0, nonzero: 0.1413877159357071
Epoch 7700, Total loss: -11003401216.0000, CE loss: 35.4967, RL loss: -110034008.0000, Reward: -5564111.8164
    full cols: 711, non-full cols: 15
   r - labels: 177, labels - r: 116
    violated: 158205, weighted: 5305.7373046875, len: 0.0, nonzero: 0.1421288251876831
Epoch 7800, Total loss: 160107675648.0000, CE loss: 35.5200, RL loss: 1601076736.0000, Reward: -5568911.4297
    full cols: 716, non-full cols: 16
   r - labels: 180, labels - r: 113
    violated: 149351, weighted: 5432.02001953125, len: 0.0, nonzero: 0.143410325050354
Epoch 7900, Total loss: 236308299776.0000, CE loss: 35.4916, RL loss: 2363083008.0000, Reward: -5564508.9648
    full cols: 708, non-full cols: 10
   r - labels: 176, labels - r: 123
    violated: 155431, weighted: 5682.41015625, len: 0.0, nonzero: 0.1408720314502716
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4629
f1 on test:    0.7359 (micro)
f1 on KB:      0.3914
integrated f1: 0.4093, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 8000, Total loss: -8711796736.0000, CE loss: 35.4973, RL loss: -87117968.0000, Reward: -5597054.4297
    full cols: 707, non-full cols: 16
   r - labels: 181, labels - r: 123
    violated: 152995, weighted: 5666.37841796875, len: 0.0, nonzero: 0.14126728475093842
Epoch 8100, Total loss: 54703947776.0000, CE loss: 35.5125, RL loss: 547039488.0000, Reward: -5610088.4922
    full cols: 717, non-full cols: 16
   r - labels: 192, labels - r: 124
    violated: 148588, weighted: 6055.3330078125, len: 0.0, nonzero: 0.14362648129463196
Epoch 8200, Total loss: 76592349184.0000, CE loss: 35.5258, RL loss: 765923456.0000, Reward: -5624105.9883
    full cols: 720, non-full cols: 12
   r - labels: 196, labels - r: 129
    violated: 155262, weighted: 6309.33154296875, len: 0.0, nonzero: 0.14399702847003937
Epoch 8300, Total loss: -154904428544.0000, CE loss: 35.4793, RL loss: -1549044352.0000, Reward: -5652245.8984
    full cols: 718, non-full cols: 20
   r - labels: 199, labels - r: 126
    violated: 156639, weighted: 6281.7041015625, len: 0.0, nonzero: 0.14421936869621277
Epoch 8400, Total loss: -49135788032.0000, CE loss: 35.4995, RL loss: -491357888.0000, Reward: -5651070.4219
    full cols: 723, non-full cols: 22
   r - labels: 201, labels - r: 121
    violated: 154513, weighted: 6216.98046875, len: 0.0, nonzero: 0.14485856890678406
Epoch 8500, Total loss: 38077427712.0000, CE loss: 35.4875, RL loss: 380774272.0000, Reward: -5632977.9141
    full cols: 720, non-full cols: 22
   r - labels: 206, labels - r: 129
    violated: 152516, weighted: 6701.2529296875, len: 0.0, nonzero: 0.14517353475093842
Epoch 8600, Total loss: 121624592384.0000, CE loss: 35.4848, RL loss: 1216245888.0000, Reward: -5651741.3477
    full cols: 726, non-full cols: 17
   r - labels: 212, labels - r: 134
    violated: 150207, weighted: 6900.57373046875, len: 0.0, nonzero: 0.14544837176799774
Epoch 8700, Total loss: 63518478336.0000, CE loss: 35.4925, RL loss: 635184768.0000, Reward: -5660560.1016
    full cols: 722, non-full cols: 11
   r - labels: 207, labels - r: 139
    violated: 154274, weighted: 6853.7158203125, len: 0.0, nonzero: 0.14388586580753326
Epoch 8800, Total loss: 92034957312.0000, CE loss: 35.4534, RL loss: 920349568.0000, Reward: -5677045.3125
    full cols: 710, non-full cols: 25
   r - labels: 212, labels - r: 142
    violated: 165752, weighted: 7276.3212890625, len: 0.0, nonzero: 0.14320343732833862
Epoch 8900, Total loss: -32815280128.0000, CE loss: 35.4908, RL loss: -328152800.0000, Reward: -5692738.4375
    full cols: 728, non-full cols: 21
   r - labels: 220, labels - r: 136
    violated: 151390, weighted: 7235.3173828125, len: 0.0, nonzero: 0.14605359733104706
Epoch 9000, Total loss: -75594260480.0000, CE loss: 35.4559, RL loss: -755942592.0000, Reward: -5708992.6680
    full cols: 721, non-full cols: 22
   r - labels: 219, labels - r: 141
    violated: 150336, weighted: 7123.65185546875, len: 0.0, nonzero: 0.14455285668373108
Epoch 9100, Total loss: -76888637440.0000, CE loss: 35.4958, RL loss: -768886336.0000, Reward: -5718692.7812
    full cols: 708, non-full cols: 16
   r - labels: 206, labels - r: 147
    violated: 153465, weighted: 7023.51416015625, len: 0.0, nonzero: 0.14185400307178497
Epoch 9200, Total loss: 58499297280.0000, CE loss: 35.4498, RL loss: 584992960.0000, Reward: -5695084.5703
    full cols: 723, non-full cols: 24
   r - labels: 224, labels - r: 142
    violated: 145767, weighted: 7234.1025390625, len: 0.0, nonzero: 0.1450623720884323
Epoch 9300, Total loss: -8771484672.0000, CE loss: 35.4691, RL loss: -87714848.0000, Reward: -5715786.9453
    full cols: 730, non-full cols: 19
   r - labels: 229, labels - r: 145
    violated: 161933, weighted: 7576.56689453125, len: 0.0, nonzero: 0.1459486186504364
Epoch 9400, Total loss: 66273792000.0000, CE loss: 35.4809, RL loss: 662737920.0000, Reward: -5712499.8594
    full cols: 731, non-full cols: 23
   r - labels: 235, labels - r: 146
    violated: 141778, weighted: 7470.22412109375, len: 0.0, nonzero: 0.14679162204265594
Epoch 9500, Total loss: -51005620224.0000, CE loss: 35.4489, RL loss: -510056192.0000, Reward: -5732730.9688
    full cols: 727, non-full cols: 15
   r - labels: 232, labels - r: 155
    violated: 140838, weighted: 7741.79248046875, len: 0.0, nonzero: 0.14518897235393524
Epoch 9600, Total loss: 18207303680.0000, CE loss: 35.4439, RL loss: 182073040.0000, Reward: -5732906.2266
    full cols: 740, non-full cols: 25
   r - labels: 252, labels - r: 152
    violated: 145600, weighted: 8085.41796875, len: 0.0, nonzero: 0.14827074110507965
Epoch 9700, Total loss: 159425036288.0000, CE loss: 35.5239, RL loss: 1594250368.0000, Reward: -5730451.6953
    full cols: 751, non-full cols: 20
   r - labels: 254, labels - r: 148
    violated: 150345, weighted: 8150.8701171875, len: 0.0, nonzero: 0.1501389592885971
Epoch 9800, Total loss: 227475357696.0000, CE loss: 35.4441, RL loss: 2274753536.0000, Reward: -5745697.4297
    full cols: 740, non-full cols: 24
   r - labels: 254, labels - r: 155
    violated: 156870, weighted: 8317.80078125, len: 0.0, nonzero: 0.1488204002380371
Epoch 9900, Total loss: -30874406912.0000, CE loss: 35.4414, RL loss: -308744064.0000, Reward: -5750040.5117
    full cols: 737, non-full cols: 17
   r - labels: 246, labels - r: 157
    violated: 145371, weighted: 8213.119140625, len: 0.0, nonzero: 0.1471930593252182
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4606
f1 on test:    0.7320 (micro)
f1 on KB:      0.3978
integrated f1: 0.4139, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 10000, Total loss: -64666304512.0000, CE loss: 35.4520, RL loss: -646663040.0000, Reward: -5787345.1875
    full cols: 732, non-full cols: 28
   r - labels: 256, labels - r: 161
    violated: 145095, weighted: 8389.3095703125, len: 0.0, nonzero: 0.14725172519683838
Epoch 10100, Total loss: 47556263936.0000, CE loss: 35.4431, RL loss: 475562624.0000, Reward: -5763343.7578
    full cols: 734, non-full cols: 24
   r - labels: 263, labels - r: 170
    violated: 149349, weighted: 8682.982421875, len: 0.0, nonzero: 0.1477952003479004
Epoch 10200, Total loss: 85761736704.0000, CE loss: 35.4610, RL loss: 857617344.0000, Reward: -5774176.8242
    full cols: 730, non-full cols: 31
   r - labels: 262, labels - r: 166
    violated: 129660, weighted: 8625.2734375, len: 0.0, nonzero: 0.14723320305347443
Epoch 10300, Total loss: -50512027648.0000, CE loss: 35.4742, RL loss: -505120256.0000, Reward: -5797085.5859
    full cols: 741, non-full cols: 29
   r - labels: 269, labels - r: 164
    violated: 145594, weighted: 8806.634765625, len: 0.0, nonzero: 0.14972825348377228
Epoch 10400, Total loss: -63381643264.0000, CE loss: 35.4866, RL loss: -633816448.0000, Reward: -5781326.2852
    full cols: 733, non-full cols: 29
   r - labels: 265, labels - r: 168
    violated: 141176, weighted: 8733.328125, len: 0.0, nonzero: 0.14739994704723358
Epoch 10500, Total loss: 33659174912.0000, CE loss: 35.4931, RL loss: 336591744.0000, Reward: -5785271.4609
    full cols: 728, non-full cols: 15
   r - labels: 251, labels - r: 173
    violated: 150586, weighted: 8683.8955078125, len: 0.0, nonzero: 0.1452692598104477
Epoch 10600, Total loss: 68192813056.0000, CE loss: 35.4668, RL loss: 681928128.0000, Reward: -5773505.0508
    full cols: 721, non-full cols: 30
   r - labels: 259, labels - r: 173
    violated: 152709, weighted: 8664.1640625, len: 0.0, nonzero: 0.1452692598104477
Epoch 10700, Total loss: -92900507648.0000, CE loss: 35.4614, RL loss: -929005056.0000, Reward: -5774980.2266
    full cols: 723, non-full cols: 25
   r - labels: 259, labels - r: 176
    violated: 159049, weighted: 8778.0908203125, len: 0.0, nonzero: 0.14493268728256226
Epoch 10800, Total loss: -163339141120.0000, CE loss: 35.4664, RL loss: -1633391360.0000, Reward: -5792346.9336
    full cols: 722, non-full cols: 31
   r - labels: 268, labels - r: 180
    violated: 141252, weighted: 8956.2578125, len: 0.0, nonzero: 0.145726278424263
Epoch 10900, Total loss: -143401287680.0000, CE loss: 35.4363, RL loss: -1434012928.0000, Reward: -5789548.0469
    full cols: 735, non-full cols: 29
   r - labels: 273, labels - r: 174
    violated: 141812, weighted: 9050.3564453125, len: 0.0, nonzero: 0.14812561869621277
Epoch 11000, Total loss: 102766338048.0000, CE loss: 35.4663, RL loss: 1027663360.0000, Reward: -5776411.3047
    full cols: 716, non-full cols: 29
   r - labels: 264, labels - r: 184
    violated: 145664, weighted: 9112.41015625, len: 0.0, nonzero: 0.143864244222641
Epoch 11100, Total loss: -189636116480.0000, CE loss: 35.4385, RL loss: -1896361088.0000, Reward: -5785445.2891
    full cols: 718, non-full cols: 29
   r - labels: 268, labels - r: 186
    violated: 147171, weighted: 9239.052734375, len: 0.0, nonzero: 0.14465785026550293
Epoch 11200, Total loss: -75431501824.0000, CE loss: 35.4563, RL loss: -754315008.0000, Reward: -5755010.1016
    full cols: 728, non-full cols: 27
   r - labels: 276, labels - r: 186
    violated: 143965, weighted: 9316.015625, len: 0.0, nonzero: 0.1462944597005844
Epoch 11300, Total loss: 53528698880.0000, CE loss: 35.5251, RL loss: 535287008.0000, Reward: -5725785.9062
    full cols: 716, non-full cols: 36
   r - labels: 277, labels - r: 190
    violated: 154217, weighted: 9417.291015625, len: 0.0, nonzero: 0.14537733793258667
Epoch 11400, Total loss: -95035580416.0000, CE loss: 35.4807, RL loss: -950355840.0000, Reward: -5740600.8086
    full cols: 727, non-full cols: 28
   r - labels: 284, labels - r: 194
    violated: 143087, weighted: 9749.552734375, len: 0.0, nonzero: 0.14621108770370483
Epoch 11500, Total loss: 91157561344.0000, CE loss: 35.4413, RL loss: 911575616.0000, Reward: -5719727.4141
    full cols: 720, non-full cols: 22
   r - labels: 271, labels - r: 194
    violated: 143665, weighted: 9579.6669921875, len: 0.0, nonzero: 0.14399085938930511
Epoch 11600, Total loss: 119468875776.0000, CE loss: 35.4356, RL loss: 1194688768.0000, Reward: -5719341.6992
    full cols: 705, non-full cols: 33
   r - labels: 276, labels - r: 203
    violated: 148843, weighted: 9828.8623046875, len: 0.0, nonzero: 0.1428297907114029
Epoch 11700, Total loss: 2514892288.0000, CE loss: 35.4517, RL loss: 25148924.0000, Reward: -5707559.1094
    full cols: 714, non-full cols: 25
   r - labels: 276, labels - r: 202
    violated: 150159, weighted: 9758.138671875, len: 0.0, nonzero: 0.1436450034379959
Epoch 11800, Total loss: 70857416704.0000, CE loss: 35.4373, RL loss: 708574144.0000, Reward: -5705081.9492
    full cols: 716, non-full cols: 23
   r - labels: 278, labels - r: 204
    violated: 142900, weighted: 9827.869140625, len: 0.0, nonzero: 0.14370058476924896
Epoch 11900, Total loss: 192125845504.0000, CE loss: 35.4276, RL loss: 1921258496.0000, Reward: -5689877.8594
    full cols: 709, non-full cols: 22
   r - labels: 273, labels - r: 207
    violated: 149417, weighted: 9811.005859375, len: 0.0, nonzero: 0.1428174376487732
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4603
f1 on test:    0.7304 (micro)
f1 on KB:      0.4023
integrated f1: 0.4174, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 12000, Total loss: 47036940288.0000, CE loss: 35.4381, RL loss: 470369408.0000, Reward: -5709011.8125
    full cols: 716, non-full cols: 24
   r - labels: 280, labels - r: 205
    violated: 156672, weighted: 9855.39453125, len: 0.0, nonzero: 0.14309225976467133
Epoch 12100, Total loss: 139766972416.0000, CE loss: 35.4766, RL loss: 1397669760.0000, Reward: -5707715.2656
    full cols: 720, non-full cols: 23
   r - labels: 282, labels - r: 204
    violated: 143224, weighted: 10006.9609375, len: 0.0, nonzero: 0.1440495252609253
Epoch 12200, Total loss: -67628781568.0000, CE loss: 35.4490, RL loss: -676287808.0000, Reward: -5742148.0391
    full cols: 712, non-full cols: 32
   r - labels: 284, labels - r: 205
    violated: 153127, weighted: 10107.8720703125, len: 0.0, nonzero: 0.14361721277236938
Epoch 12300, Total loss: 9636268032.0000, CE loss: 35.4489, RL loss: 96362680.0000, Reward: -5734713.4922
    full cols: 721, non-full cols: 25
   r - labels: 289, labels - r: 208
    violated: 151133, weighted: 10381.4765625, len: 0.0, nonzero: 0.14521677792072296
Epoch 12400, Total loss: 13338275840.0000, CE loss: 35.4724, RL loss: 133382760.0000, Reward: -5737715.0703
    full cols: 709, non-full cols: 26
   r - labels: 285, labels - r: 215
    violated: 142752, weighted: 10418.935546875, len: 0.0, nonzero: 0.14282360672950745
Epoch 12500, Total loss: 47032004608.0000, CE loss: 35.4271, RL loss: 470320064.0000, Reward: -5748951.3398
    full cols: 709, non-full cols: 27
   r - labels: 285, labels - r: 214
    violated: 148582, weighted: 10521.724609375, len: 0.0, nonzero: 0.14330533146858215
Epoch 12600, Total loss: -55362252800.0000, CE loss: 35.4601, RL loss: -553622528.0000, Reward: -5767017.4961
    full cols: 717, non-full cols: 22
   r - labels: 296, labels - r: 222
    violated: 155993, weighted: 11075.466796875, len: 0.0, nonzero: 0.14361104369163513
Epoch 12700, Total loss: -18014408704.0000, CE loss: 35.4270, RL loss: -180144080.0000, Reward: -5752663.0508
    full cols: 728, non-full cols: 21
   r - labels: 306, labels - r: 222
    violated: 136330, weighted: 11148.43359375, len: 0.0, nonzero: 0.1450345814228058
Epoch 12800, Total loss: 12294417408.0000, CE loss: 35.4601, RL loss: 122944176.0000, Reward: -5753986.5625
    full cols: 716, non-full cols: 26
   r - labels: 304, labels - r: 227
    violated: 139521, weighted: 11224.083984375, len: 0.0, nonzero: 0.14445404708385468
Epoch 12900, Total loss: -177955930112.0000, CE loss: 35.4364, RL loss: -1779559296.0000, Reward: -5782404.5625
    full cols: 729, non-full cols: 23
   r - labels: 309, labels - r: 222
    violated: 145030, weighted: 11061.4375, len: 0.0, nonzero: 0.14634078741073608
Epoch 13000, Total loss: -121102237696.0000, CE loss: 35.4186, RL loss: -1211022336.0000, Reward: -5795933.0898
    full cols: 721, non-full cols: 28
   r - labels: 310, labels - r: 226
    violated: 142163, weighted: 11092.1240234375, len: 0.0, nonzero: 0.14516118168830872
Epoch 13100, Total loss: 73472065536.0000, CE loss: 35.4309, RL loss: 734720640.0000, Reward: -5775632.2344
    full cols: 715, non-full cols: 20
   r - labels: 301, labels - r: 231
    violated: 150455, weighted: 11233.21484375, len: 0.0, nonzero: 0.1435585469007492
Epoch 13200, Total loss: -48819732480.0000, CE loss: 35.4578, RL loss: -488197344.0000, Reward: -5774106.5000
    full cols: 728, non-full cols: 24
   r - labels: 320, labels - r: 233
    violated: 151819, weighted: 11431.3974609375, len: 0.0, nonzero: 0.14562438428401947
Epoch 13300, Total loss: -23316045824.0000, CE loss: 35.4728, RL loss: -233160448.0000, Reward: -5810215.8203
    full cols: 721, non-full cols: 40
   r - labels: 329, labels - r: 233
    violated: 155049, weighted: 11800.5048828125, len: 0.0, nonzero: 0.14647357165813446
Epoch 13400, Total loss: -64543948800.0000, CE loss: 35.4494, RL loss: -645439488.0000, Reward: -5804586.1367
    full cols: 719, non-full cols: 39
   r - labels: 328, labels - r: 235
    violated: 145107, weighted: 11843.953125, len: 0.0, nonzero: 0.14634078741073608
Epoch 13500, Total loss: -179702824960.0000, CE loss: 35.4202, RL loss: -1797028224.0000, Reward: -5853181.6953
    full cols: 737, non-full cols: 34
   r - labels: 335, labels - r: 229
    violated: 138077, weighted: 11837.3427734375, len: 0.0, nonzero: 0.14924344420433044
Epoch 13600, Total loss: -143163179008.0000, CE loss: 35.4173, RL loss: -1431631744.0000, Reward: -5854629.0977
    full cols: 741, non-full cols: 14
   r - labels: 323, labels - r: 233
    violated: 151474, weighted: 11706.7265625, len: 0.0, nonzero: 0.1477612406015396
Epoch 13700, Total loss: -68813930496.0000, CE loss: 35.4302, RL loss: -688139328.0000, Reward: -5880436.7656
    full cols: 726, non-full cols: 39
   r - labels: 339, labels - r: 239
    violated: 156831, weighted: 12108.2861328125, len: 0.0, nonzero: 0.1476377248764038
Epoch 13800, Total loss: -309737947136.0000, CE loss: 35.4237, RL loss: -3097379328.0000, Reward: -5904099.8438
    full cols: 740, non-full cols: 23
   r - labels: 337, labels - r: 239
    violated: 136491, weighted: 12175.0439453125, len: 0.0, nonzero: 0.14881113171577454
Epoch 13900, Total loss: 101471461376.0000, CE loss: 35.4356, RL loss: 1014714624.0000, Reward: -5876295.1133
    full cols: 744, non-full cols: 32
   r - labels: 340, labels - r: 229
    violated: 145659, weighted: 11951.6337890625, len: 0.0, nonzero: 0.15009263157844543
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
integrated f1: 0.3741, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4581
f1 on test:    0.7259 (micro)
f1 on KB:      0.4162
integrated f1: 0.4275, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 14000, Total loss: 182521430016.0000, CE loss: 35.4228, RL loss: 1825214336.0000, Reward: -5893360.7656
    full cols: 733, non-full cols: 31
   r - labels: 334, labels - r: 235
    violated: 149154, weighted: 11877.771484375, len: 0.0, nonzero: 0.14770255982875824
Epoch 14100, Total loss: -249174163456.0000, CE loss: 35.4168, RL loss: -2491741696.0000, Reward: -5949296.0312
    full cols: 733, non-full cols: 25
   r - labels: 337, labels - r: 244
    violated: 144721, weighted: 12197.3125, len: 0.0, nonzero: 0.1472548097372055
Epoch 14200, Total loss: -75326054400.0000, CE loss: 35.4463, RL loss: -753260544.0000, Reward: -5968154.6016
    full cols: 720, non-full cols: 34
   r - labels: 336, labels - r: 247
    violated: 143612, weighted: 12427.609375, len: 0.0, nonzero: 0.14603815972805023
Epoch 14300, Total loss: 118360702976.0000, CE loss: 35.4912, RL loss: 1183607040.0000, Reward: -5959659.5156
    full cols: 716, non-full cols: 32
   r - labels: 324, labels - r: 241
    violated: 151529, weighted: 12069.951171875, len: 0.0, nonzero: 0.1449882686138153
Epoch 14400, Total loss: 8573603328.0000, CE loss: 35.4705, RL loss: 85736032.0000, Reward: -5992755.7344
    full cols: 711, non-full cols: 56
   r - labels: 336, labels - r: 234
    violated: 141488, weighted: 12158.1953125, len: 0.0, nonzero: 0.1470077782869339
Epoch 14500, Total loss: 130990538752.0000, CE loss: 35.4114, RL loss: 1309905408.0000, Reward: -6021038.6250
    full cols: 725, non-full cols: 60
   r - labels: 347, labels - r: 227
    violated: 139174, weighted: 12122.91015625, len: 0.0, nonzero: 0.14932064712047577
Epoch 14600, Total loss: -76329500672.0000, CE loss: 35.4491, RL loss: -763294976.0000, Reward: -6072261.7188
    full cols: 719, non-full cols: 44
   r - labels: 336, labels - r: 238
    violated: 150396, weighted: 12326.1298828125, len: 0.0, nonzero: 0.14735671877861023
Epoch 14700, Total loss: 114797846528.0000, CE loss: 35.4386, RL loss: 1147978496.0000, Reward: -6057398.5078
    full cols: 713, non-full cols: 65
   r - labels: 343, labels - r: 230
    violated: 143956, weighted: 12165.94921875, len: 0.0, nonzero: 0.1463562250137329
Epoch 14800, Total loss: 209758945280.0000, CE loss: 35.4401, RL loss: 2097589504.0000, Reward: -6080694.2500
    full cols: 717, non-full cols: 65
   r - labels: 351, labels - r: 234
    violated: 149914, weighted: 12243.998046875, len: 0.0, nonzero: 0.1487339437007904
Epoch 14900, Total loss: 194631401472.0000, CE loss: 35.4799, RL loss: 1946313984.0000, Reward: -6077605.1094
    full cols: 720, non-full cols: 71
   r - labels: 354, labels - r: 228
    violated: 151779, weighted: 12315.126953125, len: 0.0, nonzero: 0.14925271272659302
Epoch 15000, Total loss: 82819284992.0000, CE loss: 35.4510, RL loss: 828192832.0000, Reward: -6100057.9688
    full cols: 712, non-full cols: 68
   r - labels: 354, labels - r: 239
    violated: 152524, weighted: 12280.939453125, len: 0.0, nonzero: 0.14728260040283203
------ ABL Loop 0 ------
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.3455
f1 on orig KB: 0.3455
integrated f1: 0.3736, w_data: 0.2956, w_klg: 0.7044

integrated result:
f1 on test:    0.4580
f1 on test:    0.7255 (micro)
f1 on KB:      0.4168
f1 on orig KB: 0.4168
integrated f1: 0.4278, w_data: 0.2956, w_klg: 0.7044
------------
integrated f1 0.3736

KB before refine:
num_nodes: 5060.0000
num_edges: 173493.0000
density: 0.0068
avg_degree: 34.2872
avg_clustering: 0.2880
degree_assortativity: 0.1845
modularity: 0.4495
avg_betweenness: 0.0002
avg_closeness: 0.1414
Iteration 0: Loss = 10774156.000000
|Xk-Y|_F:  10774156.000000, |X-X0|:  0.000000
rounded |X_k-Y|_0 = 9442879, f1 =  0.366746, approx slack: 2117978
rounded before pow |X_k-Y|_0 = 9296579, f1 =  0.315443

Iteration 20: Loss = 13018944.000000
|Xk-Y|_F:  12762439.000000, |X-X0|:  256504.765625
rounded |X_k-Y|_0 = 10924093, f1 =  0.272818, approx slack: 1992678
rounded before pow |X_k-Y|_0 = 9296579, f1 =  0.315443

Iteration 40: Loss = 12844936.000000
|Xk-Y|_F:  12621731.000000, |X-X0|:  223205.093750
rounded |X_k-Y|_0 = 10821177, f1 =  0.275773, approx slack: 266261
rounded before pow |X_k-Y|_0 = 11020603, f1 =  0.270047

Iteration 60: Loss = 12437417.000000
|Xk-Y|_F:  12243795.000000, |X-X0|:  193622.281250
rounded |X_k-Y|_0 = 10516949, f1 =  0.284408, approx slack: 653620
rounded before pow |X_k-Y|_0 = 10976497, f1 =  0.271323

Iteration 80: Loss = 11739412.000000
|Xk-Y|_F:  11566695.000000, |X-X0|:  172716.781250
rounded |X_k-Y|_0 = 9895488, f1 =  0.301471, approx slack: 430596
rounded before pow |X_k-Y|_0 = 9941590, f1 =  0.300387

Iteration 100: Loss = 11464011.000000
|Xk-Y|_F:  11305380.000000, |X-X0|:  158630.687500
rounded |X_k-Y|_0 = 9638519, f1 =  0.308528, approx slack: 326516
rounded before pow |X_k-Y|_0 = 9811243, f1 =  0.303860

Iteration 120: Loss = 11373108.000000
|Xk-Y|_F:  11224787.000000, |X-X0|:  148321.078125
rounded |X_k-Y|_0 = 9557353, f1 =  0.310739, approx slack: 321345
rounded before pow |X_k-Y|_0 = 9725036, f1 =  0.306272

Iteration 140: Loss = 11308643.000000
|Xk-Y|_F:  11168427.000000, |X-X0|:  140216.093750
rounded |X_k-Y|_0 = 9503978, f1 =  0.312177, approx slack: 302495
rounded before pow |X_k-Y|_0 = 9641951, f1 =  0.308548

Iteration 160: Loss = 11241542.000000
|Xk-Y|_F:  11107906.000000, |X-X0|:  133635.812500
rounded |X_k-Y|_0 = 9453697, f1 =  0.313535, approx slack: 287831
rounded before pow |X_k-Y|_0 = 9590698, f1 =  0.309966

Iteration 180: Loss = 11160875.000000
|Xk-Y|_F:  11032683.000000, |X-X0|:  128192.359375
rounded |X_k-Y|_0 = 9391677, f1 =  0.315223, approx slack: 232815
rounded before pow |X_k-Y|_0 = 9529787, f1 =  0.311633

Iteration 200: Loss = 11113266.000000
|Xk-Y|_F:  10989583.000000, |X-X0|:  123682.546875
rounded |X_k-Y|_0 = 9358518, f1 =  0.316123, approx slack: 242673
rounded before pow |X_k-Y|_0 = 9510594, f1 =  0.312170

Iteration 220: Loss = 11070315.000000
|Xk-Y|_F:  10950428.000000, |X-X0|:  119887.421875
rounded |X_k-Y|_0 = 9328615, f1 =  0.316948, approx slack: 260863
rounded before pow |X_k-Y|_0 = 9491707, f1 =  0.312858

Iteration 240: Loss = 11025073.000000
|Xk-Y|_F:  10908304.000000, |X-X0|:  116769.250000
rounded |X_k-Y|_0 = 9301275, f1 =  0.317770, approx slack: 270719
rounded before pow |X_k-Y|_0 = 9490288, f1 =  0.312927

Iteration 260: Loss = 10993411.000000
|Xk-Y|_F:  10879680.000000, |X-X0|:  113730.648438
rounded |X_k-Y|_0 = 9277833, f1 =  0.318622, approx slack: 492052
rounded before pow |X_k-Y|_0 = 9662500, f1 =  0.308218

Iteration 280: Loss = 10956528.000000
|Xk-Y|_F:  10845732.000000, |X-X0|:  110796.265625
rounded |X_k-Y|_0 = 9254322, f1 =  0.319312, approx slack: 516573
rounded before pow |X_k-Y|_0 = 9676339, f1 =  0.307833

Iteration 300: Loss = 10917950.000000
|Xk-Y|_F:  10809910.000000, |X-X0|:  108040.281250
rounded |X_k-Y|_0 = 9231168, f1 =  0.319944, approx slack: 520436
rounded before pow |X_k-Y|_0 = 9655347, f1 =  0.308411

Iteration 320: Loss = 10879249.000000
|Xk-Y|_F:  10773734.000000, |X-X0|:  105515.375000
rounded |X_k-Y|_0 = 9208699, f1 =  0.320561, approx slack: 480945
rounded before pow |X_k-Y|_0 = 9597727, f1 =  0.309998

Iteration 340: Loss = 10839284.000000
|Xk-Y|_F:  10736067.000000, |X-X0|:  103216.593750
rounded |X_k-Y|_0 = 9183784, f1 =  0.321222, approx slack: 537121
rounded before pow |X_k-Y|_0 = 9632882, f1 =  0.309007

Iteration 360: Loss = 10801347.000000
|Xk-Y|_F:  10700259.000000, |X-X0|:  101088.257812
rounded |X_k-Y|_0 = 9160254, f1 =  0.321837, approx slack: 656449
rounded before pow |X_k-Y|_0 = 9722335, f1 =  0.306532

Iteration 380: Loss = 10757726.000000
|Xk-Y|_F:  10658601.000000, |X-X0|:  99124.890625
rounded |X_k-Y|_0 = 9132277, f1 =  0.322559, approx slack: 681640
rounded before pow |X_k-Y|_0 = 9715007, f1 =  0.306720

Iteration 400: Loss = 10706355.000000
|Xk-Y|_F:  10609057.000000, |X-X0|:  97298.414062
rounded |X_k-Y|_0 = 9099011, f1 =  0.323414, approx slack: 710936
rounded before pow |X_k-Y|_0 = 9705242, f1 =  0.306989

Iteration 420: Loss = 10649977.000000
|Xk-Y|_F:  10554327.000000, |X-X0|:  95650.437500
rounded |X_k-Y|_0 = 9059165, f1 =  0.324439, approx slack: 750160
rounded before pow |X_k-Y|_0 = 9684843, f1 =  0.307575

Iteration 440: Loss = 10583128.000000
|Xk-Y|_F:  10488932.000000, |X-X0|:  94196.359375
rounded |X_k-Y|_0 = 9013420, f1 =  0.325609, approx slack: 796991
rounded before pow |X_k-Y|_0 = 9675986, f1 =  0.307820

Iteration 460: Loss = 10499357.000000
|Xk-Y|_F:  10406441.000000, |X-X0|:  92915.507812
rounded |X_k-Y|_0 = 8955429, f1 =  0.327087, approx slack: 903447
rounded before pow |X_k-Y|_0 = 9712231, f1 =  0.306831

Iteration 480: Loss = 10392942.000000
|Xk-Y|_F:  10301175.000000, |X-X0|:  91767.320312
rounded |X_k-Y|_0 = 8875650, f1 =  0.329101, approx slack: 996699
rounded before pow |X_k-Y|_0 = 9706170, f1 =  0.306999

Iteration 500: Loss = 10244698.000000
|Xk-Y|_F:  10153792.000000, |X-X0|:  90905.578125
rounded |X_k-Y|_0 = 8759921, f1 =  0.332003, approx slack: 1144209
rounded before pow |X_k-Y|_0 = 9704675, f1 =  0.307041

Iteration 520: Loss = 9998969.000000
|Xk-Y|_F:  9907854.000000, |X-X0|:  91115.171875
rounded |X_k-Y|_0 = 8571974, f1 =  0.336534, approx slack: 1674543
rounded before pow |X_k-Y|_0 = 9976867, f1 =  0.299522

Iteration 540: Loss = 9472278.000000
|Xk-Y|_F:  9373628.000000, |X-X0|:  98650.187500
rounded |X_k-Y|_0 = 8150279, f1 =  0.345905, approx slack: 2399651
rounded before pow |X_k-Y|_0 = 10053901, f1 =  0.297312

Iteration 560: Loss = 8937118.000000
|Xk-Y|_F:  8824786.000000, |X-X0|:  112332.312500
rounded |X_k-Y|_0 = 7705309, f1 =  0.356000, approx slack: 3183073
rounded before pow |X_k-Y|_0 = 10260582, f1 =  0.291591

Iteration 580: Loss = 8485758.000000
|Xk-Y|_F:  8357117.500000, |X-X0|:  128640.031250
rounded |X_k-Y|_0 = 7320114, f1 =  0.365278, approx slack: 4184208
rounded before pow |X_k-Y|_0 = 10729827, f1 =  0.278390

Iteration 600: Loss = 7893245.500000
|Xk-Y|_F:  7746728.000000, |X-X0|:  146517.640625
rounded |X_k-Y|_0 = 6813883, f1 =  0.378481, approx slack: 4751264
rounded before pow |X_k-Y|_0 = 10736871, f1 =  0.278193

Iteration 620: Loss = 7145659.000000
|Xk-Y|_F:  6988847.500000, |X-X0|:  156811.640625
rounded |X_k-Y|_0 = 6143320, f1 =  0.398611, approx slack: 4839637
rounded before pow |X_k-Y|_0 = 10211510, f1 =  0.293011

Iteration 640: Loss = 6263427.000000
|Xk-Y|_F:  6099680.500000, |X-X0|:  163746.296875
rounded |X_k-Y|_0 = 5384809, f1 =  0.420515, approx slack: 5529214
rounded before pow |X_k-Y|_0 = 10060911, f1 =  0.297219

Iteration 660: Loss = 5163932.000000
|Xk-Y|_F:  4989511.500000, |X-X0|:  174420.734375
rounded |X_k-Y|_0 = 4433153, f1 =  0.450478, approx slack: 6212836
rounded before pow |X_k-Y|_0 = 9710968, f1 =  0.306927

Iteration 680: Loss = 3999917.250000
|Xk-Y|_F:  3809345.750000, |X-X0|:  190571.468750
rounded |X_k-Y|_0 = 3414315, f1 =  0.487273, approx slack: 7603975
rounded before pow |X_k-Y|_0 = 9960140, f1 =  0.300023

Iteration 700: Loss = 2821301.500000
|Xk-Y|_F:  2609627.750000, |X-X0|:  211673.656250
rounded |X_k-Y|_0 = 2355017, f1 =  0.536777, approx slack: 8652584
rounded before pow |X_k-Y|_0 = 9946771, f1 =  0.300398

Iteration 720: Loss = 1837447.250000
|Xk-Y|_F:  1607602.625000, |X-X0|:  229844.578125
rounded |X_k-Y|_0 = 1435689, f1 =  0.594991, approx slack: 9356880
rounded before pow |X_k-Y|_0 = 9923952, f1 =  0.301013

Iteration 740: Loss = 1311865.125000
|Xk-Y|_F:  1079090.375000, |X-X0|:  232774.796875
rounded |X_k-Y|_0 = 950765, f1 =  0.632216, approx slack: 9659667
rounded before pow |X_k-Y|_0 = 9891566, f1 =  0.301904

Iteration 760: Loss = 1152845.625000
|Xk-Y|_F:  935437.000000, |X-X0|:  217408.625000
rounded |X_k-Y|_0 = 835332, f1 =  0.641839, approx slack: 9763683
rounded before pow |X_k-Y|_0 = 9914378, f1 =  0.301269

Iteration 780: Loss = 1092651.000000
|Xk-Y|_F:  889742.000000, |X-X0|:  202909.000000
rounded |X_k-Y|_0 = 801280, f1 =  0.644768, approx slack: 9837117
rounded before pow |X_k-Y|_0 = 9961887, f1 =  0.299949

Iteration 800: Loss = 1060314.000000
|Xk-Y|_F:  864974.000000, |X-X0|:  195339.953125
rounded |X_k-Y|_0 = 782336, f1 =  0.646444, approx slack: 9882829
rounded before pow |X_k-Y|_0 = 10000308, f1 =  0.298873

Iteration 820: Loss = 1037747.125000
|Xk-Y|_F:  847484.875000, |X-X0|:  190262.250000
rounded |X_k-Y|_0 = 772202, f1 =  0.647469, approx slack: 9906399
rounded before pow |X_k-Y|_0 = 10014866, f1 =  0.298467

Iteration 840: Loss = 1019995.312500
|Xk-Y|_F:  833552.062500, |X-X0|:  186443.265625
rounded |X_k-Y|_0 = 763097, f1 =  0.648315, approx slack: 9955018
rounded before pow |X_k-Y|_0 = 10059684, f1 =  0.297212

Iteration 860: Loss = 1005693.937500
|Xk-Y|_F:  822347.750000, |X-X0|:  183346.187500
rounded |X_k-Y|_0 = 755433, f1 =  0.649019, approx slack: 10005601
rounded before pow |X_k-Y|_0 = 10102310, f1 =  0.296023

Iteration 880: Loss = 994200.437500
|Xk-Y|_F:  813545.625000, |X-X0|:  180654.812500
rounded |X_k-Y|_0 = 747798, f1 =  0.649714, approx slack: 10018685
rounded before pow |X_k-Y|_0 = 10109779, f1 =  0.295812

Iteration 900: Loss = 985428.062500
|Xk-Y|_F:  807209.812500, |X-X0|:  178218.234375
rounded |X_k-Y|_0 = 744493, f1 =  0.650044, approx slack: 10011502
rounded before pow |X_k-Y|_0 = 10101903, f1 =  0.296032

Iteration 920: Loss = 978381.062500
|Xk-Y|_F:  802413.250000, |X-X0|:  175967.812500
rounded |X_k-Y|_0 = 742077, f1 =  0.650303, approx slack: 10023122
rounded before pow |X_k-Y|_0 = 10113080, f1 =  0.295718

Iteration 940: Loss = 972342.250000
|Xk-Y|_F:  798420.437500, |X-X0|:  173921.812500
rounded |X_k-Y|_0 = 740264, f1 =  0.650506, approx slack: 9943587
rounded before pow |X_k-Y|_0 = 10035611, f1 =  0.297879

Iteration 960: Loss = 967022.375000
|Xk-Y|_F:  794979.875000, |X-X0|:  172042.500000
rounded |X_k-Y|_0 = 738949, f1 =  0.650663, approx slack: 9941113
rounded before pow |X_k-Y|_0 = 10028607, f1 =  0.298079

Iteration 980: Loss = 962182.875000
|Xk-Y|_F:  791853.062500, |X-X0|:  170329.843750
rounded |X_k-Y|_0 = 737860, f1 =  0.650799, approx slack: 9950974
rounded before pow |X_k-Y|_0 = 10037112, f1 =  0.297841

Iteration 1000: Loss = 957748.187500
|Xk-Y|_F:  789021.000000, |X-X0|:  168727.187500
rounded |X_k-Y|_0 = 736595, f1 =  0.650949, approx slack: 9953886
rounded before pow |X_k-Y|_0 = 10039676, f1 =  0.297766

Iteration 1020: Loss = 953710.687500
|Xk-Y|_F:  786488.812500, |X-X0|:  167221.890625
rounded |X_k-Y|_0 = 735652, f1 =  0.651067, approx slack: 9946997
rounded before pow |X_k-Y|_0 = 10032288, f1 =  0.297971

Iteration 1040: Loss = 949945.875000
|Xk-Y|_F:  784116.000000, |X-X0|:  165829.906250
rounded |X_k-Y|_0 = 734810, f1 =  0.651175, approx slack: 9940410
rounded before pow |X_k-Y|_0 = 10026010, f1 =  0.298142

Iteration 1060: Loss = 946380.500000
|Xk-Y|_F:  781873.375000, |X-X0|:  164507.109375
rounded |X_k-Y|_0 = 733965, f1 =  0.651275, approx slack: 9939205
rounded before pow |X_k-Y|_0 = 10024182, f1 =  0.298194

Iteration 1080: Loss = 942817.625000
|Xk-Y|_F:  779563.187500, |X-X0|:  163254.437500
rounded |X_k-Y|_0 = 733191, f1 =  0.651367, approx slack: 9932711
rounded before pow |X_k-Y|_0 = 10017243, f1 =  0.298388

Iteration 1100: Loss = 938721.562500
|Xk-Y|_F:  776685.875000, |X-X0|:  162035.703125
rounded |X_k-Y|_0 = 731976, f1 =  0.651493, approx slack: 9925513
rounded before pow |X_k-Y|_0 = 10009290, f1 =  0.298609

Iteration 1120: Loss = 934669.937500
|Xk-Y|_F:  773845.562500, |X-X0|:  160824.359375
rounded |X_k-Y|_0 = 728996, f1 =  0.651760, approx slack: 9930114
rounded before pow |X_k-Y|_0 = 10011174, f1 =  0.298556

Iteration 1140: Loss = 931718.250000
|Xk-Y|_F:  771999.562500, |X-X0|:  159718.703125
rounded |X_k-Y|_0 = 728377, f1 =  0.651840, approx slack: 9913808
rounded before pow |X_k-Y|_0 = 9991591, f1 =  0.299105

Iteration 1160: Loss = 929001.125000
|Xk-Y|_F:  770361.937500, |X-X0|:  158639.171875
rounded |X_k-Y|_0 = 727842, f1 =  0.651913, approx slack: 9918738
rounded before pow |X_k-Y|_0 = 9997299, f1 =  0.298945

Iteration 1180: Loss = 926412.375000
|Xk-Y|_F:  768826.687500, |X-X0|:  157585.718750
rounded |X_k-Y|_0 = 727381, f1 =  0.651973, approx slack: 9920323
rounded before pow |X_k-Y|_0 = 9998271, f1 =  0.298918

Iteration 1200: Loss = 923925.250000
|Xk-Y|_F:  767343.375000, |X-X0|:  156581.875000
rounded |X_k-Y|_0 = 726900, f1 =  0.652033, approx slack: 9910723
rounded before pow |X_k-Y|_0 = 9988822, f1 =  0.299181

Iteration 1220: Loss = 921539.000000
|Xk-Y|_F:  765923.250000, |X-X0|:  155615.781250
rounded |X_k-Y|_0 = 726405, f1 =  0.652094, approx slack: 9904627
rounded before pow |X_k-Y|_0 = 9983043, f1 =  0.299341

Iteration 1240: Loss = 919328.437500
|Xk-Y|_F:  764657.687500, |X-X0|:  154670.750000
rounded |X_k-Y|_0 = 726006, f1 =  0.652141, approx slack: 9905145
rounded before pow |X_k-Y|_0 = 9983432, f1 =  0.299329

Iteration 1260: Loss = 917250.312500
|Xk-Y|_F:  763469.687500, |X-X0|:  153780.609375
rounded |X_k-Y|_0 = 725625, f1 =  0.652188, approx slack: 9892861
rounded before pow |X_k-Y|_0 = 9972298, f1 =  0.299638

Iteration 1280: Loss = 915254.250000
|Xk-Y|_F:  762339.687500, |X-X0|:  152914.562500
rounded |X_k-Y|_0 = 725244, f1 =  0.652237, approx slack: 9888147
rounded before pow |X_k-Y|_0 = 9967504, f1 =  0.299771

Iteration 1300: Loss = 913377.687500
|Xk-Y|_F:  761286.312500, |X-X0|:  152091.375000
rounded |X_k-Y|_0 = 724880, f1 =  0.652286, approx slack: 10023566
rounded before pow |X_k-Y|_0 = 10098907, f1 =  0.296106

Iteration 1320: Loss = 911583.625000
|Xk-Y|_F:  760279.125000, |X-X0|:  151304.515625
rounded |X_k-Y|_0 = 724688, f1 =  0.652318, approx slack: 10042254
rounded before pow |X_k-Y|_0 = 10115858, f1 =  0.295633

Iteration 1340: Loss = 909844.375000
|Xk-Y|_F:  759314.312500, |X-X0|:  150530.093750
rounded |X_k-Y|_0 = 724378, f1 =  0.652359, approx slack: 10036265
rounded before pow |X_k-Y|_0 = 10109593, f1 =  0.295809

Iteration 1360: Loss = 908181.562500
|Xk-Y|_F:  758392.937500, |X-X0|:  149788.625000
rounded |X_k-Y|_0 = 724151, f1 =  0.652392, approx slack: 10036818
rounded before pow |X_k-Y|_0 = 10110019, f1 =  0.295797

Iteration 1380: Loss = 906610.875000
|Xk-Y|_F:  757545.750000, |X-X0|:  149065.093750
rounded |X_k-Y|_0 = 723806, f1 =  0.652430, approx slack: 10020155
rounded before pow |X_k-Y|_0 = 10094568, f1 =  0.296227

Iteration 1400: Loss = 905094.875000
|Xk-Y|_F:  756728.625000, |X-X0|:  148366.250000
rounded |X_k-Y|_0 = 723443, f1 =  0.652470, approx slack: 10017091
rounded before pow |X_k-Y|_0 = 10091512, f1 =  0.296312

Iteration 1420: Loss = 903636.500000
|Xk-Y|_F:  755949.875000, |X-X0|:  147686.593750
rounded |X_k-Y|_0 = 723119, f1 =  0.652506, approx slack: 10010411
rounded before pow |X_k-Y|_0 = 10084617, f1 =  0.296505

Iteration 1440: Loss = 902233.625000
|Xk-Y|_F:  755206.812500, |X-X0|:  147026.812500
rounded |X_k-Y|_0 = 722839, f1 =  0.652538, approx slack: 10003891
rounded before pow |X_k-Y|_0 = 10078093, f1 =  0.296687

Iteration 1460: Loss = 900872.812500
|Xk-Y|_F:  754477.250000, |X-X0|:  146395.562500
rounded |X_k-Y|_0 = 722544, f1 =  0.652573, approx slack: 10003795
rounded before pow |X_k-Y|_0 = 10078421, f1 =  0.296676

Iteration 1480: Loss = 899530.375000
|Xk-Y|_F:  753753.437500, |X-X0|:  145776.968750
rounded |X_k-Y|_0 = 722263, f1 =  0.652606, approx slack: 10003047
rounded before pow |X_k-Y|_0 = 10077308, f1 =  0.296708

Iteration 1500: Loss = 898221.812500
|Xk-Y|_F:  753041.125000, |X-X0|:  145180.687500
rounded |X_k-Y|_0 = 722019, f1 =  0.652635, approx slack: 9970301
rounded before pow |X_k-Y|_0 = 10060328, f1 =  0.297159

Iteration 1520: Loss = 896939.562500
|Xk-Y|_F:  752343.750000, |X-X0|:  144595.828125
rounded |X_k-Y|_0 = 721707, f1 =  0.652670, approx slack: 9963281
rounded before pow |X_k-Y|_0 = 10053540, f1 =  0.297347

Iteration 1540: Loss = 895691.125000
|Xk-Y|_F:  751662.875000, |X-X0|:  144028.250000
rounded |X_k-Y|_0 = 721392, f1 =  0.652704, approx slack: 9956441
rounded before pow |X_k-Y|_0 = 10046776, f1 =  0.297536

Iteration 1560: Loss = 894480.937500
|Xk-Y|_F:  751001.250000, |X-X0|:  143479.703125
rounded |X_k-Y|_0 = 721190, f1 =  0.652732, approx slack: 9951999
rounded before pow |X_k-Y|_0 = 10041939, f1 =  0.297671

Iteration 1580: Loss = 893286.250000
|Xk-Y|_F:  750336.812500, |X-X0|:  142949.406250
rounded |X_k-Y|_0 = 720924, f1 =  0.652763, approx slack: 9951099
rounded before pow |X_k-Y|_0 = 10040989, f1 =  0.297697

Iteration 1600: Loss = 892094.750000
|Xk-Y|_F:  749657.937500, |X-X0|:  142436.781250
rounded |X_k-Y|_0 = 720592, f1 =  0.652801, approx slack: 9948986
rounded before pow |X_k-Y|_0 = 10039015, f1 =  0.297750

Iteration 1620: Loss = 890919.250000
|Xk-Y|_F:  748980.250000, |X-X0|:  141938.984375
rounded |X_k-Y|_0 = 720335, f1 =  0.652833, approx slack: 9945810
rounded before pow |X_k-Y|_0 = 10038708, f1 =  0.297755

Iteration 1640: Loss = 889749.625000
|Xk-Y|_F:  748291.812500, |X-X0|:  141457.812500
rounded |X_k-Y|_0 = 720078, f1 =  0.652863, approx slack: 9940350
rounded before pow |X_k-Y|_0 = 10033179, f1 =  0.297909

Iteration 1660: Loss = 888575.812500
|Xk-Y|_F:  747590.187500, |X-X0|:  140985.609375
rounded |X_k-Y|_0 = 719810, f1 =  0.652894, approx slack: 9939528
rounded before pow |X_k-Y|_0 = 10032370, f1 =  0.297931

Iteration 1680: Loss = 887416.500000
|Xk-Y|_F:  746894.500000, |X-X0|:  140522.031250
rounded |X_k-Y|_0 = 719552, f1 =  0.652924, approx slack: 9933498
rounded before pow |X_k-Y|_0 = 10026283, f1 =  0.298101

Iteration 1700: Loss = 886257.375000
|Xk-Y|_F:  746197.250000, |X-X0|:  140060.125000
rounded |X_k-Y|_0 = 719256, f1 =  0.652958, approx slack: 9930486
rounded before pow |X_k-Y|_0 = 10022827, f1 =  0.298197

Iteration 1720: Loss = 885076.500000
|Xk-Y|_F:  745488.500000, |X-X0|:  139587.968750
rounded |X_k-Y|_0 = 718895, f1 =  0.652996, approx slack: 9918350
rounded before pow |X_k-Y|_0 = 10011661, f1 =  0.298507

Iteration 1740: Loss = 883966.562500
|Xk-Y|_F:  744845.812500, |X-X0|:  139120.750000
rounded |X_k-Y|_0 = 718513, f1 =  0.653037, approx slack: 9912866
rounded before pow |X_k-Y|_0 = 10006328, f1 =  0.298656

Iteration 1760: Loss = 882906.312500
|Xk-Y|_F:  744244.250000, |X-X0|:  138662.062500
rounded |X_k-Y|_0 = 718139, f1 =  0.653074, approx slack: 9901949
rounded before pow |X_k-Y|_0 = 9995775, f1 =  0.298951

Iteration 1780: Loss = 881866.437500
|Xk-Y|_F:  743664.125000, |X-X0|:  138202.312500
rounded |X_k-Y|_0 = 717762, f1 =  0.653110, approx slack: 9894574
rounded before pow |X_k-Y|_0 = 9988673, f1 =  0.299148

Iteration 1800: Loss = 880830.250000
|Xk-Y|_F:  743092.500000, |X-X0|:  137737.750000
rounded |X_k-Y|_0 = 717436, f1 =  0.653143, approx slack: 9897211
rounded before pow |X_k-Y|_0 = 9991198, f1 =  0.299078

Iteration 1820: Loss = 879844.562500
|Xk-Y|_F:  742573.000000, |X-X0|:  137271.562500
rounded |X_k-Y|_0 = 717103, f1 =  0.653177, approx slack: 9889345
rounded before pow |X_k-Y|_0 = 9984006, f1 =  0.299277

Iteration 1840: Loss = 878795.562500
|Xk-Y|_F:  741965.437500, |X-X0|:  136830.140625
rounded |X_k-Y|_0 = 716766, f1 =  0.653213, approx slack: 9882485
rounded before pow |X_k-Y|_0 = 9977899, f1 =  0.299446

Iteration 1860: Loss = 877793.250000
|Xk-Y|_F:  741400.437500, |X-X0|:  136392.781250
rounded |X_k-Y|_0 = 716398, f1 =  0.653249, approx slack: 9878442
rounded before pow |X_k-Y|_0 = 9974283, f1 =  0.299546

Iteration 1880: Loss = 876814.250000
|Xk-Y|_F:  740850.312500, |X-X0|:  135963.906250
rounded |X_k-Y|_0 = 716029, f1 =  0.653286, approx slack: 9875864
rounded before pow |X_k-Y|_0 = 9971884, f1 =  0.299613

Iteration 1900: Loss = 875859.500000
|Xk-Y|_F:  740308.375000, |X-X0|:  135551.140625
rounded |X_k-Y|_0 = 715746, f1 =  0.653315, approx slack: 9872369
rounded before pow |X_k-Y|_0 = 9968625, f1 =  0.299703

Iteration 1920: Loss = 874897.500000
|Xk-Y|_F:  739765.687500, |X-X0|:  135131.796875
rounded |X_k-Y|_0 = 715421, f1 =  0.653349, approx slack: 9867797
rounded before pow |X_k-Y|_0 = 9967811, f1 =  0.299725

Iteration 1940: Loss = 873948.750000
|Xk-Y|_F:  739219.187500, |X-X0|:  134729.578125
rounded |X_k-Y|_0 = 715062, f1 =  0.653383, approx slack: 9867080
rounded before pow |X_k-Y|_0 = 9967823, f1 =  0.299725

Iteration 1960: Loss = 872998.125000
|Xk-Y|_F:  738663.750000, |X-X0|:  134334.343750
rounded |X_k-Y|_0 = 714746, f1 =  0.653415, approx slack: 9825167
rounded before pow |X_k-Y|_0 = 9925758, f1 =  0.300898

Iteration 1980: Loss = 872035.875000
|Xk-Y|_F:  738101.750000, |X-X0|:  133934.109375
rounded |X_k-Y|_0 = 714405, f1 =  0.653450, approx slack: 9821042
rounded before pow |X_k-Y|_0 = 9921876, f1 =  0.301006

Iteration 2000: Loss = 871089.625000
|Xk-Y|_F:  737542.750000, |X-X0|:  133546.875000
rounded |X_k-Y|_0 = 714038, f1 =  0.653489, approx slack: 9823383
rounded before pow |X_k-Y|_0 = 9924239, f1 =  0.300941

Iteration 2020: Loss = 870145.437500
|Xk-Y|_F:  736978.250000, |X-X0|:  133167.187500
rounded |X_k-Y|_0 = 713703, f1 =  0.653522, approx slack: 9821513
rounded before pow |X_k-Y|_0 = 9922350, f1 =  0.300994

Iteration 2040: Loss = 869193.937500
|Xk-Y|_F:  736409.125000, |X-X0|:  132784.828125
rounded |X_k-Y|_0 = 713366, f1 =  0.653555, approx slack: 9814101
rounded before pow |X_k-Y|_0 = 9915407, f1 =  0.301187

Iteration 2060: Loss = 868260.500000
|Xk-Y|_F:  735847.500000, |X-X0|:  132413.031250
rounded |X_k-Y|_0 = 713003, f1 =  0.653590, approx slack: 9802746
rounded before pow |X_k-Y|_0 = 9904718, f1 =  0.301484

Iteration 2080: Loss = 867357.625000
|Xk-Y|_F:  735311.812500, |X-X0|:  132045.843750
rounded |X_k-Y|_0 = 712633, f1 =  0.653627, approx slack: 9796138
rounded before pow |X_k-Y|_0 = 9898132, f1 =  0.301667

Iteration 2100: Loss = 866445.500000
|Xk-Y|_F:  734766.937500, |X-X0|:  131678.531250
rounded |X_k-Y|_0 = 712342, f1 =  0.653655, approx slack: 9796686
rounded before pow |X_k-Y|_0 = 9898681, f1 =  0.301652

Iteration 2120: Loss = 865437.937500
|Xk-Y|_F:  734221.875000, |X-X0|:  131216.062500
rounded |X_k-Y|_0 = 711995, f1 =  0.653690, approx slack: 9648621
rounded before pow |X_k-Y|_0 = 9751472, f1 =  0.305739

Iteration 2140: Loss = 864553.500000
|Xk-Y|_F:  733685.125000, |X-X0|:  130868.343750
rounded |X_k-Y|_0 = 711761, f1 =  0.653716, approx slack: 9647669
rounded before pow |X_k-Y|_0 = 9750219, f1 =  0.305774

Iteration 2160: Loss = 863690.312500
|Xk-Y|_F:  733165.437500, |X-X0|:  130524.859375
rounded |X_k-Y|_0 = 711502, f1 =  0.653744, approx slack: 9643462
rounded before pow |X_k-Y|_0 = 9746268, f1 =  0.305883

Iteration 2180: Loss = 862839.437500
|Xk-Y|_F:  732657.000000, |X-X0|:  130182.437500
rounded |X_k-Y|_0 = 711296, f1 =  0.653768, approx slack: 9640480
rounded before pow |X_k-Y|_0 = 9743551, f1 =  0.305958

Iteration 2200: Loss = 861979.562500
|Xk-Y|_F:  732142.187500, |X-X0|:  129837.351562
rounded |X_k-Y|_0 = 711105, f1 =  0.653790, approx slack: 9634192
rounded before pow |X_k-Y|_0 = 9737908, f1 =  0.306113

Iteration 2220: Loss = 861172.937500
|Xk-Y|_F:  731674.750000, |X-X0|:  129498.164062
rounded |X_k-Y|_0 = 710833, f1 =  0.653818, approx slack: 9543155
rounded before pow |X_k-Y|_0 = 9654770, f1 =  0.308404

Iteration 2240: Loss = 860394.812500
|Xk-Y|_F:  731224.437500, |X-X0|:  129170.390625
rounded |X_k-Y|_0 = 710588, f1 =  0.653844, approx slack: 9540131
rounded before pow |X_k-Y|_0 = 9651862, f1 =  0.308484

Iteration 2260: Loss = 859622.250000
|Xk-Y|_F:  730787.812500, |X-X0|:  128834.429688
rounded |X_k-Y|_0 = 710315, f1 =  0.653873, approx slack: 9534594
rounded before pow |X_k-Y|_0 = 9647705, f1 =  0.308597

Iteration 2280: Loss = 858857.562500
|Xk-Y|_F:  730356.437500, |X-X0|:  128501.140625
rounded |X_k-Y|_0 = 710114, f1 =  0.653894, approx slack: 9533474
rounded before pow |X_k-Y|_0 = 9646054, f1 =  0.308645

Iteration 2300: Loss = 858095.500000
|Xk-Y|_F:  729925.375000, |X-X0|:  128170.156250
rounded |X_k-Y|_0 = 709914, f1 =  0.653916, approx slack: 9527203
rounded before pow |X_k-Y|_0 = 9639876, f1 =  0.308816

Iteration 2320: Loss = 857340.875000
|Xk-Y|_F:  729500.625000, |X-X0|:  127840.226562
rounded |X_k-Y|_0 = 709695, f1 =  0.653937, approx slack: 9511642
rounded before pow |X_k-Y|_0 = 9624877, f1 =  0.309229

Iteration 2340: Loss = 856597.875000
|Xk-Y|_F:  729089.500000, |X-X0|:  127508.398438
rounded |X_k-Y|_0 = 709432, f1 =  0.653964, approx slack: 9508056
rounded before pow |X_k-Y|_0 = 9622125, f1 =  0.309304

Iteration 2360: Loss = 855856.625000
|Xk-Y|_F:  728672.812500, |X-X0|:  127183.804688
rounded |X_k-Y|_0 = 709173, f1 =  0.653990, approx slack: 9496719
rounded before pow |X_k-Y|_0 = 9611230, f1 =  0.309605

Iteration 2380: Loss = 855110.500000
|Xk-Y|_F:  728253.812500, |X-X0|:  126856.664062
rounded |X_k-Y|_0 = 708938, f1 =  0.654014, approx slack: 9496057
rounded before pow |X_k-Y|_0 = 9607571, f1 =  0.309709

Iteration 2400: Loss = 854371.000000
|Xk-Y|_F:  727841.000000, |X-X0|:  126530.031250
rounded |X_k-Y|_0 = 708697, f1 =  0.654038, approx slack: 9494906
rounded before pow |X_k-Y|_0 = 9606540, f1 =  0.309738

Iteration 2420: Loss = 853651.000000
|Xk-Y|_F:  727430.937500, |X-X0|:  126220.078125
rounded |X_k-Y|_0 = 708419, f1 =  0.654064, approx slack: 9503873
rounded before pow |X_k-Y|_0 = 9615554, f1 =  0.309489

Iteration 2440: Loss = 852934.375000
|Xk-Y|_F:  727026.000000, |X-X0|:  125908.390625
rounded |X_k-Y|_0 = 708167, f1 =  0.654089, approx slack: 9500798
rounded before pow |X_k-Y|_0 = 9612590, f1 =  0.309571

Iteration 2460: Loss = 852234.437500
|Xk-Y|_F:  726615.062500, |X-X0|:  125619.375000
rounded |X_k-Y|_0 = 707918, f1 =  0.654113, approx slack: 9490537
rounded before pow |X_k-Y|_0 = 9603355, f1 =  0.309825

Iteration 2480: Loss = 851528.125000
|Xk-Y|_F:  726194.937500, |X-X0|:  125333.203125
rounded |X_k-Y|_0 = 707766, f1 =  0.654130, approx slack: 9484815
rounded before pow |X_k-Y|_0 = 9597505, f1 =  0.309986

Iteration 2500: Loss = 850825.750000
|Xk-Y|_F:  725790.625000, |X-X0|:  125035.140625
rounded |X_k-Y|_0 = 707432, f1 =  0.654162, approx slack: 9481626
rounded before pow |X_k-Y|_0 = 9594895, f1 =  0.310058

Iteration 2520: Loss = 850153.937500
|Xk-Y|_F:  725420.750000, |X-X0|:  124733.203125
rounded |X_k-Y|_0 = 707180, f1 =  0.654188, approx slack: 9478452
rounded before pow |X_k-Y|_0 = 9592306, f1 =  0.310127

Iteration 2540: Loss = 849501.875000
|Xk-Y|_F:  725063.562500, |X-X0|:  124438.328125
rounded |X_k-Y|_0 = 707014, f1 =  0.654212, approx slack: 9477503
rounded before pow |X_k-Y|_0 = 9591338, f1 =  0.310154

Iteration 2560: Loss = 848869.500000
|Xk-Y|_F:  724715.312500, |X-X0|:  124154.210938
rounded |X_k-Y|_0 = 706788, f1 =  0.654235, approx slack: 9474868
rounded before pow |X_k-Y|_0 = 9588769, f1 =  0.310225

Iteration 2580: Loss = 848246.562500
|Xk-Y|_F:  724378.875000, |X-X0|:  123867.687500
rounded |X_k-Y|_0 = 706654, f1 =  0.654252, approx slack: 9481241
rounded before pow |X_k-Y|_0 = 9594856, f1 =  0.310056

Iteration 2600: Loss = 847641.000000
|Xk-Y|_F:  724063.062500, |X-X0|:  123577.953125
rounded |X_k-Y|_0 = 706448, f1 =  0.654273, approx slack: 9474654
rounded before pow |X_k-Y|_0 = 9588818, f1 =  0.310223

Iteration 2620: Loss = 847042.187500
|Xk-Y|_F:  723753.562500, |X-X0|:  123288.648438
rounded |X_k-Y|_0 = 706296, f1 =  0.654289, approx slack: 9461300
rounded before pow |X_k-Y|_0 = 9576142, f1 =  0.310572

Iteration 2640: Loss = 846447.250000
|Xk-Y|_F:  723455.625000, |X-X0|:  122991.609375
rounded |X_k-Y|_0 = 706146, f1 =  0.654306, approx slack: 9459506
rounded before pow |X_k-Y|_0 = 9573293, f1 =  0.310653

Iteration 2660: Loss = 845850.125000
|Xk-Y|_F:  723155.937500, |X-X0|:  122694.218750
rounded |X_k-Y|_0 = 705976, f1 =  0.654323, approx slack: 9451164
rounded before pow |X_k-Y|_0 = 9565081, f1 =  0.310879

Iteration 2680: Loss = 845259.562500
|Xk-Y|_F:  722855.500000, |X-X0|:  122404.046875
rounded |X_k-Y|_0 = 705857, f1 =  0.654336, approx slack: 9447286
rounded before pow |X_k-Y|_0 = 9560815, f1 =  0.310997

Iteration 2700: Loss = 844675.500000
|Xk-Y|_F:  722553.250000, |X-X0|:  122122.242188
rounded |X_k-Y|_0 = 705668, f1 =  0.654354, approx slack: 9441611
rounded before pow |X_k-Y|_0 = 9555367, f1 =  0.311148

Iteration 2720: Loss = 844084.625000
|Xk-Y|_F:  722246.937500, |X-X0|:  121837.695312
rounded |X_k-Y|_0 = 705518, f1 =  0.654369, approx slack: 9436918
rounded before pow |X_k-Y|_0 = 9551104, f1 =  0.311265

Iteration 2740: Loss = 843513.875000
|Xk-Y|_F:  721947.187500, |X-X0|:  121566.656250
rounded |X_k-Y|_0 = 705345, f1 =  0.654385, approx slack: 9431211
rounded before pow |X_k-Y|_0 = 9546385, f1 =  0.311393

Iteration 2760: Loss = 842952.562500
|Xk-Y|_F:  721647.750000, |X-X0|:  121304.828125
rounded |X_k-Y|_0 = 705183, f1 =  0.654402, approx slack: 9427110
rounded before pow |X_k-Y|_0 = 9542595, f1 =  0.311497

Iteration 2780: Loss = 842373.000000
|Xk-Y|_F:  721337.000000, |X-X0|:  121036.015625
rounded |X_k-Y|_0 = 705035, f1 =  0.654417, approx slack: 9421878
rounded before pow |X_k-Y|_0 = 9536775, f1 =  0.311659

Iteration 2800: Loss = 841837.000000
|Xk-Y|_F:  721054.187500, |X-X0|:  120782.796875
rounded |X_k-Y|_0 = 704799, f1 =  0.654437, approx slack: 9423033
rounded before pow |X_k-Y|_0 = 9537633, f1 =  0.311636

Iteration 2820: Loss = 841389.500000
|Xk-Y|_F:  720867.312500, |X-X0|:  120522.218750
rounded |X_k-Y|_0 = 704751, f1 =  0.654443, approx slack: 9417975
rounded before pow |X_k-Y|_0 = 9533160, f1 =  0.311759

Iteration 2840: Loss = 840785.937500
|Xk-Y|_F:  720523.500000, |X-X0|:  120262.421875
rounded |X_k-Y|_0 = 704505, f1 =  0.654465, approx slack: 9416772
rounded before pow |X_k-Y|_0 = 9531614, f1 =  0.311804

Iteration 2860: Loss = 840249.000000
|Xk-Y|_F:  720253.812500, |X-X0|:  119995.187500
rounded |X_k-Y|_0 = 704279, f1 =  0.654486, approx slack: 9419183
rounded before pow |X_k-Y|_0 = 9533901, f1 =  0.311741

Iteration 2880: Loss = 839693.750000
|Xk-Y|_F:  719998.312500, |X-X0|:  119695.414062
rounded |X_k-Y|_0 = 704125, f1 =  0.654500, approx slack: 9381664
rounded before pow |X_k-Y|_0 = 9495010, f1 =  0.312816

Iteration 2900: Loss = 839182.937500
|Xk-Y|_F:  719746.687500, |X-X0|:  119436.234375
rounded |X_k-Y|_0 = 703990, f1 =  0.654513, approx slack: 9380045
rounded before pow |X_k-Y|_0 = 9493118, f1 =  0.312867

Iteration 2920: Loss = 838669.437500
|Xk-Y|_F:  719493.687500, |X-X0|:  119175.750000
rounded |X_k-Y|_0 = 703806, f1 =  0.654530, approx slack: 9376448
rounded before pow |X_k-Y|_0 = 9489204, f1 =  0.312975

Iteration 2940: Loss = 838162.000000
|Xk-Y|_F:  719246.937500, |X-X0|:  118915.093750
rounded |X_k-Y|_0 = 703636, f1 =  0.654547, approx slack: 9370411
rounded before pow |X_k-Y|_0 = 9483035, f1 =  0.313146

Iteration 2960: Loss = 837643.500000
|Xk-Y|_F:  718983.750000, |X-X0|:  118659.734375
rounded |X_k-Y|_0 = 703441, f1 =  0.654566, approx slack: 9371614
rounded before pow |X_k-Y|_0 = 9483329, f1 =  0.313139

Iteration 2980: Loss = 837085.000000
|Xk-Y|_F:  718682.000000, |X-X0|:  118402.976562
rounded |X_k-Y|_0 = 703352, f1 =  0.654578, approx slack: 9364293
rounded before pow |X_k-Y|_0 = 9477688, f1 =  0.313290

Iteration 3000: Loss = 836595.062500
|Xk-Y|_F:  718440.000000, |X-X0|:  118155.062500
rounded |X_k-Y|_0 = 703106, f1 =  0.654600, approx slack: 9358218
rounded before pow |X_k-Y|_0 = 9472181, f1 =  0.313441

Iteration 3020: Loss = 836112.750000
|Xk-Y|_F:  718207.000000, |X-X0|:  117905.750000
rounded |X_k-Y|_0 = 702817, f1 =  0.654624, approx slack: 9351045
rounded before pow |X_k-Y|_0 = 9466126, f1 =  0.313607

Iteration 3040: Loss = 835641.125000
|Xk-Y|_F:  717980.437500, |X-X0|:  117660.703125
rounded |X_k-Y|_0 = 702639, f1 =  0.654641, approx slack: 9347857
rounded before pow |X_k-Y|_0 = 9463129, f1 =  0.313689

Iteration 3060: Loss = 835172.187500
|Xk-Y|_F:  717764.125000, |X-X0|:  117408.046875
rounded |X_k-Y|_0 = 702482, f1 =  0.654655, approx slack: 9345434
rounded before pow |X_k-Y|_0 = 9461421, f1 =  0.313735

Iteration 3080: Loss = 834705.062500
|Xk-Y|_F:  717544.375000, |X-X0|:  117160.679688
rounded |X_k-Y|_0 = 702223, f1 =  0.654679, approx slack: 9342282
rounded before pow |X_k-Y|_0 = 9458355, f1 =  0.313820

Iteration 3100: Loss = 834245.437500
|Xk-Y|_F:  717334.062500, |X-X0|:  116911.351562
rounded |X_k-Y|_0 = 702097, f1 =  0.654692, approx slack: 9341052
rounded before pow |X_k-Y|_0 = 9457717, f1 =  0.313837

Iteration 3120: Loss = 833789.625000
|Xk-Y|_F:  717128.000000, |X-X0|:  116661.593750
rounded |X_k-Y|_0 = 701981, f1 =  0.654703, approx slack: 9346036
rounded before pow |X_k-Y|_0 = 9462023, f1 =  0.313719

Iteration 3140: Loss = 833327.125000
|Xk-Y|_F:  716919.000000, |X-X0|:  116408.093750
rounded |X_k-Y|_0 = 701757, f1 =  0.654723, approx slack: 9345395
rounded before pow |X_k-Y|_0 = 9461100, f1 =  0.313745

Iteration 3160: Loss = 832875.812500
|Xk-Y|_F:  716714.250000, |X-X0|:  116161.562500
rounded |X_k-Y|_0 = 701599, f1 =  0.654738, approx slack: 9346890
rounded before pow |X_k-Y|_0 = 9462265, f1 =  0.313713

Iteration 3180: Loss = 832432.062500
|Xk-Y|_F:  716518.000000, |X-X0|:  115914.054688
rounded |X_k-Y|_0 = 701517, f1 =  0.654746, approx slack: 9347056
rounded before pow |X_k-Y|_0 = 9462435, f1 =  0.313709

Iteration 3200: Loss = 831994.937500
|Xk-Y|_F:  716325.625000, |X-X0|:  115669.312500
rounded |X_k-Y|_0 = 701322, f1 =  0.654763, approx slack: 9347176
rounded before pow |X_k-Y|_0 = 9459949, f1 =  0.313780

Iteration 3220: Loss = 831554.625000
|Xk-Y|_F:  716126.875000, |X-X0|:  115427.765625
rounded |X_k-Y|_0 = 701203, f1 =  0.654775, approx slack: 9345442
rounded before pow |X_k-Y|_0 = 9458342, f1 =  0.313824

Iteration 3240: Loss = 831128.062500
|Xk-Y|_F:  715939.312500, |X-X0|:  115188.726562
rounded |X_k-Y|_0 = 701001, f1 =  0.654793, approx slack: 9345772
rounded before pow |X_k-Y|_0 = 9457949, f1 =  0.313836

Iteration 3260: Loss = 830696.625000
|Xk-Y|_F:  715754.000000, |X-X0|:  114942.640625
rounded |X_k-Y|_0 = 700888, f1 =  0.654804, approx slack: 9337645
rounded before pow |X_k-Y|_0 = 9450524, f1 =  0.314040

Iteration 3280: Loss = 830264.562500
|Xk-Y|_F:  715570.062500, |X-X0|:  114694.515625
rounded |X_k-Y|_0 = 700715, f1 =  0.654819, approx slack: 9333585
rounded before pow |X_k-Y|_0 = 9446465, f1 =  0.314151

Iteration 3300: Loss = 829801.125000
|Xk-Y|_F:  715389.625000, |X-X0|:  114411.484375
rounded |X_k-Y|_0 = 700544, f1 =  0.654836, approx slack: 9313541
rounded before pow |X_k-Y|_0 = 9427684, f1 =  0.314667

Iteration 3320: Loss = 829375.875000
|Xk-Y|_F:  715212.000000, |X-X0|:  114163.843750
rounded |X_k-Y|_0 = 700456, f1 =  0.654845, approx slack: 9314144
rounded before pow |X_k-Y|_0 = 9428130, f1 =  0.314655

Iteration 3340: Loss = 828953.000000
|Xk-Y|_F:  715034.875000, |X-X0|:  113918.093750
rounded |X_k-Y|_0 = 700373, f1 =  0.654854, approx slack: 9313093
rounded before pow |X_k-Y|_0 = 9427302, f1 =  0.314677

Iteration 3360: Loss = 828552.812500
|Xk-Y|_F:  714862.937500, |X-X0|:  113689.882812
rounded |X_k-Y|_0 = 700221, f1 =  0.654867, approx slack: 9303907
rounded before pow |X_k-Y|_0 = 9418422, f1 =  0.314922

Iteration 3380: Loss = 828112.375000
|Xk-Y|_F:  714667.125000, |X-X0|:  113445.218750
rounded |X_k-Y|_0 = 700122, f1 =  0.654878, approx slack: 9306048
rounded before pow |X_k-Y|_0 = 9420701, f1 =  0.314859

Iteration 3400: Loss = 827706.812500
|Xk-Y|_F:  714497.937500, |X-X0|:  113208.859375
rounded |X_k-Y|_0 = 700011, f1 =  0.654889, approx slack: 9302519
rounded before pow |X_k-Y|_0 = 9417222, f1 =  0.314954

Iteration 3420: Loss = 827309.625000
|Xk-Y|_F:  714334.062500, |X-X0|:  112975.562500
rounded |X_k-Y|_0 = 699881, f1 =  0.654900, approx slack: 9297078
rounded before pow |X_k-Y|_0 = 9411855, f1 =  0.315102

Iteration 3440: Loss = 826910.625000
|Xk-Y|_F:  714166.000000, |X-X0|:  112744.601562
rounded |X_k-Y|_0 = 699751, f1 =  0.654912, approx slack: 9295911
rounded before pow |X_k-Y|_0 = 9410778, f1 =  0.315132

Iteration 3460: Loss = 826522.500000
|Xk-Y|_F:  714000.937500, |X-X0|:  112521.546875
rounded |X_k-Y|_0 = 699637, f1 =  0.654922, approx slack: 9294030
rounded before pow |X_k-Y|_0 = 9409041, f1 =  0.315179

Iteration 3480: Loss = 826131.625000
|Xk-Y|_F:  713832.250000, |X-X0|:  112299.398438
rounded |X_k-Y|_0 = 699540, f1 =  0.654932, approx slack: 9292251
rounded before pow |X_k-Y|_0 = 9407280, f1 =  0.315227

Iteration 3500: Loss = 825725.062500
|Xk-Y|_F:  713658.687500, |X-X0|:  112066.351562
rounded |X_k-Y|_0 = 699427, f1 =  0.654943, approx slack: 9291301
rounded before pow |X_k-Y|_0 = 9406374, f1 =  0.315252

Iteration 3520: Loss = 825326.000000
|Xk-Y|_F:  713481.687500, |X-X0|:  111844.312500
rounded |X_k-Y|_0 = 699315, f1 =  0.654953, approx slack: 9286994
rounded before pow |X_k-Y|_0 = 9402155, f1 =  0.315368

Iteration 3540: Loss = 824933.062500
|Xk-Y|_F:  713316.937500, |X-X0|:  111616.101562
rounded |X_k-Y|_0 = 699271, f1 =  0.654959, approx slack: 9286420
rounded before pow |X_k-Y|_0 = 9401663, f1 =  0.315382

Iteration 3560: Loss = 824546.750000
|Xk-Y|_F:  713147.062500, |X-X0|:  111399.671875
rounded |X_k-Y|_0 = 699159, f1 =  0.654969, approx slack: 9281789
rounded before pow |X_k-Y|_0 = 9397105, f1 =  0.315507

Iteration 3580: Loss = 824049.000000
|Xk-Y|_F:  712981.125000, |X-X0|:  111067.867188
rounded |X_k-Y|_0 = 699016, f1 =  0.654982, approx slack: 9234752
rounded before pow |X_k-Y|_0 = 9351890, f1 =  0.316749

Iteration 3600: Loss = 823686.812500
|Xk-Y|_F:  712830.500000, |X-X0|:  110856.320312
rounded |X_k-Y|_0 = 698928, f1 =  0.654991, approx slack: 9230108
rounded before pow |X_k-Y|_0 = 9350573, f1 =  0.316782

Iteration 3620: Loss = 823253.875000
|Xk-Y|_F:  712602.250000, |X-X0|:  110651.656250
rounded |X_k-Y|_0 = 698789, f1 =  0.655004, approx slack: 9229071
rounded before pow |X_k-Y|_0 = 9349361, f1 =  0.316816

Iteration 3640: Loss = 822852.437500
|Xk-Y|_F:  712396.875000, |X-X0|:  110455.578125
rounded |X_k-Y|_0 = 698687, f1 =  0.655015, approx slack: 9227952
rounded before pow |X_k-Y|_0 = 9348200, f1 =  0.316847

Iteration 3660: Loss = 822424.000000
|Xk-Y|_F:  712163.000000, |X-X0|:  110261.023438
rounded |X_k-Y|_0 = 698575, f1 =  0.655026, approx slack: 9227916
rounded before pow |X_k-Y|_0 = 9348150, f1 =  0.316849

Iteration 3680: Loss = 821967.562500
|Xk-Y|_F:  711904.375000, |X-X0|:  110063.203125
rounded |X_k-Y|_0 = 698474, f1 =  0.655037, approx slack: 9222323
rounded before pow |X_k-Y|_0 = 9342582, f1 =  0.317002

Iteration 3700: Loss = 821509.250000
|Xk-Y|_F:  711657.625000, |X-X0|:  109851.593750
rounded |X_k-Y|_0 = 698344, f1 =  0.655050, approx slack: 9219407
rounded before pow |X_k-Y|_0 = 9339460, f1 =  0.317087

Iteration 3720: Loss = 821061.375000
|Xk-Y|_F:  711425.937500, |X-X0|:  109635.468750
rounded |X_k-Y|_0 = 698256, f1 =  0.655064, approx slack: 9216659
rounded before pow |X_k-Y|_0 = 9336848, f1 =  0.317159

Iteration 3740: Loss = 820573.187500
|Xk-Y|_F:  711159.625000, |X-X0|:  109413.554688
rounded |X_k-Y|_0 = 698166, f1 =  0.655079, approx slack: 9212951
rounded before pow |X_k-Y|_0 = 9333025, f1 =  0.317264

Iteration 3760: Loss = 819958.312500
|Xk-Y|_F:  710738.312500, |X-X0|:  109220.023438
rounded |X_k-Y|_0 = 698047, f1 =  0.655100, approx slack: 9212013
rounded before pow |X_k-Y|_0 = 9331991, f1 =  0.317293

Iteration 3780: Loss = 819544.812500
|Xk-Y|_F:  710536.812500, |X-X0|:  109008.015625
rounded |X_k-Y|_0 = 697899, f1 =  0.655114, approx slack: 9209649
rounded before pow |X_k-Y|_0 = 9329721, f1 =  0.317355

Iteration 3800: Loss = 819144.750000
|Xk-Y|_F:  710351.812500, |X-X0|:  108792.953125
rounded |X_k-Y|_0 = 697829, f1 =  0.655122, approx slack: 9202633
rounded before pow |X_k-Y|_0 = 9322801, f1 =  0.317545

Iteration 3820: Loss = 818741.750000
|Xk-Y|_F:  710162.125000, |X-X0|:  108579.640625
rounded |X_k-Y|_0 = 697695, f1 =  0.655135, approx slack: 9203449
rounded before pow |X_k-Y|_0 = 9323529, f1 =  0.317525

Iteration 3840: Loss = 818383.562500
|Xk-Y|_F:  709998.875000, |X-X0|:  108384.664062
rounded |X_k-Y|_0 = 697578, f1 =  0.655146, approx slack: 9196020
rounded before pow |X_k-Y|_0 = 9316197, f1 =  0.317725

Iteration 3860: Loss = 818007.125000
|Xk-Y|_F:  709829.375000, |X-X0|:  108177.781250
rounded |X_k-Y|_0 = 697460, f1 =  0.655157, approx slack: 9193906
rounded before pow |X_k-Y|_0 = 9314087, f1 =  0.317785

Iteration 3880: Loss = 817638.375000
|Xk-Y|_F:  709665.437500, |X-X0|:  107972.929688
rounded |X_k-Y|_0 = 697391, f1 =  0.655164, approx slack: 9202106
rounded before pow |X_k-Y|_0 = 9322053, f1 =  0.317566

Iteration 3900: Loss = 817294.687500
|Xk-Y|_F:  709522.312500, |X-X0|:  107772.390625
rounded |X_k-Y|_0 = 697368, f1 =  0.655168, approx slack: 9203062
rounded before pow |X_k-Y|_0 = 9322950, f1 =  0.317541

Iteration 3920: Loss = 816930.875000
|Xk-Y|_F:  709357.000000, |X-X0|:  107573.890625
rounded |X_k-Y|_0 = 697254, f1 =  0.655179, approx slack: 9202627
rounded before pow |X_k-Y|_0 = 9322620, f1 =  0.317550

Iteration 3940: Loss = 816572.937500
|Xk-Y|_F:  709200.812500, |X-X0|:  107372.109375
rounded |X_k-Y|_0 = 697134, f1 =  0.655189, approx slack: 9198143
rounded before pow |X_k-Y|_0 = 9318454, f1 =  0.317664

Iteration 3960: Loss = 816213.437500
|Xk-Y|_F:  709043.750000, |X-X0|:  107169.671875
rounded |X_k-Y|_0 = 697028, f1 =  0.655199, approx slack: 9194105
rounded before pow |X_k-Y|_0 = 9315291, f1 =  0.317750

Iteration 3980: Loss = 815863.062500
|Xk-Y|_F:  708891.937500, |X-X0|:  106971.125000
rounded |X_k-Y|_0 = 696914, f1 =  0.655210, approx slack: 9194006
rounded before pow |X_k-Y|_0 = 9315189, f1 =  0.317752

Iteration 4000: Loss = 815517.687500
|Xk-Y|_F:  708743.062500, |X-X0|:  106774.632812
rounded |X_k-Y|_0 = 696765, f1 =  0.655223, approx slack: 9193518
rounded before pow |X_k-Y|_0 = 9314632, f1 =  0.317768

Iteration 4020: Loss = 815209.875000
|Xk-Y|_F:  708623.500000, |X-X0|:  106586.382812
rounded |X_k-Y|_0 = 696652, f1 =  0.655233, approx slack: 9193065
rounded before pow |X_k-Y|_0 = 9314459, f1 =  0.317771

Iteration 4040: Loss = 814875.312500
|Xk-Y|_F:  708483.750000, |X-X0|:  106391.546875
rounded |X_k-Y|_0 = 696476, f1 =  0.655248, approx slack: 9192013
rounded before pow |X_k-Y|_0 = 9313581, f1 =  0.317795

Iteration 4060: Loss = 814515.250000
|Xk-Y|_F:  708310.750000, |X-X0|:  106204.531250
rounded |X_k-Y|_0 = 696396, f1 =  0.655256, approx slack: 9191067
rounded before pow |X_k-Y|_0 = 9312602, f1 =  0.317822

Iteration 4080: Loss = 814201.937500
|Xk-Y|_F:  708182.437500, |X-X0|:  106019.523438
rounded |X_k-Y|_0 = 696234, f1 =  0.655270, approx slack: 9188456
rounded before pow |X_k-Y|_0 = 9309894, f1 =  0.317897

Iteration 4100: Loss = 813856.125000
|Xk-Y|_F:  708030.937500, |X-X0|:  105825.218750
rounded |X_k-Y|_0 = 696118, f1 =  0.655281, approx slack: 9182887
rounded before pow |X_k-Y|_0 = 9304517, f1 =  0.318044

Iteration 4120: Loss = 813533.500000
|Xk-Y|_F:  707887.937500, |X-X0|:  105645.531250
rounded |X_k-Y|_0 = 695995, f1 =  0.655292, approx slack: 9179198
rounded before pow |X_k-Y|_0 = 9301116, f1 =  0.318137

Iteration 4140: Loss = 813164.687500
|Xk-Y|_F:  707691.500000, |X-X0|:  105473.203125
rounded |X_k-Y|_0 = 695851, f1 =  0.655305, approx slack: 9171633
rounded before pow |X_k-Y|_0 = 9295161, f1 =  0.318299

Iteration 4160: Loss = 812821.750000
|Xk-Y|_F:  707524.562500, |X-X0|:  105297.203125
rounded |X_k-Y|_0 = 695671, f1 =  0.655322, approx slack: 9172421
rounded before pow |X_k-Y|_0 = 9295944, f1 =  0.318278

Iteration 4180: Loss = 812492.125000
|Xk-Y|_F:  707360.062500, |X-X0|:  105132.093750
rounded |X_k-Y|_0 = 695551, f1 =  0.655333, approx slack: 9167106
rounded before pow |X_k-Y|_0 = 9293070, f1 =  0.318354

Iteration 4200: Loss = 812159.562500
|Xk-Y|_F:  707193.562500, |X-X0|:  104965.984375
rounded |X_k-Y|_0 = 695377, f1 =  0.655347, approx slack: 9168730
rounded before pow |X_k-Y|_0 = 9294590, f1 =  0.318314

Iteration 4220: Loss = 811824.312500
|Xk-Y|_F:  707009.812500, |X-X0|:  104814.484375
rounded |X_k-Y|_0 = 695272, f1 =  0.655358, approx slack: 9165079
rounded before pow |X_k-Y|_0 = 9290979, f1 =  0.318413

Iteration 4240: Loss = 811490.437500
|Xk-Y|_F:  706829.687500, |X-X0|:  104660.773438
rounded |X_k-Y|_0 = 695085, f1 =  0.655375, approx slack: 9166717
rounded before pow |X_k-Y|_0 = 9292654, f1 =  0.318367

Iteration 4260: Loss = 811131.875000
|Xk-Y|_F:  706631.500000, |X-X0|:  104500.367188
rounded |X_k-Y|_0 = 694920, f1 =  0.655390, approx slack: 9161967
rounded before pow |X_k-Y|_0 = 9288546, f1 =  0.318479

Iteration 4280: Loss = 810803.875000
|Xk-Y|_F:  706463.625000, |X-X0|:  104340.234375
rounded |X_k-Y|_0 = 694705, f1 =  0.655408, approx slack: 9159423
rounded before pow |X_k-Y|_0 = 9286153, f1 =  0.318544

Iteration 4300: Loss = 810453.937500
|Xk-Y|_F:  706300.750000, |X-X0|:  104153.187500
rounded |X_k-Y|_0 = 694614, f1 =  0.655418, approx slack: 9156344
rounded before pow |X_k-Y|_0 = 9283150, f1 =  0.318627

Iteration 4320: Loss = 810150.312500
|Xk-Y|_F:  706159.062500, |X-X0|:  103991.265625
rounded |X_k-Y|_0 = 694447, f1 =  0.655433, approx slack: 9147643
rounded before pow |X_k-Y|_0 = 9275356, f1 =  0.318839

Iteration 4340: Loss = 809817.062500
|Xk-Y|_F:  706013.687500, |X-X0|:  103803.351562
rounded |X_k-Y|_0 = 694291, f1 =  0.655447, approx slack: 9136193
rounded before pow |X_k-Y|_0 = 9264404, f1 =  0.319139

Iteration 4360: Loss = 809655.875000
|Xk-Y|_F:  706031.125000, |X-X0|:  103624.773438
rounded |X_k-Y|_0 = 694252, f1 =  0.655450, approx slack: 9135587
rounded before pow |X_k-Y|_0 = 9263844, f1 =  0.319154

Iteration 4380: Loss = 809303.125000
|Xk-Y|_F:  705873.000000, |X-X0|:  103430.140625
rounded |X_k-Y|_0 = 694073, f1 =  0.655466, approx slack: 9135307
rounded before pow |X_k-Y|_0 = 9263675, f1 =  0.319159

Iteration 4400: Loss = 808916.687500
|Xk-Y|_F:  705666.062500, |X-X0|:  103250.625000
rounded |X_k-Y|_0 = 693916, f1 =  0.655480, approx slack: 9135651
rounded before pow |X_k-Y|_0 = 9263892, f1 =  0.319153

Iteration 4420: Loss = 808589.000000
|Xk-Y|_F:  705525.437500, |X-X0|:  103063.531250
rounded |X_k-Y|_0 = 693767, f1 =  0.655495, approx slack: 9139678
rounded before pow |X_k-Y|_0 = 9267881, f1 =  0.319043

Iteration 4440: Loss = 808256.750000
|Xk-Y|_F:  705387.750000, |X-X0|:  102868.984375
rounded |X_k-Y|_0 = 693627, f1 =  0.655507, approx slack: 9139617
rounded before pow |X_k-Y|_0 = 9267817, f1 =  0.319045

Iteration 4460: Loss = 807964.875000
|Xk-Y|_F:  705265.875000, |X-X0|:  102699.007812
rounded |X_k-Y|_0 = 693546, f1 =  0.655515, approx slack: 9135247
rounded before pow |X_k-Y|_0 = 9263486, f1 =  0.319164

Iteration 4480: Loss = 807633.750000
|Xk-Y|_F:  705131.562500, |X-X0|:  102502.171875
rounded |X_k-Y|_0 = 693388, f1 =  0.655530, approx slack: 9136467
rounded before pow |X_k-Y|_0 = 9264522, f1 =  0.319135

Iteration 4500: Loss = 807397.750000
|Xk-Y|_F:  705077.687500, |X-X0|:  102320.031250
rounded |X_k-Y|_0 = 693291, f1 =  0.655538, approx slack: 9140872
rounded before pow |X_k-Y|_0 = 9268248, f1 =  0.319035

Iteration 4520: Loss = 807093.125000
|Xk-Y|_F:  704926.375000, |X-X0|:  102166.757812
rounded |X_k-Y|_0 = 693186, f1 =  0.655548, approx slack: 9140830
rounded before pow |X_k-Y|_0 = 9268157, f1 =  0.319038

Iteration 4540: Loss = 806787.125000
|Xk-Y|_F:  704780.125000, |X-X0|:  102006.984375
rounded |X_k-Y|_0 = 693067, f1 =  0.655560, approx slack: 9135990
rounded before pow |X_k-Y|_0 = 9263398, f1 =  0.319168

Iteration 4560: Loss = 806445.312500
|Xk-Y|_F:  704633.312500, |X-X0|:  101812.000000
rounded |X_k-Y|_0 = 692916, f1 =  0.655573, approx slack: 9135643
rounded before pow |X_k-Y|_0 = 9263019, f1 =  0.319179

Iteration 4580: Loss = 806146.625000
|Xk-Y|_F:  704500.687500, |X-X0|:  101645.937500
rounded |X_k-Y|_0 = 692796, f1 =  0.655585, approx slack: 9132510
rounded before pow |X_k-Y|_0 = 9260547, f1 =  0.319241

Iteration 4600: Loss = 805815.125000
|Xk-Y|_F:  704363.625000, |X-X0|:  101451.484375
rounded |X_k-Y|_0 = 692660, f1 =  0.655597, approx slack: 9128831
rounded before pow |X_k-Y|_0 = 9258291, f1 =  0.319301

Iteration 4620: Loss = 805493.000000
|Xk-Y|_F:  704230.875000, |X-X0|:  101262.148438
rounded |X_k-Y|_0 = 692519, f1 =  0.655611, approx slack: 9128321
rounded before pow |X_k-Y|_0 = 9257938, f1 =  0.319310

Iteration 4640: Loss = 805209.625000
|Xk-Y|_F:  704128.625000, |X-X0|:  101081.015625
rounded |X_k-Y|_0 = 692395, f1 =  0.655622, approx slack: 9128615
rounded before pow |X_k-Y|_0 = 9258246, f1 =  0.319302

Iteration 4660: Loss = 804904.500000
|Xk-Y|_F:  704014.687500, |X-X0|:  100889.820312
rounded |X_k-Y|_0 = 692237, f1 =  0.655636, approx slack: 9128352
rounded before pow |X_k-Y|_0 = 9257890, f1 =  0.319313

Iteration 4680: Loss = 804599.187500
|Xk-Y|_F:  703890.812500, |X-X0|:  100708.359375
rounded |X_k-Y|_0 = 692124, f1 =  0.655646, approx slack: 9127013
rounded before pow |X_k-Y|_0 = 9256814, f1 =  0.319342

Iteration 4700: Loss = 804292.500000
|Xk-Y|_F:  703760.125000, |X-X0|:  100532.375000
rounded |X_k-Y|_0 = 692030, f1 =  0.655657, approx slack: 9122571
rounded before pow |X_k-Y|_0 = 9252942, f1 =  0.319447

Iteration 4720: Loss = 804028.437500
|Xk-Y|_F:  703660.500000, |X-X0|:  100367.937500
rounded |X_k-Y|_0 = 691910, f1 =  0.655667, approx slack: 9116705
rounded before pow |X_k-Y|_0 = 9248165, f1 =  0.319577

Iteration 4740: Loss = 803773.687500
|Xk-Y|_F:  703559.500000, |X-X0|:  100214.187500
rounded |X_k-Y|_0 = 691767, f1 =  0.655679, approx slack: 9114614
rounded before pow |X_k-Y|_0 = 9246061, f1 =  0.319635

Iteration 4760: Loss = 803566.750000
|Xk-Y|_F:  703417.937500, |X-X0|:  100148.781250
rounded |X_k-Y|_0 = 691701, f1 =  0.655687, approx slack: 9118640
rounded before pow |X_k-Y|_0 = 9250199, f1 =  0.319521

Iteration 4780: Loss = 803325.437500
|Xk-Y|_F:  703326.875000, |X-X0|:  99998.562500
rounded |X_k-Y|_0 = 691593, f1 =  0.655697, approx slack: 9108007
rounded before pow |X_k-Y|_0 = 9239807, f1 =  0.319806

Iteration 4800: Loss = 802953.750000
|Xk-Y|_F:  703184.625000, |X-X0|:  99769.093750
rounded |X_k-Y|_0 = 691486, f1 =  0.655707, approx slack: 9104094
rounded before pow |X_k-Y|_0 = 9236143, f1 =  0.319907

Iteration 4820: Loss = 802638.000000
|Xk-Y|_F:  703085.000000, |X-X0|:  99553.031250
rounded |X_k-Y|_0 = 691405, f1 =  0.655716, approx slack: 9102410
rounded before pow |X_k-Y|_0 = 9234649, f1 =  0.319947

Iteration 4840: Loss = 802326.625000
|Xk-Y|_F:  702974.875000, |X-X0|:  99351.781250
rounded |X_k-Y|_0 = 691296, f1 =  0.655725, approx slack: 9099896
rounded before pow |X_k-Y|_0 = 9232653, f1 =  0.319995

Iteration 4860: Loss = 801995.937500
|Xk-Y|_F:  702872.000000, |X-X0|:  99123.953125
rounded |X_k-Y|_0 = 691226, f1 =  0.655731, approx slack: 9092848
rounded before pow |X_k-Y|_0 = 9225104, f1 =  0.320201

Iteration 4880: Loss = 801719.000000
|Xk-Y|_F:  702782.375000, |X-X0|:  98936.617188
rounded |X_k-Y|_0 = 691108, f1 =  0.655743, approx slack: 9096984
rounded before pow |X_k-Y|_0 = 9229252, f1 =  0.320088

Iteration 4900: Loss = 801520.000000
|Xk-Y|_F:  702774.375000, |X-X0|:  98745.593750
rounded |X_k-Y|_0 = 691054, f1 =  0.655745, approx slack: 9078219
rounded before pow |X_k-Y|_0 = 9211225, f1 =  0.320580

Iteration 4920: Loss = 801227.312500
|Xk-Y|_F:  702692.000000, |X-X0|:  98535.312500
rounded |X_k-Y|_0 = 690904, f1 =  0.655756, approx slack: 9080363
rounded before pow |X_k-Y|_0 = 9213135, f1 =  0.320528

Iteration 4940: Loss = 800977.312500
|Xk-Y|_F:  702628.500000, |X-X0|:  98348.820312
rounded |X_k-Y|_0 = 690759, f1 =  0.655768, approx slack: 9079298
rounded before pow |X_k-Y|_0 = 9212012, f1 =  0.320567

Iteration 4960: Loss = 800629.250000
|Xk-Y|_F:  702483.875000, |X-X0|:  98145.390625
rounded |X_k-Y|_0 = 690663, f1 =  0.655778, approx slack: 9077676
rounded before pow |X_k-Y|_0 = 9210653, f1 =  0.320598

Iteration 4980: Loss = 800208.125000
|Xk-Y|_F:  702223.937500, |X-X0|:  97984.218750
rounded |X_k-Y|_0 = 690563, f1 =  0.655791, approx slack: 9075609
rounded before pow |X_k-Y|_0 = 9208689, f1 =  0.320651

Iteration 4999: Loss = 799903.437500
|Xk-Y|_F:  702123.500000, |X-X0|:  97779.945312
rounded |X_k-Y|_0 = 690415, f1 =  0.655804, approx slack: 9072844
rounded before pow |X_k-Y|_0 = 9205990, f1 =  0.320723


KB after refine:
num_nodes: 5060.0000
num_edges: 4006.0000
density: 0.0002
avg_degree: 0.7917
avg_clustering: 0.0234
degree_assortativity: -0.1880
modularity: 0.7831
avg_betweenness: 0.0000
avg_closeness: 0.0025
------ ABL 0 after refine ------
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7511 (micro)
f1 on KB:      0.6182
f1 on orig KB: 0.3455
integrated f1: 0.3736, w_data: 0.2956, w_klg: 0.7044

integrated result:
f1 on test:    0.4656
f1 on test:    0.7468 (micro)
f1 on KB:      0.6440
f1 on orig KB: 0.3426
integrated f1: 0.3685, w_data: 0.2956, w_klg: 0.7044
------------
integrated f1 0.3736
Epoch 100, Total loss: 111179800576.0000, CE loss: 33.1207, RL loss: 1111798016.0000, Reward: -4809269.4805
    full cols: 725, non-full cols: 60
   r - labels: 356, labels - r: 236
    violated: 11107, weighted: 12379.92578125, len: 0.0, nonzero: 0.1485857218503952
Epoch 200, Total loss: 71095115776.0000, CE loss: 33.1082, RL loss: 710951168.0000, Reward: -4814856.7539
    full cols: 719, non-full cols: 75
   r - labels: 361, labels - r: 232
    violated: 11162, weighted: 12366.0546875, len: 0.0, nonzero: 0.14871540665626526
Epoch 300, Total loss: 26558439424.0000, CE loss: 33.1032, RL loss: 265584400.0000, Reward: -4810773.5234
    full cols: 722, non-full cols: 65
   r - labels: 356, labels - r: 234
    violated: 10707, weighted: 12383.001953125, len: 0.0, nonzero: 0.14824913442134857
Epoch 400, Total loss: 21289768960.0000, CE loss: 33.0953, RL loss: 212897680.0000, Reward: -4810166.8281
    full cols: 722, non-full cols: 60
   r - labels: 350, labels - r: 233
    violated: 11070, weighted: 12293.5654296875, len: 0.0, nonzero: 0.14809782803058624
Epoch 500, Total loss: 87193501696.0000, CE loss: 33.0888, RL loss: 871934976.0000, Reward: -4796939.5586
    full cols: 722, non-full cols: 61
   r - labels: 352, labels - r: 234
    violated: 10891, weighted: 12333.7890625, len: 0.0, nonzero: 0.1480792909860611
Epoch 600, Total loss: 64281124864.0000, CE loss: 33.0796, RL loss: 642811264.0000, Reward: -4798088.9961
    full cols: 710, non-full cols: 86
   r - labels: 365, labels - r: 234
    violated: 10805, weighted: 12384.0546875, len: 0.0, nonzero: 0.14813178777694702
Epoch 700, Total loss: -59852800000.0000, CE loss: 33.0748, RL loss: -598528000.0000, Reward: -4790244.7676
    full cols: 718, non-full cols: 68
   r - labels: 356, labels - r: 235
    violated: 12088, weighted: 12324.876953125, len: 0.0, nonzero: 0.147514209151268
Epoch 800, Total loss: -130196725760.0000, CE loss: 33.0689, RL loss: -1301967232.0000, Reward: -4787289.4023
    full cols: 720, non-full cols: 56
   r - labels: 349, labels - r: 238
    violated: 10510, weighted: 12361.509765625, len: 0.0, nonzero: 0.1472177654504776
Epoch 900, Total loss: 63880564736.0000, CE loss: 33.0663, RL loss: 638805632.0000, Reward: -4753665.4141
    full cols: 711, non-full cols: 74
   r - labels: 355, labels - r: 235
    violated: 11419, weighted: 12401.5615234375, len: 0.0, nonzero: 0.14778903126716614
Epoch 1000, Total loss: -34726002688.0000, CE loss: 33.0637, RL loss: -347260032.0000, Reward: -4760418.3340
    full cols: 715, non-full cols: 68
   r - labels: 355, labels - r: 237
    violated: 10855, weighted: 12460.53515625, len: 0.0, nonzero: 0.1476130187511444
Epoch 1100, Total loss: 55517196288.0000, CE loss: 33.0580, RL loss: 555171968.0000, Reward: -4733927.9062
    full cols: 715, non-full cols: 62
   r - labels: 346, labels - r: 234
    violated: 11590, weighted: 12414.36328125, len: 0.0, nonzero: 0.14704792201519012
Epoch 1200, Total loss: 143875719168.0000, CE loss: 33.0576, RL loss: 1438757248.0000, Reward: -4722510.6406
    full cols: 718, non-full cols: 56
   r - labels: 346, labels - r: 237
    violated: 12779, weighted: 12374.26953125, len: 0.0, nonzero: 0.14622652530670166
Epoch 1300, Total loss: -28129400832.0000, CE loss: 33.0536, RL loss: -281294016.0000, Reward: -4719937.5488
    full cols: 712, non-full cols: 61
   r - labels: 347, labels - r: 239
    violated: 11895, weighted: 12391.470703125, len: 0.0, nonzero: 0.14526309072971344
Epoch 1400, Total loss: 16081248256.0000, CE loss: 33.0514, RL loss: 160812480.0000, Reward: -4702365.2441
    full cols: 707, non-full cols: 66
   r - labels: 348, labels - r: 240
    violated: 10743, weighted: 12364.98046875, len: 0.0, nonzero: 0.14575716853141785
Epoch 1500, Total loss: -142193573888.0000, CE loss: 33.0476, RL loss: -1421935744.0000, Reward: -4693808.0508
    full cols: 709, non-full cols: 66
   r - labels: 353, labels - r: 243
    violated: 12074, weighted: 12452.43359375, len: 0.0, nonzero: 0.14635314047336578
Epoch 1600, Total loss: -30415011840.0000, CE loss: 33.0474, RL loss: -304150112.0000, Reward: -4690840.2695
    full cols: 717, non-full cols: 49
   r - labels: 347, labels - r: 246
    violated: 11505, weighted: 12423.5517578125, len: 0.0, nonzero: 0.14681632816791534
Epoch 1700, Total loss: 34882547712.0000, CE loss: 33.0442, RL loss: 348825472.0000, Reward: -4669018.2383
    full cols: 720, non-full cols: 42
   r - labels: 345, labels - r: 248
    violated: 11767, weighted: 12404.7314453125, len: 0.0, nonzero: 0.14596405625343323
Epoch 1800, Total loss: -61328875520.0000, CE loss: 33.0421, RL loss: -613288768.0000, Reward: -4685401.3203
    full cols: 709, non-full cols: 54
   r - labels: 344, labels - r: 246
    violated: 11796, weighted: 12546.400390625, len: 0.0, nonzero: 0.14607830345630646
Epoch 1900, Total loss: -109116301312.0000, CE loss: 33.0380, RL loss: -1091163008.0000, Reward: -4693696.5059
    full cols: 701, non-full cols: 65
   r - labels: 345, labels - r: 244
    violated: 11800, weighted: 12459.6533203125, len: 0.0, nonzero: 0.14436140656471252
--- eval ---
prediction result:
f1 on test:    0.4841
f1 on test:    0.7512 (micro)
f1 on KB:      0.6183
integrated f1: 0.5669, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4666
f1 on test:    0.7471 (micro)
f1 on KB:      0.6435
integrated f1: 0.5709, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 2000, Total loss: -121915940864.0000, CE loss: 33.0361, RL loss: -1219159424.0000, Reward: -4698988.9902
    full cols: 706, non-full cols: 57
   r - labels: 343, labels - r: 245
    violated: 12376, weighted: 12380.046875, len: 0.0, nonzero: 0.1437808722257614
Epoch 2100, Total loss: 44247076864.0000, CE loss: 33.0351, RL loss: 442470784.0000, Reward: -4664536.3008
    full cols: 684, non-full cols: 83
   r - labels: 352, labels - r: 250
    violated: 11843, weighted: 12334.0595703125, len: 0.0, nonzero: 0.14246541261672974
Epoch 2200, Total loss: 58274439168.0000, CE loss: 33.0342, RL loss: 582744384.0000, Reward: -4656743.2500
    full cols: 692, non-full cols: 62
   r - labels: 344, labels - r: 255
    violated: 13923, weighted: 12546.72265625, len: 0.0, nonzero: 0.14277420938014984
Epoch 2300, Total loss: 103111761920.0000, CE loss: 33.0261, RL loss: 1031117632.0000, Reward: -4663615.7305
    full cols: 698, non-full cols: 65
   r - labels: 352, labels - r: 254
    violated: 11329, weighted: 12630.6484375, len: 0.0, nonzero: 0.1440865844488144
Epoch 2400, Total loss: 25598674944.0000, CE loss: 33.0253, RL loss: 255986752.0000, Reward: -4675810.4941
    full cols: 705, non-full cols: 64
   r - labels: 355, labels - r: 251
    violated: 11718, weighted: 12681.5546875, len: 0.0, nonzero: 0.1452816128730774
Epoch 2500, Total loss: -47352061952.0000, CE loss: 33.0230, RL loss: -473520608.0000, Reward: -4678554.1523
    full cols: 700, non-full cols: 59
   r - labels: 349, labels - r: 255
    violated: 11490, weighted: 12714.51953125, len: 0.0, nonzero: 0.14389513432979584
Epoch 2600, Total loss: 30121682944.0000, CE loss: 33.0174, RL loss: 301216832.0000, Reward: -4665422.6367
    full cols: 696, non-full cols: 61
   r - labels: 347, labels - r: 255
    violated: 12362, weighted: 12674.328125, len: 0.0, nonzero: 0.14312314987182617
Epoch 2700, Total loss: 154071285760.0000, CE loss: 33.0161, RL loss: 1540712832.0000, Reward: -4635156.9648
    full cols: 683, non-full cols: 70
   r - labels: 344, labels - r: 256
    violated: 11559, weighted: 12529.2578125, len: 0.0, nonzero: 0.1412518471479416
Epoch 2800, Total loss: 81238933504.0000, CE loss: 33.0115, RL loss: 812389312.0000, Reward: -4648563.9531
    full cols: 675, non-full cols: 80
   r - labels: 343, labels - r: 253
    violated: 11133, weighted: 12436.2158203125, len: 0.0, nonzero: 0.14066514372825623
Epoch 2900, Total loss: -8520690176.0000, CE loss: 33.0062, RL loss: -85206904.0000, Reward: -4652579.9727
    full cols: 678, non-full cols: 85
   r - labels: 350, labels - r: 252
    violated: 12686, weighted: 12342.23828125, len: 0.0, nonzero: 0.14147727191448212
Epoch 3000, Total loss: 103295893504.0000, CE loss: 33.0013, RL loss: 1032958976.0000, Reward: -4657264.3672
    full cols: 679, non-full cols: 55
   r - labels: 327, labels - r: 258
    violated: 11746, weighted: 12332.6611328125, len: 0.0, nonzero: 0.14039340615272522
Epoch 3100, Total loss: 99049955328.0000, CE loss: 32.9997, RL loss: 990499520.0000, Reward: -4651498.2891
    full cols: 683, non-full cols: 51
   r - labels: 331, labels - r: 262
    violated: 11717, weighted: 12536.8330078125, len: 0.0, nonzero: 0.14021120965480804
Epoch 3200, Total loss: -111027970048.0000, CE loss: 32.9931, RL loss: -1110279680.0000, Reward: -4667347.9297
    full cols: 683, non-full cols: 59
   r - labels: 340, labels - r: 263
    violated: 13043, weighted: 12570.439453125, len: 0.0, nonzero: 0.14055706560611725
Epoch 3300, Total loss: 25802665984.0000, CE loss: 32.9898, RL loss: 258026656.0000, Reward: -4658171.2930
    full cols: 677, non-full cols: 70
   r - labels: 345, labels - r: 263
    violated: 11384, weighted: 12843.3828125, len: 0.0, nonzero: 0.14186635613441467
Epoch 3400, Total loss: 139462836224.0000, CE loss: 32.9822, RL loss: 1394628352.0000, Reward: -4661885.4844
    full cols: 679, non-full cols: 55
   r - labels: 335, labels - r: 266
    violated: 12676, weighted: 12679.626953125, len: 0.0, nonzero: 0.13966156542301178
Epoch 3500, Total loss: 159058984960.0000, CE loss: 32.9785, RL loss: 1590589824.0000, Reward: -4661704.5781
    full cols: 674, non-full cols: 62
   r - labels: 335, labels - r: 264
    violated: 12560, weighted: 12490.927734375, len: 0.0, nonzero: 0.1391952782869339
Epoch 3600, Total loss: 93867229184.0000, CE loss: 32.9683, RL loss: 938672256.0000, Reward: -4654764.7656
    full cols: 669, non-full cols: 74
   r - labels: 343, labels - r: 265
    violated: 11697, weighted: 12773.94921875, len: 0.0, nonzero: 0.1395905315876007
Epoch 3700, Total loss: 37072142336.0000, CE loss: 32.9605, RL loss: 370721408.0000, Reward: -4663003.9531
    full cols: 689, non-full cols: 50
   r - labels: 340, labels - r: 266
    violated: 12082, weighted: 12848.13671875, len: 0.0, nonzero: 0.14113759994506836
Epoch 3800, Total loss: 127452266496.0000, CE loss: 32.9555, RL loss: 1274522624.0000, Reward: -4656738.2969
    full cols: 670, non-full cols: 88
   r - labels: 353, labels - r: 260
    violated: 12147, weighted: 12887.4853515625, len: 0.0, nonzero: 0.1404150128364563
Epoch 3900, Total loss: 27104858112.0000, CE loss: 32.9483, RL loss: 271048576.0000, Reward: -4645015.1797
    full cols: 671, non-full cols: 71
   r - labels: 342, labels - r: 265
    violated: 12132, weighted: 12820.6640625, len: 0.0, nonzero: 0.13966773450374603
--- eval ---
prediction result:
f1 on test:    0.4823
f1 on test:    0.7510 (micro)
f1 on KB:      0.6179
integrated f1: 0.5658, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4670
f1 on test:    0.7471 (micro)
f1 on KB:      0.6424
integrated f1: 0.5705, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 4000, Total loss: 41863753728.0000, CE loss: 32.9379, RL loss: 418637536.0000, Reward: -4643193.5547
    full cols: 683, non-full cols: 51
   r - labels: 340, labels - r: 271
    violated: 11783, weighted: 12960.0009765625, len: 0.0, nonzero: 0.13931262493133545
Epoch 4100, Total loss: -36158631936.0000, CE loss: 32.9320, RL loss: -361586336.0000, Reward: -4620592.8242
    full cols: 679, non-full cols: 46
   r - labels: 335, labels - r: 275
    violated: 11671, weighted: 12971.712890625, len: 0.0, nonzero: 0.13860857486724854
Epoch 4200, Total loss: -74298933248.0000, CE loss: 32.9238, RL loss: -742989312.0000, Reward: -4612757.2422
    full cols: 666, non-full cols: 60
   r - labels: 333, labels - r: 272
    violated: 10759, weighted: 12909.455078125, len: 0.0, nonzero: 0.1378026157617569
Epoch 4300, Total loss: -113534615552.0000, CE loss: 32.9185, RL loss: -1135346176.0000, Reward: -4605025.8867
    full cols: 667, non-full cols: 65
   r - labels: 333, labels - r: 266
    violated: 11871, weighted: 12758.056640625, len: 0.0, nonzero: 0.13790452480316162
Epoch 4400, Total loss: 193510031360.0000, CE loss: 32.9148, RL loss: 1935100288.0000, Reward: -4574178.0977
    full cols: 665, non-full cols: 50
   r - labels: 328, labels - r: 278
    violated: 12502, weighted: 13261.666015625, len: 0.0, nonzero: 0.1362987905740738
Epoch 4500, Total loss: 173596393472.0000, CE loss: 32.9102, RL loss: 1735963904.0000, Reward: -4560260.2891
    full cols: 655, non-full cols: 72
   r - labels: 342, labels - r: 280
    violated: 11494, weighted: 13490.7373046875, len: 0.0, nonzero: 0.1360424906015396
Epoch 4600, Total loss: 70660595712.0000, CE loss: 32.9050, RL loss: 706605952.0000, Reward: -4567598.2207
    full cols: 655, non-full cols: 62
   r - labels: 335, labels - r: 283
    violated: 12124, weighted: 13412.654296875, len: 0.0, nonzero: 0.13659213483333588
Epoch 4700, Total loss: 57385189376.0000, CE loss: 32.9028, RL loss: 573851904.0000, Reward: -4536524.2695
    full cols: 663, non-full cols: 41
   r - labels: 325, labels - r: 286
    violated: 12706, weighted: 13333.9970703125, len: 0.0, nonzero: 0.13462203741073608
Epoch 4800, Total loss: 104685248512.0000, CE loss: 32.8992, RL loss: 1046852480.0000, Reward: -4524128.7383
    full cols: 654, non-full cols: 57
   r - labels: 335, labels - r: 289
    violated: 12629, weighted: 13354.9453125, len: 0.0, nonzero: 0.13518095016479492
Epoch 4900, Total loss: 108287229952.0000, CE loss: 32.8979, RL loss: 1082872320.0000, Reward: -4533440.1348
    full cols: 655, non-full cols: 45
   r - labels: 329, labels - r: 294
    violated: 13209, weighted: 13499.0712890625, len: 0.0, nonzero: 0.1342175155878067
Epoch 5000, Total loss: -141139705856.0000, CE loss: 32.8949, RL loss: -1411397120.0000, Reward: -4527033.0762
    full cols: 647, non-full cols: 41
   r - labels: 319, labels - r: 296
    violated: 11974, weighted: 13248.73046875, len: 0.0, nonzero: 0.13174407184123993
Epoch 5100, Total loss: -86560260096.0000, CE loss: 32.8924, RL loss: -865602560.0000, Reward: -4509180.5742
    full cols: 654, non-full cols: 27
   r - labels: 317, labels - r: 301
    violated: 11920, weighted: 13598.74609375, len: 0.0, nonzero: 0.13238327205181122
Epoch 5200, Total loss: -151591370752.0000, CE loss: 32.8926, RL loss: -1515913728.0000, Reward: -4506924.2773
    full cols: 636, non-full cols: 57
   r - labels: 326, labels - r: 298
    violated: 10258, weighted: 13621.443359375, len: 0.0, nonzero: 0.13101531565189362
Epoch 5300, Total loss: 44847296512.0000, CE loss: 32.8929, RL loss: 448472960.0000, Reward: -4517405.0781
    full cols: 629, non-full cols: 61
   r - labels: 327, labels - r: 302
    violated: 13501, weighted: 13325.501953125, len: 0.0, nonzero: 0.13051506876945496
Epoch 5400, Total loss: -122568245248.0000, CE loss: 32.8889, RL loss: -1225682432.0000, Reward: -4540379.1719
    full cols: 632, non-full cols: 68
   r - labels: 335, labels - r: 300
    violated: 11366, weighted: 13428.037109375, len: 0.0, nonzero: 0.13136115670204163
Epoch 5500, Total loss: 62876078080.0000, CE loss: 32.8898, RL loss: 628760768.0000, Reward: -4502679.3320
    full cols: 633, non-full cols: 52
   r - labels: 321, labels - r: 301
    violated: 11255, weighted: 13352.75390625, len: 0.0, nonzero: 0.13110485672950745
Epoch 5600, Total loss: -29236439040.0000, CE loss: 32.8852, RL loss: -292364384.0000, Reward: -4495698.6465
    full cols: 632, non-full cols: 47
   r - labels: 313, labels - r: 299
    violated: 12386, weighted: 13369.4609375, len: 0.0, nonzero: 0.1299654096364975
Epoch 5700, Total loss: -178858377216.0000, CE loss: 32.8834, RL loss: -1788583808.0000, Reward: -4518327.9121
    full cols: 632, non-full cols: 69
   r - labels: 331, labels - r: 295
    violated: 12721, weighted: 13473.3623046875, len: 0.0, nonzero: 0.13142909109592438
Epoch 5800, Total loss: -63421542400.0000, CE loss: 32.8834, RL loss: -634215424.0000, Reward: -4510658.4785
    full cols: 655, non-full cols: 34
   r - labels: 324, labels - r: 300
    violated: 11583, weighted: 13491.41015625, len: 0.0, nonzero: 0.13301630318164825
Epoch 5900, Total loss: -61920919552.0000, CE loss: 32.8832, RL loss: -619209216.0000, Reward: -4529078.5000
    full cols: 654, non-full cols: 55
   r - labels: 339, labels - r: 295
    violated: 13352, weighted: 13594.58984375, len: 0.0, nonzero: 0.13397665321826935
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6186
integrated f1: 0.5638, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4663
f1 on test:    0.7472 (micro)
f1 on KB:      0.6404
integrated f1: 0.5692, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 6000, Total loss: -74583646208.0000, CE loss: 32.8818, RL loss: -745836480.0000, Reward: -4511742.0840
    full cols: 653, non-full cols: 48
   r - labels: 334, labels - r: 298
    violated: 12427, weighted: 13601.66796875, len: 0.0, nonzero: 0.13354434072971344
Epoch 6100, Total loss: -30678771712.0000, CE loss: 32.8826, RL loss: -306787712.0000, Reward: -4500338.7910
    full cols: 645, non-full cols: 45
   r - labels: 328, labels - r: 303
    violated: 12021, weighted: 13674.0654296875, len: 0.0, nonzero: 0.13205286860466003
Epoch 6200, Total loss: 80218439680.0000, CE loss: 32.8803, RL loss: 802184384.0000, Reward: -4518095.5000
    full cols: 643, non-full cols: 52
   r - labels: 331, labels - r: 301
    violated: 12126, weighted: 13433.423828125, len: 0.0, nonzero: 0.13183361291885376
Epoch 6300, Total loss: 147495124992.0000, CE loss: 32.8794, RL loss: 1474951168.0000, Reward: -4464332.5820
    full cols: 651, non-full cols: 38
   r - labels: 327, labels - r: 303
    violated: 11315, weighted: 13383.330078125, len: 0.0, nonzero: 0.13188302516937256
Epoch 6400, Total loss: -146626265088.0000, CE loss: 32.8824, RL loss: -1466262656.0000, Reward: -4487385.6836
    full cols: 635, non-full cols: 52
   r - labels: 328, labels - r: 306
    violated: 11473, weighted: 13523.138671875, len: 0.0, nonzero: 0.13091032207012177
Epoch 6500, Total loss: 107784650752.0000, CE loss: 32.8786, RL loss: 1077846528.0000, Reward: -4434944.0391
    full cols: 637, non-full cols: 40
   r - labels: 320, labels - r: 308
    violated: 12157, weighted: 13671.642578125, len: 0.0, nonzero: 0.13030818104743958
Epoch 6600, Total loss: -197499731968.0000, CE loss: 32.8794, RL loss: -1974997376.0000, Reward: -4433432.0078
    full cols: 631, non-full cols: 53
   r - labels: 325, labels - r: 306
    violated: 12048, weighted: 13642.53125, len: 0.0, nonzero: 0.12982027232646942
Epoch 6700, Total loss: -190680989696.0000, CE loss: 32.8784, RL loss: -1906809856.0000, Reward: -4438368.6094
    full cols: 637, non-full cols: 48
   r - labels: 325, labels - r: 305
    violated: 11068, weighted: 13675.291015625, len: 0.0, nonzero: 0.13131484389305115
Epoch 6800, Total loss: 119934205952.0000, CE loss: 32.8762, RL loss: 1199342080.0000, Reward: -4396384.8672
    full cols: 628, non-full cols: 38
   r - labels: 314, labels - r: 313
    violated: 12488, weighted: 13702.0908203125, len: 0.0, nonzero: 0.1280447095632553
Epoch 6900, Total loss: 57629790208.0000, CE loss: 32.8785, RL loss: 576297920.0000, Reward: -4412843.1934
    full cols: 622, non-full cols: 44
   r - labels: 312, labels - r: 311
    violated: 11848, weighted: 13508.943359375, len: 0.0, nonzero: 0.1274888813495636
Epoch 7000, Total loss: 32521365504.0000, CE loss: 32.8778, RL loss: 325213664.0000, Reward: -4420276.2227
    full cols: 615, non-full cols: 40
   r - labels: 307, labels - r: 317
    violated: 11237, weighted: 13604.361328125, len: 0.0, nonzero: 0.12588006258010864
Epoch 7100, Total loss: 104175165440.0000, CE loss: 32.8767, RL loss: 1041751616.0000, Reward: -4421049.0664
    full cols: 617, non-full cols: 54
   r - labels: 317, labels - r: 311
    violated: 11800, weighted: 13794.55859375, len: 0.0, nonzero: 0.12733139097690582
Epoch 7200, Total loss: 113384898560.0000, CE loss: 32.8763, RL loss: 1133848960.0000, Reward: -4386732.9492
    full cols: 628, non-full cols: 34
   r - labels: 317, labels - r: 320
    violated: 12330, weighted: 13796.458984375, len: 0.0, nonzero: 0.12848320603370667
Epoch 7300, Total loss: 73706192896.0000, CE loss: 32.8746, RL loss: 737061952.0000, Reward: -4375080.6875
    full cols: 626, non-full cols: 40
   r - labels: 323, labels - r: 322
    violated: 12617, weighted: 14234.8173828125, len: 0.0, nonzero: 0.12837202847003937
Epoch 7400, Total loss: -55447199744.0000, CE loss: 32.8737, RL loss: -554472000.0000, Reward: -4401407.5547
    full cols: 633, non-full cols: 34
   r - labels: 324, labels - r: 322
    violated: 13716, weighted: 14214.087890625, len: 0.0, nonzero: 0.12866847217082977
Epoch 7500, Total loss: 61262753792.0000, CE loss: 32.8747, RL loss: 612627520.0000, Reward: -4356632.4414
    full cols: 627, non-full cols: 41
   r - labels: 322, labels - r: 319
    violated: 12497, weighted: 13952.4130859375, len: 0.0, nonzero: 0.12729434669017792
Epoch 7600, Total loss: -163425517568.0000, CE loss: 32.8762, RL loss: -1634255232.0000, Reward: -4372410.2031
    full cols: 635, non-full cols: 28
   r - labels: 318, labels - r: 320
    violated: 11271, weighted: 13950.734375, len: 0.0, nonzero: 0.12776370346546173
Epoch 7700, Total loss: -14793821184.0000, CE loss: 32.8749, RL loss: -147938208.0000, Reward: -4328607.0449
    full cols: 632, non-full cols: 33
   r - labels: 320, labels - r: 320
    violated: 11593, weighted: 13940.95703125, len: 0.0, nonzero: 0.12835350632667542
Epoch 7800, Total loss: 118205620224.0000, CE loss: 32.8758, RL loss: 1182056192.0000, Reward: -4293056.6855
    full cols: 613, non-full cols: 32
   r - labels: 312, labels - r: 332
    violated: 13340, weighted: 14138.703125, len: 0.0, nonzero: 0.12442255020141602
Epoch 7900, Total loss: -71168811008.0000, CE loss: 32.8759, RL loss: -711688128.0000, Reward: -4316442.2734
    full cols: 612, non-full cols: 32
   r - labels: 310, labels - r: 331
    violated: 11093, weighted: 14102.6396484375, len: 0.0, nonzero: 0.12418787181377411
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6185
integrated f1: 0.5638, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4674
f1 on test:    0.7474 (micro)
f1 on KB:      0.6387
integrated f1: 0.5689, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 8000, Total loss: 7327438336.0000, CE loss: 32.8735, RL loss: 73274384.0000, Reward: -4276592.7773
    full cols: 622, non-full cols: 29
   r - labels: 319, labels - r: 333
    violated: 14471, weighted: 14437.8271484375, len: 0.0, nonzero: 0.12568242847919464
Epoch 8100, Total loss: -158077485056.0000, CE loss: 32.8741, RL loss: -1580774912.0000, Reward: -4265158.9219
    full cols: 615, non-full cols: 40
   r - labels: 318, labels - r: 328
    violated: 11082, weighted: 14146.9638671875, len: 0.0, nonzero: 0.12579050660133362
Epoch 8200, Total loss: -84689281024.0000, CE loss: 32.8753, RL loss: -846892800.0000, Reward: -4271560.8203
    full cols: 621, non-full cols: 34
   r - labels: 320, labels - r: 330
    violated: 10861, weighted: 14473.69140625, len: 0.0, nonzero: 0.1262197345495224
Epoch 8300, Total loss: -21255038976.0000, CE loss: 32.8741, RL loss: -212550384.0000, Reward: -4254941.0488
    full cols: 624, non-full cols: 23
   r - labels: 317, labels - r: 335
    violated: 11341, weighted: 14308.9091796875, len: 0.0, nonzero: 0.12542612850666046
Epoch 8400, Total loss: 844199872.0000, CE loss: 32.8725, RL loss: 8441999.0000, Reward: -4218212.3984
    full cols: 609, non-full cols: 27
   r - labels: 308, labels - r: 337
    violated: 12790, weighted: 14178.5556640625, len: 0.0, nonzero: 0.12332324683666229
Epoch 8500, Total loss: -29508044800.0000, CE loss: 32.8743, RL loss: -295080448.0000, Reward: -4231089.6113
    full cols: 610, non-full cols: 27
   r - labels: 312, labels - r: 340
    violated: 12667, weighted: 14249.3359375, len: 0.0, nonzero: 0.1232614815235138
Epoch 8600, Total loss: -219205402624.0000, CE loss: 32.8728, RL loss: -2192054016.0000, Reward: -4233526.6172
    full cols: 600, non-full cols: 36
   r - labels: 311, labels - r: 340
    violated: 13234, weighted: 14104.0888671875, len: 0.0, nonzero: 0.12236906588077545
Epoch 8700, Total loss: 122604929024.0000, CE loss: 32.8727, RL loss: 1226049280.0000, Reward: -4173269.7012
    full cols: 598, non-full cols: 26
   r - labels: 306, labels - r: 347
    violated: 13536, weighted: 14293.36328125, len: 0.0, nonzero: 0.12114007025957108
Epoch 8800, Total loss: 157332684800.0000, CE loss: 32.8766, RL loss: 1573326848.0000, Reward: -4158882.0547
    full cols: 597, non-full cols: 25
   r - labels: 300, labels - r: 343
    violated: 10922, weighted: 14135.875, len: 0.0, nonzero: 0.12111227214336395
Epoch 8900, Total loss: -72265859072.0000, CE loss: 32.8728, RL loss: -722658624.0000, Reward: -4133841.9551
    full cols: 591, non-full cols: 24
   r - labels: 293, labels - r: 343
    violated: 12792, weighted: 13945.306640625, len: 0.0, nonzero: 0.11874382197856903
Epoch 9000, Total loss: -103724179456.0000, CE loss: 32.8728, RL loss: -1037241792.0000, Reward: -4150161.4160
    full cols: 584, non-full cols: 15
   r - labels: 284, labels - r: 350
    violated: 13660, weighted: 13980.6494140625, len: 0.0, nonzero: 0.11684165149927139
Epoch 9100, Total loss: 91588706304.0000, CE loss: 32.8724, RL loss: 915887040.0000, Reward: -4091328.1855
    full cols: 584, non-full cols: 28
   r - labels: 293, labels - r: 346
    violated: 12456, weighted: 14149.314453125, len: 0.0, nonzero: 0.11825592815876007
Epoch 9200, Total loss: 126577664000.0000, CE loss: 32.8727, RL loss: 1265776640.0000, Reward: -4078294.4414
    full cols: 589, non-full cols: 17
   r - labels: 292, labels - r: 351
    violated: 13108, weighted: 14297.705078125, len: 0.0, nonzero: 0.11804903298616409
Epoch 9300, Total loss: -213405679616.0000, CE loss: 32.8726, RL loss: -2134056832.0000, Reward: -4079565.7656
    full cols: 595, non-full cols: 18
   r - labels: 299, labels - r: 351
    violated: 14786, weighted: 14316.294921875, len: 0.0, nonzero: 0.11914216727018356
Epoch 9400, Total loss: -205007880192.0000, CE loss: 32.8704, RL loss: -2050078720.0000, Reward: -4087910.1523
    full cols: 596, non-full cols: 20
   r - labels: 300, labels - r: 349
    violated: 12792, weighted: 14272.0048828125, len: 0.0, nonzero: 0.11973505467176437
Epoch 9500, Total loss: -155941617664.0000, CE loss: 32.8726, RL loss: -1559416192.0000, Reward: -4101448.5137
    full cols: 586, non-full cols: 24
   r - labels: 302, labels - r: 357
    violated: 14370, weighted: 14597.048828125, len: 0.0, nonzero: 0.11797801405191422
Epoch 9600, Total loss: 105115664384.0000, CE loss: 32.8720, RL loss: 1051156608.0000, Reward: -4081204.9922
    full cols: 585, non-full cols: 28
   r - labels: 302, labels - r: 354
    violated: 13306, weighted: 14624.7216796875, len: 0.0, nonzero: 0.11806756258010864
Epoch 9700, Total loss: -161551237120.0000, CE loss: 32.8708, RL loss: -1615512448.0000, Reward: -4113331.4824
    full cols: 585, non-full cols: 25
   r - labels: 297, labels - r: 352
    violated: 12926, weighted: 14331.11328125, len: 0.0, nonzero: 0.11815711110830307
Epoch 9800, Total loss: 44787261440.0000, CE loss: 32.8700, RL loss: 447872608.0000, Reward: -4067536.8828
    full cols: 586, non-full cols: 16
   r - labels: 298, labels - r: 361
    violated: 14770, weighted: 14627.9765625, len: 0.0, nonzero: 0.11699604243040085
Epoch 9900, Total loss: -219853717504.0000, CE loss: 32.8708, RL loss: -2198537216.0000, Reward: -4095799.6406
    full cols: 577, non-full cols: 22
   r - labels: 297, labels - r: 363
    violated: 12810, weighted: 14621.046875, len: 0.0, nonzero: 0.11635992676019669
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6185
integrated f1: 0.5638, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4688
f1 on test:    0.7480 (micro)
f1 on KB:      0.6362
integrated f1: 0.5685, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 10000, Total loss: 265425797120.0000, CE loss: 32.8698, RL loss: 2654257920.0000, Reward: -4052996.8047
    full cols: 581, non-full cols: 20
   r - labels: 306, labels - r: 370
    violated: 12420, weighted: 14996.3505859375, len: 0.0, nonzero: 0.11767539381980896
Epoch 10100, Total loss: -153798377472.0000, CE loss: 32.8715, RL loss: -1537983744.0000, Reward: -4089117.6914
    full cols: 585, non-full cols: 27
   r - labels: 308, labels - r: 361
    violated: 13420, weighted: 14978.13671875, len: 0.0, nonzero: 0.11805520951747894
Epoch 10200, Total loss: 190757814272.0000, CE loss: 32.8719, RL loss: 1907578112.0000, Reward: -4046353.7422
    full cols: 583, non-full cols: 22
   r - labels: 300, labels - r: 360
    violated: 11653, weighted: 14569.9140625, len: 0.0, nonzero: 0.1174221783876419
Epoch 10300, Total loss: 177362206720.0000, CE loss: 32.8736, RL loss: 1773622016.0000, Reward: -4033957.2793
    full cols: 585, non-full cols: 19
   r - labels: 302, labels - r: 363
    violated: 12112, weighted: 14815.34375, len: 0.0, nonzero: 0.11780200153589249
Epoch 10400, Total loss: -28897757184.0000, CE loss: 32.8708, RL loss: -288977568.0000, Reward: -4059281.2539
    full cols: 594, non-full cols: 23
   r - labels: 313, labels - r: 361
    violated: 13064, weighted: 15023.654296875, len: 0.0, nonzero: 0.11941082030534744
Epoch 10500, Total loss: -94283407360.0000, CE loss: 32.8730, RL loss: -942834048.0000, Reward: -4064701.0508
    full cols: 587, non-full cols: 34
   r - labels: 320, labels - r: 364
    violated: 12472, weighted: 15226.7353515625, len: 0.0, nonzero: 0.11973196268081665
Epoch 10600, Total loss: -31276134400.0000, CE loss: 32.8718, RL loss: -312761344.0000, Reward: -4070361.8340
    full cols: 597, non-full cols: 21
   r - labels: 322, labels - r: 369
    violated: 12311, weighted: 15361.400390625, len: 0.0, nonzero: 0.11999135464429855
Epoch 10700, Total loss: -181076639744.0000, CE loss: 32.8703, RL loss: -1810766336.0000, Reward: -4078614.4590
    full cols: 590, non-full cols: 20
   r - labels: 312, labels - r: 367
    violated: 13010, weighted: 15273.3349609375, len: 0.0, nonzero: 0.11833930015563965
Epoch 10800, Total loss: 176979345408.0000, CE loss: 32.8701, RL loss: 1769793408.0000, Reward: -4068309.2910
    full cols: 587, non-full cols: 38
   r - labels: 327, labels - r: 367
    violated: 12527, weighted: 15390.615234375, len: 0.0, nonzero: 0.1199110671877861
Epoch 10900, Total loss: -189882925056.0000, CE loss: 32.8694, RL loss: -1898829184.0000, Reward: -4088307.9023
    full cols: 586, non-full cols: 29
   r - labels: 314, labels - r: 364
    violated: 12880, weighted: 15274.1767578125, len: 0.0, nonzero: 0.11856163293123245
Epoch 11000, Total loss: -151821221888.0000, CE loss: 32.8729, RL loss: -1518212224.0000, Reward: -4091158.9492
    full cols: 582, non-full cols: 24
   r - labels: 317, labels - r: 376
    violated: 12278, weighted: 15717.9892578125, len: 0.0, nonzero: 0.11751173436641693
Epoch 11100, Total loss: -12052119552.0000, CE loss: 32.8736, RL loss: -120521192.0000, Reward: -4097731.1348
    full cols: 586, non-full cols: 27
   r - labels: 325, labels - r: 377
    violated: 13360, weighted: 15940.52734375, len: 0.0, nonzero: 0.11770009994506836
Epoch 11200, Total loss: -37124382720.0000, CE loss: 32.8716, RL loss: -371243840.0000, Reward: -4117401.9688
    full cols: 579, non-full cols: 35
   r - labels: 324, labels - r: 375
    violated: 14174, weighted: 15794.0078125, len: 0.0, nonzero: 0.11806447058916092
Epoch 11300, Total loss: -2952763392.0000, CE loss: 32.8717, RL loss: -29527634.0000, Reward: -4110078.9297
    full cols: 598, non-full cols: 27
   r - labels: 336, labels - r: 376
    violated: 11177, weighted: 15766.5234375, len: 0.0, nonzero: 0.12059041112661362
Epoch 11400, Total loss: 9855137792.0000, CE loss: 32.8718, RL loss: 98551376.0000, Reward: -4111533.5449
    full cols: 600, non-full cols: 16
   r - labels: 326, labels - r: 375
    violated: 11402, weighted: 15664.0859375, len: 0.0, nonzero: 0.12085288763046265
Epoch 11500, Total loss: -38536290304.0000, CE loss: 32.8712, RL loss: -385362912.0000, Reward: -4118474.7578
    full cols: 602, non-full cols: 26
   r - labels: 333, labels - r: 370
    violated: 12109, weighted: 15478.326171875, len: 0.0, nonzero: 0.12131299078464508
Epoch 11600, Total loss: -26064795648.0000, CE loss: 32.8705, RL loss: -260647952.0000, Reward: -4132236.4668
    full cols: 595, non-full cols: 40
   r - labels: 342, labels - r: 372
    violated: 12139, weighted: 15900.931640625, len: 0.0, nonzero: 0.12107522040605545
Epoch 11700, Total loss: -194702065664.0000, CE loss: 32.8697, RL loss: -1947020672.0000, Reward: -4163573.9062
    full cols: 597, non-full cols: 27
   r - labels: 333, labels - r: 374
    violated: 14139, weighted: 15701.326171875, len: 0.0, nonzero: 0.12076333910226822
Epoch 11800, Total loss: 50549424128.0000, CE loss: 32.8697, RL loss: 505494240.0000, Reward: -4146078.9102
    full cols: 600, non-full cols: 32
   r - labels: 340, labels - r: 373
    violated: 13912, weighted: 15572.3349609375, len: 0.0, nonzero: 0.12102272361516953
Epoch 11900, Total loss: 36152602624.0000, CE loss: 32.8725, RL loss: 361526016.0000, Reward: -4153516.4844
    full cols: 598, non-full cols: 19
   r - labels: 336, labels - r: 384
    violated: 12146, weighted: 16017.41796875, len: 0.0, nonzero: 0.12020441889762878
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6186
integrated f1: 0.5638, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4691
f1 on test:    0.7478 (micro)
f1 on KB:      0.6358
integrated f1: 0.5684, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 12000, Total loss: -164316938240.0000, CE loss: 32.8731, RL loss: -1643169408.0000, Reward: -4181571.3164
    full cols: 592, non-full cols: 38
   r - labels: 344, labels - r: 379
    violated: 12142, weighted: 16141.5625, len: 0.0, nonzero: 0.12135622650384903
Epoch 12100, Total loss: 4037976832.0000, CE loss: 32.8736, RL loss: 40379768.0000, Reward: -4161299.5605
    full cols: 603, non-full cols: 22
   r - labels: 341, labels - r: 381
    violated: 12407, weighted: 16083.337890625, len: 0.0, nonzero: 0.12167119234800339
Epoch 12200, Total loss: -64048959488.0000, CE loss: 32.8700, RL loss: -640489600.0000, Reward: -4159692.1758
    full cols: 588, non-full cols: 32
   r - labels: 334, labels - r: 379
    violated: 14855, weighted: 15840.224609375, len: 0.0, nonzero: 0.11892291903495789
Epoch 12300, Total loss: -514817952.0000, CE loss: 32.8701, RL loss: -5148179.5000, Reward: -4161641.5117
    full cols: 590, non-full cols: 27
   r - labels: 332, labels - r: 380
    violated: 12662, weighted: 15747.751953125, len: 0.0, nonzero: 0.11834856867790222
Epoch 12400, Total loss: 87365804032.0000, CE loss: 32.8695, RL loss: 873658048.0000, Reward: -4134823.6680
    full cols: 598, non-full cols: 29
   r - labels: 340, labels - r: 378
    violated: 14330, weighted: 15963.5859375, len: 0.0, nonzero: 0.12067687511444092
Epoch 12500, Total loss: -94041833472.0000, CE loss: 32.8701, RL loss: -940418368.0000, Reward: -4152799.7188
    full cols: 604, non-full cols: 21
   r - labels: 337, labels - r: 377
    violated: 13505, weighted: 15940.45703125, len: 0.0, nonzero: 0.12145812809467316
Epoch 12600, Total loss: -136710799360.0000, CE loss: 32.8687, RL loss: -1367107968.0000, Reward: -4148280.9805
    full cols: 609, non-full cols: 15
   r - labels: 339, labels - r: 380
    violated: 14138, weighted: 15994.328125, len: 0.0, nonzero: 0.12181015312671661
Epoch 12700, Total loss: 3903269120.0000, CE loss: 32.8703, RL loss: 39032692.0000, Reward: -4148526.7363
    full cols: 597, non-full cols: 15
   r - labels: 328, labels - r: 381
    violated: 14043, weighted: 15856.072265625, len: 0.0, nonzero: 0.1195652186870575
Epoch 12800, Total loss: 21638852608.0000, CE loss: 32.8694, RL loss: 216388528.0000, Reward: -4111330.2344
    full cols: 592, non-full cols: 16
   r - labels: 328, labels - r: 385
    violated: 13266, weighted: 15916.81640625, len: 0.0, nonzero: 0.11871911585330963
Epoch 12900, Total loss: 238446379008.0000, CE loss: 32.8714, RL loss: 2384463872.0000, Reward: -4078519.0020
    full cols: 594, non-full cols: 19
   r - labels: 331, labels - r: 383
    violated: 14604, weighted: 16049.8125, len: 0.0, nonzero: 0.1184072345495224
Epoch 13000, Total loss: 47672078336.0000, CE loss: 32.8695, RL loss: 476720768.0000, Reward: -4076886.3008
    full cols: 599, non-full cols: 17
   r - labels: 334, labels - r: 383
    violated: 11249, weighted: 15986.4609375, len: 0.0, nonzero: 0.12005619704723358
Epoch 13100, Total loss: -90283335680.0000, CE loss: 32.8681, RL loss: -902833344.0000, Reward: -4091014.2637
    full cols: 592, non-full cols: 25
   r - labels: 334, labels - r: 382
    violated: 11424, weighted: 15955.21875, len: 0.0, nonzero: 0.11884572356939316
Epoch 13200, Total loss: 2199578368.0000, CE loss: 32.8715, RL loss: 21995784.0000, Reward: -4071117.1758
    full cols: 593, non-full cols: 27
   r - labels: 339, labels - r: 384
    violated: 12176, weighted: 16286.560546875, len: 0.0, nonzero: 0.12006855010986328
Epoch 13300, Total loss: 222736973824.0000, CE loss: 32.8721, RL loss: 2227369728.0000, Reward: -4044139.1484
    full cols: 590, non-full cols: 20
   r - labels: 332, labels - r: 387
    violated: 11515, weighted: 16063.0986328125, len: 0.0, nonzero: 0.11811388283967972
Epoch 13400, Total loss: 6004996608.0000, CE loss: 32.8714, RL loss: 60049968.0000, Reward: -4061572.8691
    full cols: 591, non-full cols: 23
   r - labels: 330, labels - r: 381
    violated: 13856, weighted: 15936.04296875, len: 0.0, nonzero: 0.11826210469007492
Epoch 13500, Total loss: -17809713152.0000, CE loss: 32.8722, RL loss: -178097136.0000, Reward: -4047013.4902
    full cols: 587, non-full cols: 23
   r - labels: 328, labels - r: 383
    violated: 13719, weighted: 15934.8642578125, len: 0.0, nonzero: 0.11860795319080353
Epoch 13600, Total loss: -31448064000.0000, CE loss: 32.8690, RL loss: -314480640.0000, Reward: -4036785.0898
    full cols: 591, non-full cols: 23
   r - labels: 330, labels - r: 381
    violated: 11593, weighted: 15851.5546875, len: 0.0, nonzero: 0.11954977363348007
Epoch 13700, Total loss: 25544165376.0000, CE loss: 32.8704, RL loss: 255441648.0000, Reward: -4012084.2773
    full cols: 596, non-full cols: 18
   r - labels: 330, labels - r: 381
    violated: 12462, weighted: 15899.5400390625, len: 0.0, nonzero: 0.11892601102590561
Epoch 13800, Total loss: -150886727680.0000, CE loss: 32.8730, RL loss: -1508867200.0000, Reward: -4015685.0781
    full cols: 586, non-full cols: 24
   r - labels: 326, labels - r: 381
    violated: 11234, weighted: 15897.78515625, len: 0.0, nonzero: 0.1183331236243248
Epoch 13900, Total loss: 78559543296.0000, CE loss: 32.8732, RL loss: 785595456.0000, Reward: -4005430.8516
    full cols: 586, non-full cols: 19
   r - labels: 327, labels - r: 387
    violated: 12104, weighted: 16099.66015625, len: 0.0, nonzero: 0.11735733598470688
--- eval ---
prediction result:
f1 on test:    0.4775
f1 on test:    0.7498 (micro)
f1 on KB:      0.6184
integrated f1: 0.5637, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.4676
f1 on test:    0.7476 (micro)
f1 on KB:      0.6355
integrated f1: 0.5675, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 14000, Total loss: 96909271040.0000, CE loss: 32.8705, RL loss: 969092736.0000, Reward: -3973455.2656
    full cols: 573, non-full cols: 25
   r - labels: 320, labels - r: 387
    violated: 12361, weighted: 15901.841796875, len: 0.0, nonzero: 0.11576087027788162
Epoch 14100, Total loss: 41626877952.0000, CE loss: 32.8721, RL loss: 416268800.0000, Reward: -3972525.0117
    full cols: 578, non-full cols: 26
   r - labels: 327, labels - r: 388
    violated: 11498, weighted: 16095.26953125, len: 0.0, nonzero: 0.11588747054338455
Epoch 14200, Total loss: -127219941376.0000, CE loss: 32.8684, RL loss: -1272199424.0000, Reward: -3981557.5156
    full cols: 568, non-full cols: 20
   r - labels: 314, labels - r: 391
    violated: 12310, weighted: 15902.923828125, len: 0.0, nonzero: 0.11401309072971344
Epoch 14300, Total loss: -158218502144.0000, CE loss: 32.8697, RL loss: -1582185088.0000, Reward: -3986258.1641
    full cols: 562, non-full cols: 22
   r - labels: 308, labels - r: 389
    violated: 13299, weighted: 15823.169921875, len: 0.0, nonzero: 0.1133924126625061
Epoch 14400, Total loss: 77999759360.0000, CE loss: 32.8707, RL loss: 779997568.0000, Reward: -3964681.2324
    full cols: 574, non-full cols: 16
   r - labels: 320, labels - r: 395
    violated: 13722, weighted: 16153.00390625, len: 0.0, nonzero: 0.11484683305025101
Epoch 14500, Total loss: 38909468672.0000, CE loss: 32.8721, RL loss: 389094688.0000, Reward: -3956932.9141
    full cols: 556, non-full cols: 19
   r - labels: 308, labels - r: 398
    violated: 13394, weighted: 16100.8173828125, len: 0.0, nonzero: 0.11104866117238998
Epoch 14600, Total loss: -252474425344.0000, CE loss: 32.8702, RL loss: -2524744192.0000, Reward: -4001246.9746
    full cols: 560, non-full cols: 15
   r - labels: 309, labels - r: 399
    violated: 15546, weighted: 16091.5654296875, len: 0.0, nonzero: 0.11267292499542236
Epoch 14700, Total loss: -22062071808.0000, CE loss: 32.8676, RL loss: -220620720.0000, Reward: -4005481.9375
    full cols: 558, non-full cols: 24
   r - labels: 317, labels - r: 400
    violated: 11085, weighted: 16261.8193359375, len: 0.0, nonzero: 0.11251543462276459
Epoch 14800, Total loss: -103726120960.0000, CE loss: 32.8718, RL loss: -1037261184.0000, Reward: -4004067.7441
    full cols: 559, non-full cols: 23
   r - labels: 315, labels - r: 398
    violated: 13000, weighted: 16234.1025390625, len: 0.0, nonzero: 0.11242280155420303
Epoch 14900, Total loss: 130082013184.0000, CE loss: 32.8690, RL loss: 1300820096.0000, Reward: -3998481.6602
    full cols: 550, non-full cols: 26
   r - labels: 311, labels - r: 400
    violated: 9171, weighted: 16292.0732421875, len: 0.0, nonzero: 0.11120923608541489
Epoch 15000, Total loss: -49028567040.0000, CE loss: 32.8713, RL loss: -490285664.0000, Reward: -3998270.9766
    full cols: 550, non-full cols: 30
   r - labels: 316, labels - r: 401
    violated: 13119, weighted: 16333.6806640625, len: 0.0, nonzero: 0.11201827973127365
------ ABL Loop 1 ------
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6184
f1 on orig KB: 0.3349
integrated f1: 0.3633, w_data: 0.2956, w_klg: 0.7044

integrated result:
f1 on test:    0.4692
f1 on test:    0.7480 (micro)
f1 on KB:      0.6347
f1 on orig KB: 0.3400
integrated f1: 0.3667, w_data: 0.2956, w_klg: 0.7044
------------
integrated f1 0.3633

KB before refine:
num_nodes: 5060.0000
num_edges: 4006.0000
density: 0.0002
avg_degree: 0.7917
avg_clustering: 0.0234
degree_assortativity: -0.1880
modularity: 0.7831
avg_betweenness: 0.0000
avg_closeness: 0.0025
Iteration 0: Loss = 2846608.750000
|Xk-Y|_F:  2846608.750000, |X-X0|:  0.000000
rounded |X_k-Y|_0 = 2844901, f1 =  0.321030, approx slack: 1796749
rounded before pow |X_k-Y|_0 = 2844901, f1 =  0.321030

Iteration 20: Loss = 853594.000000
|Xk-Y|_F:  658750.625000, |X-X0|:  194843.390625
rounded |X_k-Y|_0 = 606366, f1 =  0.653411, approx slack: 270721
rounded before pow |X_k-Y|_0 = 848571, f1 =  0.635135

Iteration 40: Loss = 726492.250000
|Xk-Y|_F:  594346.250000, |X-X0|:  132145.984375
rounded |X_k-Y|_0 = 582473, f1 =  0.655272, approx slack: 305257
rounded before pow |X_k-Y|_0 = 855484, f1 =  0.634657

Iteration 60: Loss = 669852.000000
|Xk-Y|_F:  576556.687500, |X-X0|:  93295.289062
rounded |X_k-Y|_0 = 573581, f1 =  0.655971, approx slack: 326164
rounded before pow |X_k-Y|_0 = 870155, f1 =  0.633623

Iteration 80: Loss = 646057.187500
|Xk-Y|_F:  570571.125000, |X-X0|:  75486.054688
rounded |X_k-Y|_0 = 570586, f1 =  0.656207, approx slack: 335900
rounded before pow |X_k-Y|_0 = 877495, f1 =  0.633105

Iteration 100: Loss = 631417.437500
|Xk-Y|_F:  567098.187500, |X-X0|:  64319.277344
rounded |X_k-Y|_0 = 568595, f1 =  0.656363, approx slack: 337080
rounded before pow |X_k-Y|_0 = 877533, f1 =  0.633156

Iteration 120: Loss = 622192.062500
|Xk-Y|_F:  564545.750000, |X-X0|:  57646.328125
rounded |X_k-Y|_0 = 566840, f1 =  0.656501, approx slack: 331298
rounded before pow |X_k-Y|_0 = 870431, f1 =  0.633685

Iteration 140: Loss = 615195.187500
|Xk-Y|_F:  562673.312500, |X-X0|:  52521.863281
rounded |X_k-Y|_0 = 564924, f1 =  0.656652, approx slack: 341806
rounded before pow |X_k-Y|_0 = 879321, f1 =  0.633056

Iteration 160: Loss = 610928.312500
|Xk-Y|_F:  561093.250000, |X-X0|:  49835.070312
rounded |X_k-Y|_0 = 563547, f1 =  0.656761, approx slack: 343148
rounded before pow |X_k-Y|_0 = 879260, f1 =  0.633061

Iteration 180: Loss = 607532.750000
|Xk-Y|_F:  559780.312500, |X-X0|:  47752.453125
rounded |X_k-Y|_0 = 562442, f1 =  0.656848, approx slack: 336517
rounded before pow |X_k-Y|_0 = 871539, f1 =  0.633607

Iteration 200: Loss = 604801.250000
|Xk-Y|_F:  558637.375000, |X-X0|:  46163.863281
rounded |X_k-Y|_0 = 560758, f1 =  0.656981, approx slack: 338018
rounded before pow |X_k-Y|_0 = 871535, f1 =  0.633610

Iteration 220: Loss = 602287.750000
|Xk-Y|_F:  557604.187500, |X-X0|:  44683.570312
rounded |X_k-Y|_0 = 559669, f1 =  0.657068, approx slack: 327250
rounded before pow |X_k-Y|_0 = 859827, f1 =  0.634441

Iteration 240: Loss = 599907.062500
|Xk-Y|_F:  556606.500000, |X-X0|:  43300.554688
rounded |X_k-Y|_0 = 558843, f1 =  0.657133, approx slack: 327657
rounded before pow |X_k-Y|_0 = 859580, f1 =  0.634461

Iteration 260: Loss = 597722.250000
|Xk-Y|_F:  555577.000000, |X-X0|:  42145.226562
rounded |X_k-Y|_0 = 558053, f1 =  0.657196, approx slack: 322413
rounded before pow |X_k-Y|_0 = 853664, f1 =  0.634884

Iteration 280: Loss = 595638.750000
|Xk-Y|_F:  554484.812500, |X-X0|:  41153.968750
rounded |X_k-Y|_0 = 557571, f1 =  0.657234, approx slack: 322873
rounded before pow |X_k-Y|_0 = 853636, f1 =  0.634889

Iteration 300: Loss = 593615.750000
|Xk-Y|_F:  553355.937500, |X-X0|:  40259.808594
rounded |X_k-Y|_0 = 556423, f1 =  0.657325, approx slack: 328080
rounded before pow |X_k-Y|_0 = 857710, f1 =  0.634601

Iteration 320: Loss = 591788.875000
|Xk-Y|_F:  552354.937500, |X-X0|:  39433.906250
rounded |X_k-Y|_0 = 555425, f1 =  0.657407, approx slack: 355007
rounded before pow |X_k-Y|_0 = 883943, f1 =  0.632747

Iteration 340: Loss = 590082.625000
|Xk-Y|_F:  551506.875000, |X-X0|:  38575.746094
rounded |X_k-Y|_0 = 553919, f1 =  0.657527, approx slack: 356396
rounded before pow |X_k-Y|_0 = 883919, f1 =  0.632747

Iteration 360: Loss = 588557.125000
|Xk-Y|_F:  550787.812500, |X-X0|:  37769.296875
rounded |X_k-Y|_0 = 553362, f1 =  0.657573, approx slack: 356207
rounded before pow |X_k-Y|_0 = 883241, f1 =  0.632797

Iteration 380: Loss = 587129.375000
|Xk-Y|_F:  550154.750000, |X-X0|:  36974.636719
rounded |X_k-Y|_0 = 552913, f1 =  0.657628, approx slack: 356562
rounded before pow |X_k-Y|_0 = 883201, f1 =  0.632802

Iteration 400: Loss = 585829.750000
|Xk-Y|_F:  549618.250000, |X-X0|:  36211.527344
rounded |X_k-Y|_0 = 552453, f1 =  0.657668, approx slack: 359257
rounded before pow |X_k-Y|_0 = 885772, f1 =  0.632623

Iteration 420: Loss = 584760.625000
|Xk-Y|_F:  549135.750000, |X-X0|:  35624.851562
rounded |X_k-Y|_0 = 552090, f1 =  0.657697, approx slack: 359467
rounded before pow |X_k-Y|_0 = 885652, f1 =  0.632633

Iteration 440: Loss = 583745.812500
|Xk-Y|_F:  548687.875000, |X-X0|:  35057.953125
rounded |X_k-Y|_0 = 551658, f1 =  0.657732, approx slack: 359693
rounded before pow |X_k-Y|_0 = 885513, f1 =  0.632645

Iteration 460: Loss = 582711.562500
|Xk-Y|_F:  548271.812500, |X-X0|:  34439.765625
rounded |X_k-Y|_0 = 551392, f1 =  0.657753, approx slack: 359781
rounded before pow |X_k-Y|_0 = 885363, f1 =  0.632657

Iteration 480: Loss = 581788.625000
|Xk-Y|_F:  547867.437500, |X-X0|:  33921.171875
rounded |X_k-Y|_0 = 551328, f1 =  0.657758, approx slack: 359693
rounded before pow |X_k-Y|_0 = 885278, f1 =  0.632664

Iteration 500: Loss = 580840.187500
|Xk-Y|_F:  547437.687500, |X-X0|:  33402.519531
rounded |X_k-Y|_0 = 550880, f1 =  0.657794, approx slack: 355196
rounded before pow |X_k-Y|_0 = 878268, f1 =  0.633050

Iteration 520: Loss = 579939.812500
|Xk-Y|_F:  547035.687500, |X-X0|:  32904.117188
rounded |X_k-Y|_0 = 550357, f1 =  0.657835, approx slack: 351568
rounded before pow |X_k-Y|_0 = 874346, f1 =  0.633327

Iteration 540: Loss = 579117.687500
|Xk-Y|_F:  546654.062500, |X-X0|:  32463.644531
rounded |X_k-Y|_0 = 550125, f1 =  0.657854, approx slack: 351641
rounded before pow |X_k-Y|_0 = 874282, f1 =  0.633332

Iteration 560: Loss = 578247.500000
|Xk-Y|_F:  546304.250000, |X-X0|:  31943.275391
rounded |X_k-Y|_0 = 549723, f1 =  0.657886, approx slack: 351656
rounded before pow |X_k-Y|_0 = 874177, f1 =  0.633339

Iteration 580: Loss = 577355.187500
|Xk-Y|_F:  545967.625000, |X-X0|:  31387.568359
rounded |X_k-Y|_0 = 548986, f1 =  0.657945, approx slack: 352596
rounded before pow |X_k-Y|_0 = 874525, f1 =  0.633315

Iteration 600: Loss = 576506.375000
|Xk-Y|_F:  545657.125000, |X-X0|:  30849.228516
rounded |X_k-Y|_0 = 548701, f1 =  0.657967, approx slack: 334689
rounded before pow |X_k-Y|_0 = 856490, f1 =  0.634592

Iteration 620: Loss = 575813.187500
|Xk-Y|_F:  545390.375000, |X-X0|:  30422.808594
rounded |X_k-Y|_0 = 548499, f1 =  0.657984, approx slack: 327856
rounded before pow |X_k-Y|_0 = 849613, f1 =  0.635081

Iteration 640: Loss = 575198.687500
|Xk-Y|_F:  545117.625000, |X-X0|:  30081.050781
rounded |X_k-Y|_0 = 548283, f1 =  0.658001, approx slack: 328104
rounded before pow |X_k-Y|_0 = 849845, f1 =  0.635064

Iteration 660: Loss = 574612.000000
|Xk-Y|_F:  544850.562500, |X-X0|:  29761.414062
rounded |X_k-Y|_0 = 548003, f1 =  0.658023, approx slack: 328186
rounded before pow |X_k-Y|_0 = 849845, f1 =  0.635064

Iteration 680: Loss = 574064.812500
|Xk-Y|_F:  544603.375000, |X-X0|:  29461.464844
rounded |X_k-Y|_0 = 547759, f1 =  0.658043, approx slack: 326358
rounded before pow |X_k-Y|_0 = 847980, f1 =  0.635197

Iteration 700: Loss = 573508.125000
|Xk-Y|_F:  544370.187500, |X-X0|:  29137.917969
rounded |X_k-Y|_0 = 547557, f1 =  0.658059, approx slack: 326414
rounded before pow |X_k-Y|_0 = 847974, f1 =  0.635197

Iteration 720: Loss = 572934.937500
|Xk-Y|_F:  544160.125000, |X-X0|:  28774.833984
rounded |X_k-Y|_0 = 547209, f1 =  0.658087, approx slack: 328382
rounded before pow |X_k-Y|_0 = 849982, f1 =  0.635054

Iteration 740: Loss = 572449.375000
|Xk-Y|_F:  543957.187500, |X-X0|:  28492.207031
rounded |X_k-Y|_0 = 546998, f1 =  0.658104, approx slack: 327918
rounded before pow |X_k-Y|_0 = 849449, f1 =  0.635091

Iteration 760: Loss = 571990.625000
|Xk-Y|_F:  543768.500000, |X-X0|:  28222.146484
rounded |X_k-Y|_0 = 546814, f1 =  0.658119, approx slack: 327813
rounded before pow |X_k-Y|_0 = 849348, f1 =  0.635099

Iteration 780: Loss = 571466.562500
|Xk-Y|_F:  543588.687500, |X-X0|:  27877.859375
rounded |X_k-Y|_0 = 546571, f1 =  0.658138, approx slack: 329466
rounded before pow |X_k-Y|_0 = 850918, f1 =  0.634987

Iteration 800: Loss = 570960.187500
|Xk-Y|_F:  543410.875000, |X-X0|:  27549.328125
rounded |X_k-Y|_0 = 546415, f1 =  0.658151, approx slack: 329393
rounded before pow |X_k-Y|_0 = 850873, f1 =  0.634990

Iteration 820: Loss = 570369.937500
|Xk-Y|_F:  543249.625000, |X-X0|:  27120.296875
rounded |X_k-Y|_0 = 546236, f1 =  0.658165, approx slack: 329466
rounded before pow |X_k-Y|_0 = 850853, f1 =  0.634992

Iteration 840: Loss = 569912.625000
|Xk-Y|_F:  543076.187500, |X-X0|:  26836.453125
rounded |X_k-Y|_0 = 546065, f1 =  0.658179, approx slack: 329257
rounded before pow |X_k-Y|_0 = 850665, f1 =  0.635005

Iteration 860: Loss = 569478.000000
|Xk-Y|_F:  542915.125000, |X-X0|:  26562.865234
rounded |X_k-Y|_0 = 545812, f1 =  0.658199, approx slack: 329269
rounded before pow |X_k-Y|_0 = 850652, f1 =  0.635006

Iteration 880: Loss = 569030.125000
|Xk-Y|_F:  542740.187500, |X-X0|:  26289.953125
rounded |X_k-Y|_0 = 545637, f1 =  0.658213, approx slack: 330448
rounded before pow |X_k-Y|_0 = 851876, f1 =  0.634919

Iteration 900: Loss = 568626.625000
|Xk-Y|_F:  542577.125000, |X-X0|:  26049.476562
rounded |X_k-Y|_0 = 545487, f1 =  0.658225, approx slack: 328385
rounded before pow |X_k-Y|_0 = 849891, f1 =  0.635060

Iteration 920: Loss = 568128.812500
|Xk-Y|_F:  542400.500000, |X-X0|:  25728.328125
rounded |X_k-Y|_0 = 545217, f1 =  0.658247, approx slack: 329433
rounded before pow |X_k-Y|_0 = 849903, f1 =  0.635008

Iteration 940: Loss = 567739.625000
|Xk-Y|_F:  542210.187500, |X-X0|:  25529.429688
rounded |X_k-Y|_0 = 544954, f1 =  0.658268, approx slack: 329272
rounded before pow |X_k-Y|_0 = 849862, f1 =  0.635011

Iteration 960: Loss = 567318.937500
|Xk-Y|_F:  541998.375000, |X-X0|:  25320.552734
rounded |X_k-Y|_0 = 544819, f1 =  0.658280, approx slack: 329236
rounded before pow |X_k-Y|_0 = 849821, f1 =  0.635014

Iteration 980: Loss = 566854.125000
|Xk-Y|_F:  541742.437500, |X-X0|:  25111.664062
rounded |X_k-Y|_0 = 544691, f1 =  0.658291, approx slack: 321728
rounded before pow |X_k-Y|_0 = 849783, f1 =  0.635394

Iteration 1000: Loss = 566502.062500
|Xk-Y|_F:  541609.375000, |X-X0|:  24892.703125
rounded |X_k-Y|_0 = 544537, f1 =  0.658303, approx slack: 323296
rounded before pow |X_k-Y|_0 = 851291, f1 =  0.635286

Iteration 1020: Loss = 566251.187500
|Xk-Y|_F:  541506.062500, |X-X0|:  24745.121094
rounded |X_k-Y|_0 = 544457, f1 =  0.658310, approx slack: 323161
rounded before pow |X_k-Y|_0 = 851126, f1 =  0.635298

Iteration 1040: Loss = 565972.562500
|Xk-Y|_F:  541391.375000, |X-X0|:  24581.195312
rounded |X_k-Y|_0 = 544325, f1 =  0.658320, approx slack: 323117
rounded before pow |X_k-Y|_0 = 851079, f1 =  0.635301

Iteration 1060: Loss = 565623.125000
|Xk-Y|_F:  541283.000000, |X-X0|:  24340.140625
rounded |X_k-Y|_0 = 544218, f1 =  0.658329, approx slack: 315509
rounded before pow |X_k-Y|_0 = 843505, f1 =  0.635842

Iteration 1080: Loss = 565403.375000
|Xk-Y|_F:  541190.312500, |X-X0|:  24213.031250
rounded |X_k-Y|_0 = 544080, f1 =  0.658340, approx slack: 315503
rounded before pow |X_k-Y|_0 = 843486, f1 =  0.635843

Iteration 1100: Loss = 565092.625000
|Xk-Y|_F:  541096.125000, |X-X0|:  23996.484375
rounded |X_k-Y|_0 = 543948, f1 =  0.658350, approx slack: 315372
rounded before pow |X_k-Y|_0 = 843407, f1 =  0.635849

Iteration 1120: Loss = 564863.375000
|Xk-Y|_F:  540995.875000, |X-X0|:  23867.527344
rounded |X_k-Y|_0 = 543868, f1 =  0.658357, approx slack: 315392
rounded before pow |X_k-Y|_0 = 843470, f1 =  0.635845

Iteration 1140: Loss = 564648.125000
|Xk-Y|_F:  540899.750000, |X-X0|:  23748.386719
rounded |X_k-Y|_0 = 543755, f1 =  0.658366, approx slack: 315282
rounded before pow |X_k-Y|_0 = 843406, f1 =  0.635849

Iteration 1160: Loss = 564460.562500
|Xk-Y|_F:  540818.125000, |X-X0|:  23642.425781
rounded |X_k-Y|_0 = 543601, f1 =  0.658378, approx slack: 330992
rounded before pow |X_k-Y|_0 = 858934, f1 =  0.634742

Iteration 1180: Loss = 564222.000000
|Xk-Y|_F:  540727.437500, |X-X0|:  23494.539062
rounded |X_k-Y|_0 = 543441, f1 =  0.658391, approx slack: 330868
rounded before pow |X_k-Y|_0 = 858912, f1 =  0.634744

Iteration 1200: Loss = 564010.562500
|Xk-Y|_F:  540634.000000, |X-X0|:  23376.550781
rounded |X_k-Y|_0 = 543275, f1 =  0.658404, approx slack: 330820
rounded before pow |X_k-Y|_0 = 858842, f1 =  0.634749

Iteration 1220: Loss = 563758.500000
|Xk-Y|_F:  540549.062500, |X-X0|:  23209.425781
rounded |X_k-Y|_0 = 543198, f1 =  0.658410, approx slack: 331896
rounded before pow |X_k-Y|_0 = 859916, f1 =  0.634672

Iteration 1240: Loss = 563522.312500
|Xk-Y|_F:  540464.750000, |X-X0|:  23057.548828
rounded |X_k-Y|_0 = 543006, f1 =  0.658425, approx slack: 331896
rounded before pow |X_k-Y|_0 = 859890, f1 =  0.634674

Iteration 1260: Loss = 563330.875000
|Xk-Y|_F:  540387.562500, |X-X0|:  22943.281250
rounded |X_k-Y|_0 = 542941, f1 =  0.658430, approx slack: 329655
rounded before pow |X_k-Y|_0 = 857633, f1 =  0.634835

Iteration 1280: Loss = 563139.312500
|Xk-Y|_F:  540303.937500, |X-X0|:  22835.384766
rounded |X_k-Y|_0 = 542823, f1 =  0.658440, approx slack: 328402
rounded before pow |X_k-Y|_0 = 856462, f1 =  0.634918

Iteration 1300: Loss = 562908.562500
|Xk-Y|_F:  540236.500000, |X-X0|:  22672.083984
rounded |X_k-Y|_0 = 542728, f1 =  0.658447, approx slack: 328208
rounded before pow |X_k-Y|_0 = 856276, f1 =  0.634931

Iteration 1320: Loss = 562733.187500
|Xk-Y|_F:  540156.562500, |X-X0|:  22576.628906
rounded |X_k-Y|_0 = 542645, f1 =  0.658454, approx slack: 328187
rounded before pow |X_k-Y|_0 = 856244, f1 =  0.634933

Iteration 1340: Loss = 562561.187500
|Xk-Y|_F:  540084.750000, |X-X0|:  22476.457031
rounded |X_k-Y|_0 = 542497, f1 =  0.658466, approx slack: 328084
rounded before pow |X_k-Y|_0 = 856201, f1 =  0.634936

Iteration 1360: Loss = 562394.500000
|Xk-Y|_F:  540000.250000, |X-X0|:  22394.230469
rounded |X_k-Y|_0 = 542422, f1 =  0.658472, approx slack: 328076
rounded before pow |X_k-Y|_0 = 856169, f1 =  0.634939

Iteration 1380: Loss = 562218.312500
|Xk-Y|_F:  539927.812500, |X-X0|:  22290.511719
rounded |X_k-Y|_0 = 542352, f1 =  0.658477, approx slack: 327989
rounded before pow |X_k-Y|_0 = 856119, f1 =  0.634942

Iteration 1400: Loss = 562022.250000
|Xk-Y|_F:  539849.687500, |X-X0|:  22172.570312
rounded |X_k-Y|_0 = 542197, f1 =  0.658490, approx slack: 327627
rounded before pow |X_k-Y|_0 = 855754, f1 =  0.634968

Iteration 1420: Loss = 561857.187500
|Xk-Y|_F:  539783.187500, |X-X0|:  22074.019531
rounded |X_k-Y|_0 = 542127, f1 =  0.658495, approx slack: 327153
rounded before pow |X_k-Y|_0 = 855345, f1 =  0.634997

Iteration 1440: Loss = 561720.937500
|Xk-Y|_F:  539704.937500, |X-X0|:  22016.017578
rounded |X_k-Y|_0 = 541972, f1 =  0.658508, approx slack: 315729
rounded before pow |X_k-Y|_0 = 843873, f1 =  0.635816

Iteration 1460: Loss = 561567.500000
|Xk-Y|_F:  539633.375000, |X-X0|:  21934.113281
rounded |X_k-Y|_0 = 541872, f1 =  0.658516, approx slack: 315661
rounded before pow |X_k-Y|_0 = 843812, f1 =  0.635820

Iteration 1480: Loss = 561330.375000
|Xk-Y|_F:  539553.750000, |X-X0|:  21776.644531
rounded |X_k-Y|_0 = 541855, f1 =  0.658517, approx slack: 315417
rounded before pow |X_k-Y|_0 = 843490, f1 =  0.635843

Iteration 1500: Loss = 561149.812500
|Xk-Y|_F:  539472.312500, |X-X0|:  21677.496094
rounded |X_k-Y|_0 = 541749, f1 =  0.658525, approx slack: 315396
rounded before pow |X_k-Y|_0 = 843449, f1 =  0.635846

Iteration 1520: Loss = 560925.125000
|Xk-Y|_F:  539386.500000, |X-X0|:  21538.605469
rounded |X_k-Y|_0 = 541647, f1 =  0.658534, approx slack: 315310
rounded before pow |X_k-Y|_0 = 843406, f1 =  0.635849

Iteration 1540: Loss = 560758.375000
|Xk-Y|_F:  539294.875000, |X-X0|:  21463.505859
rounded |X_k-Y|_0 = 541478, f1 =  0.658547, approx slack: 315257
rounded before pow |X_k-Y|_0 = 843361, f1 =  0.635852

Iteration 1560: Loss = 560609.250000
|Xk-Y|_F:  539213.125000, |X-X0|:  21396.126953
rounded |X_k-Y|_0 = 541196, f1 =  0.658570, approx slack: 315025
rounded before pow |X_k-Y|_0 = 843303, f1 =  0.635856

Iteration 1580: Loss = 560384.125000
|Xk-Y|_F:  539131.312500, |X-X0|:  21252.814453
rounded |X_k-Y|_0 = 541075, f1 =  0.658579, approx slack: 314935
rounded before pow |X_k-Y|_0 = 843288, f1 =  0.635858

Iteration 1600: Loss = 560125.937500
|Xk-Y|_F:  539066.000000, |X-X0|:  21059.947266
rounded |X_k-Y|_0 = 540961, f1 =  0.658588, approx slack: 314909
rounded before pow |X_k-Y|_0 = 843230, f1 =  0.635862

Iteration 1620: Loss = 559984.187500
|Xk-Y|_F:  538988.062500, |X-X0|:  20996.154297
rounded |X_k-Y|_0 = 540942, f1 =  0.658590, approx slack: 314892
rounded before pow |X_k-Y|_0 = 843231, f1 =  0.635862

Iteration 1640: Loss = 559803.625000
|Xk-Y|_F:  538905.937500, |X-X0|:  20897.683594
rounded |X_k-Y|_0 = 540815, f1 =  0.658600, approx slack: 314703
rounded before pow |X_k-Y|_0 = 843059, f1 =  0.635874

Iteration 1660: Loss = 559658.000000
|Xk-Y|_F:  538828.875000, |X-X0|:  20829.154297
rounded |X_k-Y|_0 = 540575, f1 =  0.658619, approx slack: 315346
rounded before pow |X_k-Y|_0 = 843842, f1 =  0.635818

Iteration 1680: Loss = 559534.250000
|Xk-Y|_F:  538745.812500, |X-X0|:  20788.412109
rounded |X_k-Y|_0 = 540477, f1 =  0.658627, approx slack: 315306
rounded before pow |X_k-Y|_0 = 843758, f1 =  0.635824

Iteration 1700: Loss = 559372.375000
|Xk-Y|_F:  538654.500000, |X-X0|:  20717.861328
rounded |X_k-Y|_0 = 540357, f1 =  0.658636, approx slack: 314752
rounded before pow |X_k-Y|_0 = 843220, f1 =  0.635862

Iteration 1720: Loss = 559236.812500
|Xk-Y|_F:  538561.562500, |X-X0|:  20675.277344
rounded |X_k-Y|_0 = 540218, f1 =  0.658648, approx slack: 313286
rounded before pow |X_k-Y|_0 = 841828, f1 =  0.635962

Iteration 1740: Loss = 559151.000000
|Xk-Y|_F:  538501.500000, |X-X0|:  20649.519531
rounded |X_k-Y|_0 = 540090, f1 =  0.658658, approx slack: 313201
rounded before pow |X_k-Y|_0 = 841678, f1 =  0.635972

Iteration 1760: Loss = 558978.187500
|Xk-Y|_F:  538406.500000, |X-X0|:  20571.683594
rounded |X_k-Y|_0 = 539956, f1 =  0.658668, approx slack: 310091
rounded before pow |X_k-Y|_0 = 838643, f1 =  0.636189

Iteration 1780: Loss = 558855.062500
|Xk-Y|_F:  538325.500000, |X-X0|:  20529.558594
rounded |X_k-Y|_0 = 539744, f1 =  0.658685, approx slack: 310608
rounded before pow |X_k-Y|_0 = 839143, f1 =  0.636154

Iteration 1800: Loss = 558700.562500
|Xk-Y|_F:  538260.625000, |X-X0|:  20439.941406
rounded |X_k-Y|_0 = 539693, f1 =  0.658689, approx slack: 308817
rounded before pow |X_k-Y|_0 = 837351, f1 =  0.636282

Iteration 1820: Loss = 558571.437500
|Xk-Y|_F:  538202.312500, |X-X0|:  20369.132812
rounded |X_k-Y|_0 = 539584, f1 =  0.658698, approx slack: 308446
rounded before pow |X_k-Y|_0 = 836981, f1 =  0.636308

Iteration 1840: Loss = 558326.687500
|Xk-Y|_F:  538139.562500, |X-X0|:  20187.132812
rounded |X_k-Y|_0 = 539527, f1 =  0.658703, approx slack: 306876
rounded before pow |X_k-Y|_0 = 835356, f1 =  0.636425

Iteration 1860: Loss = 558192.125000
|Xk-Y|_F:  538078.687500, |X-X0|:  20113.441406
rounded |X_k-Y|_0 = 539469, f1 =  0.658707, approx slack: 303510
rounded before pow |X_k-Y|_0 = 832048, f1 =  0.636662

Iteration 1880: Loss = 558062.312500
|Xk-Y|_F:  538019.812500, |X-X0|:  20042.503906
rounded |X_k-Y|_0 = 539386, f1 =  0.658714, approx slack: 301034
rounded before pow |X_k-Y|_0 = 829587, f1 =  0.636838

Iteration 1900: Loss = 557943.062500
|Xk-Y|_F:  537965.687500, |X-X0|:  19977.367188
rounded |X_k-Y|_0 = 539306, f1 =  0.658720, approx slack: 302635
rounded before pow |X_k-Y|_0 = 831181, f1 =  0.636724

Iteration 1920: Loss = 557760.062500
|Xk-Y|_F:  537886.187500, |X-X0|:  19873.873047
rounded |X_k-Y|_0 = 539251, f1 =  0.658725, approx slack: 295614
rounded before pow |X_k-Y|_0 = 824163, f1 =  0.637228

Iteration 1940: Loss = 557652.812500
|Xk-Y|_F:  537824.375000, |X-X0|:  19828.425781
rounded |X_k-Y|_0 = 539168, f1 =  0.658731, approx slack: 293839
rounded before pow |X_k-Y|_0 = 822315, f1 =  0.637361

Iteration 1960: Loss = 557485.437500
|Xk-Y|_F:  537722.500000, |X-X0|:  19762.951172
rounded |X_k-Y|_0 = 539104, f1 =  0.658736, approx slack: 292135
rounded before pow |X_k-Y|_0 = 820651, f1 =  0.637481

Iteration 1980: Loss = 557220.187500
|Xk-Y|_F:  537525.312500, |X-X0|:  19694.878906
rounded |X_k-Y|_0 = 538998, f1 =  0.658745, approx slack: 288525
rounded before pow |X_k-Y|_0 = 816916, f1 =  0.637750

Iteration 2000: Loss = 556994.750000
|Xk-Y|_F:  537368.437500, |X-X0|:  19626.316406
rounded |X_k-Y|_0 = 538616, f1 =  0.658775, approx slack: 288371
rounded before pow |X_k-Y|_0 = 816594, f1 =  0.637773

Iteration 2020: Loss = 556818.250000
|Xk-Y|_F:  537279.625000, |X-X0|:  19538.601562
rounded |X_k-Y|_0 = 538507, f1 =  0.658784, approx slack: 286632
rounded before pow |X_k-Y|_0 = 814876, f1 =  0.637897

Iteration 2040: Loss = 556714.875000
|Xk-Y|_F:  537190.875000, |X-X0|:  19524.027344
rounded |X_k-Y|_0 = 538411, f1 =  0.658792, approx slack: 286579
rounded before pow |X_k-Y|_0 = 814722, f1 =  0.637908

Iteration 2060: Loss = 556545.125000
|Xk-Y|_F:  537101.000000, |X-X0|:  19444.113281
rounded |X_k-Y|_0 = 538364, f1 =  0.658795, approx slack: 286517
rounded before pow |X_k-Y|_0 = 814747, f1 =  0.637906

Iteration 2080: Loss = 556426.125000
|Xk-Y|_F:  537033.687500, |X-X0|:  19392.464844
rounded |X_k-Y|_0 = 538327, f1 =  0.658798, approx slack: 285304
rounded before pow |X_k-Y|_0 = 813416, f1 =  0.638002

Iteration 2100: Loss = 556340.625000
|Xk-Y|_F:  536980.375000, |X-X0|:  19360.232422
rounded |X_k-Y|_0 = 538244, f1 =  0.658805, approx slack: 284958
rounded before pow |X_k-Y|_0 = 813051, f1 =  0.638028

Iteration 2120: Loss = 556199.125000
|Xk-Y|_F:  536900.000000, |X-X0|:  19299.121094
rounded |X_k-Y|_0 = 538067, f1 =  0.658819, approx slack: 285977
rounded before pow |X_k-Y|_0 = 814081, f1 =  0.637954

Iteration 2140: Loss = 556149.500000
|Xk-Y|_F:  536849.187500, |X-X0|:  19300.324219
rounded |X_k-Y|_0 = 537996, f1 =  0.658825, approx slack: 285560
rounded before pow |X_k-Y|_0 = 813544, f1 =  0.637993

Iteration 2160: Loss = 556070.937500
|Xk-Y|_F:  536814.000000, |X-X0|:  19256.957031
rounded |X_k-Y|_0 = 537931, f1 =  0.658830, approx slack: 285882
rounded before pow |X_k-Y|_0 = 813841, f1 =  0.637971

Iteration 2180: Loss = 555922.375000
|Xk-Y|_F:  536734.375000, |X-X0|:  19187.994141
rounded |X_k-Y|_0 = 537852, f1 =  0.658836, approx slack: 284616
rounded before pow |X_k-Y|_0 = 812602, f1 =  0.638061

Iteration 2200: Loss = 555807.375000
|Xk-Y|_F:  536673.187500, |X-X0|:  19134.193359
rounded |X_k-Y|_0 = 537774, f1 =  0.658842, approx slack: 285403
rounded before pow |X_k-Y|_0 = 813475, f1 =  0.637998

Iteration 2220: Loss = 555697.000000
|Xk-Y|_F:  536619.625000, |X-X0|:  19077.357422
rounded |X_k-Y|_0 = 537725, f1 =  0.658846, approx slack: 285471
rounded before pow |X_k-Y|_0 = 813567, f1 =  0.637991

Iteration 2240: Loss = 555601.312500
|Xk-Y|_F:  536563.875000, |X-X0|:  19037.453125
rounded |X_k-Y|_0 = 537626, f1 =  0.658854, approx slack: 285162
rounded before pow |X_k-Y|_0 = 813289, f1 =  0.638011

Iteration 2260: Loss = 555511.625000
|Xk-Y|_F:  536517.062500, |X-X0|:  18994.583984
rounded |X_k-Y|_0 = 537562, f1 =  0.658859, approx slack: 284890
rounded before pow |X_k-Y|_0 = 812937, f1 =  0.638037

Iteration 2280: Loss = 555383.375000
|Xk-Y|_F:  536470.500000, |X-X0|:  18912.863281
rounded |X_k-Y|_0 = 537481, f1 =  0.658866, approx slack: 284049
rounded before pow |X_k-Y|_0 = 812243, f1 =  0.638087

Iteration 2300: Loss = 555250.187500
|Xk-Y|_F:  536405.250000, |X-X0|:  18844.931641
rounded |X_k-Y|_0 = 537398, f1 =  0.658872, approx slack: 283866
rounded before pow |X_k-Y|_0 = 812089, f1 =  0.638098

Iteration 2320: Loss = 555198.812500
|Xk-Y|_F:  536391.937500, |X-X0|:  18806.847656
rounded |X_k-Y|_0 = 537339, f1 =  0.658877, approx slack: 283347
rounded before pow |X_k-Y|_0 = 811396, f1 =  0.638148

Iteration 2340: Loss = 555073.375000
|Xk-Y|_F:  536334.250000, |X-X0|:  18739.140625
rounded |X_k-Y|_0 = 537317, f1 =  0.658879, approx slack: 273017
rounded before pow |X_k-Y|_0 = 801078, f1 =  0.638894

Iteration 2360: Loss = 554973.812500
|Xk-Y|_F:  536268.250000, |X-X0|:  18705.542969
rounded |X_k-Y|_0 = 537236, f1 =  0.658885, approx slack: 272659
rounded before pow |X_k-Y|_0 = 800823, f1 =  0.638913

Iteration 2380: Loss = 554923.125000
|Xk-Y|_F:  536248.312500, |X-X0|:  18674.816406
rounded |X_k-Y|_0 = 537197, f1 =  0.658888, approx slack: 272508
rounded before pow |X_k-Y|_0 = 800556, f1 =  0.638932

Iteration 2400: Loss = 554834.875000
|Xk-Y|_F:  536198.562500, |X-X0|:  18636.339844
rounded |X_k-Y|_0 = 537063, f1 =  0.658899, approx slack: 271373
rounded before pow |X_k-Y|_0 = 799516, f1 =  0.639006

Iteration 2420: Loss = 554704.687500
|Xk-Y|_F:  536132.437500, |X-X0|:  18572.246094
rounded |X_k-Y|_0 = 536995, f1 =  0.658904, approx slack: 270214
rounded before pow |X_k-Y|_0 = 798436, f1 =  0.639085

Iteration 2440: Loss = 554688.062500
|Xk-Y|_F:  536110.000000, |X-X0|:  18578.058594
rounded |X_k-Y|_0 = 536955, f1 =  0.658908, approx slack: 270541
rounded before pow |X_k-Y|_0 = 798689, f1 =  0.639066

Iteration 2460: Loss = 554546.187500
|Xk-Y|_F:  536043.750000, |X-X0|:  18502.437500
rounded |X_k-Y|_0 = 536901, f1 =  0.658912, approx slack: 270114
rounded before pow |X_k-Y|_0 = 798311, f1 =  0.639094

Iteration 2480: Loss = 554448.625000
|Xk-Y|_F:  536004.937500, |X-X0|:  18443.693359
rounded |X_k-Y|_0 = 536903, f1 =  0.658912, approx slack: 265392
rounded before pow |X_k-Y|_0 = 793532, f1 =  0.639441

Iteration 2500: Loss = 554368.187500
|Xk-Y|_F:  535962.625000, |X-X0|:  18405.537109
rounded |X_k-Y|_0 = 536868, f1 =  0.658914, approx slack: 264836
rounded before pow |X_k-Y|_0 = 792977, f1 =  0.639481

Iteration 2520: Loss = 554278.375000
|Xk-Y|_F:  535918.750000, |X-X0|:  18359.632812
rounded |X_k-Y|_0 = 536764, f1 =  0.658923, approx slack: 257422
rounded before pow |X_k-Y|_0 = 785652, f1 =  0.640014

Iteration 2540: Loss = 554247.187500
|Xk-Y|_F:  535899.437500, |X-X0|:  18347.769531
rounded |X_k-Y|_0 = 536735, f1 =  0.658925, approx slack: 256845
rounded before pow |X_k-Y|_0 = 785019, f1 =  0.640060

Iteration 2560: Loss = 554119.500000
|Xk-Y|_F:  535828.562500, |X-X0|:  18290.933594
rounded |X_k-Y|_0 = 536653, f1 =  0.658932, approx slack: 253216
rounded before pow |X_k-Y|_0 = 781256, f1 =  0.640334

Iteration 2580: Loss = 554044.375000
|Xk-Y|_F:  535792.875000, |X-X0|:  18251.468750
rounded |X_k-Y|_0 = 536576, f1 =  0.658938, approx slack: 255446
rounded before pow |X_k-Y|_0 = 783594, f1 =  0.640164

Iteration 2600: Loss = 553943.562500
|Xk-Y|_F:  535732.125000, |X-X0|:  18211.425781
rounded |X_k-Y|_0 = 536495, f1 =  0.658944, approx slack: 255483
rounded before pow |X_k-Y|_0 = 783503, f1 =  0.640170

Iteration 2620: Loss = 553857.250000
|Xk-Y|_F:  535683.125000, |X-X0|:  18174.121094
rounded |X_k-Y|_0 = 536429, f1 =  0.658949, approx slack: 255398
rounded before pow |X_k-Y|_0 = 783465, f1 =  0.640172

Iteration 2640: Loss = 553793.000000
|Xk-Y|_F:  535646.750000, |X-X0|:  18146.218750
rounded |X_k-Y|_0 = 536375, f1 =  0.658954, approx slack: 255244
rounded before pow |X_k-Y|_0 = 783278, f1 =  0.640186

Iteration 2660: Loss = 553703.625000
|Xk-Y|_F:  535589.750000, |X-X0|:  18113.875000
rounded |X_k-Y|_0 = 536356, f1 =  0.658955, approx slack: 254666
rounded before pow |X_k-Y|_0 = 782760, f1 =  0.640224

Iteration 2680: Loss = 553626.687500
|Xk-Y|_F:  535535.500000, |X-X0|:  18091.210938
rounded |X_k-Y|_0 = 536302, f1 =  0.658960, approx slack: 253683
rounded before pow |X_k-Y|_0 = 781712, f1 =  0.640300

Iteration 2700: Loss = 553556.875000
|Xk-Y|_F:  535511.937500, |X-X0|:  18044.927734
rounded |X_k-Y|_0 = 536241, f1 =  0.658964, approx slack: 252664
rounded before pow |X_k-Y|_0 = 780747, f1 =  0.640370

Iteration 2720: Loss = 553475.062500
|Xk-Y|_F:  535480.187500, |X-X0|:  17994.857422
rounded |X_k-Y|_0 = 536226, f1 =  0.658966, approx slack: 252111
rounded before pow |X_k-Y|_0 = 780253, f1 =  0.640406

Iteration 2740: Loss = 553391.250000
|Xk-Y|_F:  535407.500000, |X-X0|:  17983.736328
rounded |X_k-Y|_0 = 536140, f1 =  0.658972, approx slack: 250324
rounded before pow |X_k-Y|_0 = 778399, f1 =  0.640541

Iteration 2760: Loss = 553310.750000
|Xk-Y|_F:  535373.562500, |X-X0|:  17937.160156
rounded |X_k-Y|_0 = 536044, f1 =  0.658980, approx slack: 250536
rounded before pow |X_k-Y|_0 = 778510, f1 =  0.640533

Iteration 2780: Loss = 553194.375000
|Xk-Y|_F:  535303.625000, |X-X0|:  17890.732422
rounded |X_k-Y|_0 = 535982, f1 =  0.658985, approx slack: 250050
rounded before pow |X_k-Y|_0 = 778147, f1 =  0.640560

Iteration 2800: Loss = 553142.562500
|Xk-Y|_F:  535265.250000, |X-X0|:  17877.285156
rounded |X_k-Y|_0 = 535929, f1 =  0.658989, approx slack: 236651
rounded before pow |X_k-Y|_0 = 764632, f1 =  0.641549

Iteration 2820: Loss = 553039.875000
|Xk-Y|_F:  535219.562500, |X-X0|:  17820.285156
rounded |X_k-Y|_0 = 535807, f1 =  0.658999, approx slack: 255104
rounded before pow |X_k-Y|_0 = 783125, f1 =  0.640197

Iteration 2840: Loss = 552988.437500
|Xk-Y|_F:  535187.625000, |X-X0|:  17800.789062
rounded |X_k-Y|_0 = 535791, f1 =  0.659000, approx slack: 254468
rounded before pow |X_k-Y|_0 = 782441, f1 =  0.640246

Iteration 2860: Loss = 552836.312500
|Xk-Y|_F:  535102.000000, |X-X0|:  17734.324219
rounded |X_k-Y|_0 = 535716, f1 =  0.659006, approx slack: 252814
rounded before pow |X_k-Y|_0 = 780840, f1 =  0.640363

Iteration 2880: Loss = 552818.750000
|Xk-Y|_F:  535095.312500, |X-X0|:  17723.437500
rounded |X_k-Y|_0 = 535594, f1 =  0.659016, approx slack: 252200
rounded before pow |X_k-Y|_0 = 780147, f1 =  0.640413

Iteration 2900: Loss = 552736.312500
|Xk-Y|_F:  535036.062500, |X-X0|:  17700.242188
rounded |X_k-Y|_0 = 535555, f1 =  0.659019, approx slack: 252187
rounded before pow |X_k-Y|_0 = 780146, f1 =  0.640413

Iteration 2920: Loss = 552577.312500
|Xk-Y|_F:  534991.812500, |X-X0|:  17585.492188
rounded |X_k-Y|_0 = 535511, f1 =  0.659023, approx slack: 233749
rounded before pow |X_k-Y|_0 = 761795, f1 =  0.641757

Iteration 2940: Loss = 552436.312500
|Xk-Y|_F:  534934.062500, |X-X0|:  17502.255859
rounded |X_k-Y|_0 = 535427, f1 =  0.659029, approx slack: 233592
rounded before pow |X_k-Y|_0 = 761607, f1 =  0.641770

Iteration 2960: Loss = 552241.062500
|Xk-Y|_F:  534894.375000, |X-X0|:  17346.685547
rounded |X_k-Y|_0 = 535361, f1 =  0.659035, approx slack: 233455
rounded before pow |X_k-Y|_0 = 761507, f1 =  0.641778

Iteration 2980: Loss = 552169.312500
|Xk-Y|_F:  534837.812500, |X-X0|:  17331.503906
rounded |X_k-Y|_0 = 535292, f1 =  0.659040, approx slack: 233139
rounded before pow |X_k-Y|_0 = 761186, f1 =  0.641800

Iteration 3000: Loss = 552133.125000
|Xk-Y|_F:  534808.750000, |X-X0|:  17324.369141
rounded |X_k-Y|_0 = 535272, f1 =  0.659042, approx slack: 228700
rounded before pow |X_k-Y|_0 = 756731, f1 =  0.642127

Iteration 3020: Loss = 552018.312500
|Xk-Y|_F:  534774.562500, |X-X0|:  17243.769531
rounded |X_k-Y|_0 = 535183, f1 =  0.659049, approx slack: 226883
rounded before pow |X_k-Y|_0 = 754840, f1 =  0.642266

Iteration 3040: Loss = 551885.375000
|Xk-Y|_F:  534680.250000, |X-X0|:  17205.134766
rounded |X_k-Y|_0 = 535128, f1 =  0.659053, approx slack: 226775
rounded before pow |X_k-Y|_0 = 754765, f1 =  0.642271

Iteration 3060: Loss = 551828.937500
|Xk-Y|_F:  534650.000000, |X-X0|:  17178.925781
rounded |X_k-Y|_0 = 535082, f1 =  0.659057, approx slack: 226939
rounded before pow |X_k-Y|_0 = 754748, f1 =  0.642273

Iteration 3080: Loss = 551761.312500
|Xk-Y|_F:  534604.750000, |X-X0|:  17156.537109
rounded |X_k-Y|_0 = 535048, f1 =  0.659059, approx slack: 226380
rounded before pow |X_k-Y|_0 = 754383, f1 =  0.642299

Iteration 3100: Loss = 551676.875000
|Xk-Y|_F:  534537.625000, |X-X0|:  17139.257812
rounded |X_k-Y|_0 = 534955, f1 =  0.659067, approx slack: 223786
rounded before pow |X_k-Y|_0 = 751738, f1 =  0.642494

Iteration 3120: Loss = 551592.437500
|Xk-Y|_F:  534484.437500, |X-X0|:  17107.976562
rounded |X_k-Y|_0 = 534905, f1 =  0.659071, approx slack: 223350
rounded before pow |X_k-Y|_0 = 751128, f1 =  0.642539

Iteration 3140: Loss = 551485.062500
|Xk-Y|_F:  534414.250000, |X-X0|:  17070.814453
rounded |X_k-Y|_0 = 534893, f1 =  0.659072, approx slack: 222694
rounded before pow |X_k-Y|_0 = 750616, f1 =  0.642577

Iteration 3160: Loss = 551380.750000
|Xk-Y|_F:  534352.500000, |X-X0|:  17028.253906
rounded |X_k-Y|_0 = 534749, f1 =  0.659083, approx slack: 221850
rounded before pow |X_k-Y|_0 = 749582, f1 =  0.642653

Iteration 3180: Loss = 551262.500000
|Xk-Y|_F:  534277.375000, |X-X0|:  16985.148438
rounded |X_k-Y|_0 = 534688, f1 =  0.659088, approx slack: 220649
rounded before pow |X_k-Y|_0 = 748331, f1 =  0.642745

Iteration 3200: Loss = 551192.000000
|Xk-Y|_F:  534200.062500, |X-X0|:  16991.929688
rounded |X_k-Y|_0 = 534575, f1 =  0.659097, approx slack: 221067
rounded before pow |X_k-Y|_0 = 748734, f1 =  0.642715

Iteration 3220: Loss = 551059.375000
|Xk-Y|_F:  534112.000000, |X-X0|:  16947.363281
rounded |X_k-Y|_0 = 534574, f1 =  0.659097, approx slack: 220902
rounded before pow |X_k-Y|_0 = 748459, f1 =  0.642735

Iteration 3240: Loss = 550177.625000
|Xk-Y|_F:  533257.687500, |X-X0|:  16919.919922
rounded |X_k-Y|_0 = 534178, f1 =  0.659129, approx slack: 221812
rounded before pow |X_k-Y|_0 = 749065, f1 =  0.642691

Iteration 3260: Loss = 548286.562500
|Xk-Y|_F:  531427.625000, |X-X0|:  16858.957031
rounded |X_k-Y|_0 = 531837, f1 =  0.659315, approx slack: 224992
rounded before pow |X_k-Y|_0 = 750032, f1 =  0.642619

Iteration 3280: Loss = 548283.062500
|Xk-Y|_F:  531385.500000, |X-X0|:  16897.550781
rounded |X_k-Y|_0 = 531731, f1 =  0.659323, approx slack: 218244
rounded before pow |X_k-Y|_0 = 743237, f1 =  0.643121

Iteration 3300: Loss = 548217.125000
|Xk-Y|_F:  531373.812500, |X-X0|:  16843.339844
rounded |X_k-Y|_0 = 531705, f1 =  0.659325, approx slack: 218687
rounded before pow |X_k-Y|_0 = 743591, f1 =  0.643095

Iteration 3320: Loss = 548106.375000
|Xk-Y|_F:  531318.312500, |X-X0|:  16788.044922
rounded |X_k-Y|_0 = 531703, f1 =  0.659325, approx slack: 216263
rounded before pow |X_k-Y|_0 = 741142, f1 =  0.643276

Iteration 3340: Loss = 548036.375000
|Xk-Y|_F:  531270.750000, |X-X0|:  16765.621094
rounded |X_k-Y|_0 = 531582, f1 =  0.659335, approx slack: 215452
rounded before pow |X_k-Y|_0 = 740406, f1 =  0.643330

Iteration 3360: Loss = 548058.250000
|Xk-Y|_F:  531276.000000, |X-X0|:  16782.273438
rounded |X_k-Y|_0 = 531617, f1 =  0.659332, approx slack: 215681
rounded before pow |X_k-Y|_0 = 740540, f1 =  0.643321

Iteration 3380: Loss = 547991.375000
|Xk-Y|_F:  531226.750000, |X-X0|:  16764.593750
rounded |X_k-Y|_0 = 531542, f1 =  0.659338, approx slack: 215344
rounded before pow |X_k-Y|_0 = 740339, f1 =  0.643336

Iteration 3400: Loss = 547890.875000
|Xk-Y|_F:  531188.062500, |X-X0|:  16702.800781
rounded |X_k-Y|_0 = 531511, f1 =  0.659341, approx slack: 213769
rounded before pow |X_k-Y|_0 = 738739, f1 =  0.643454

Iteration 3420: Loss = 547871.750000
|Xk-Y|_F:  531143.812500, |X-X0|:  16727.937500
rounded |X_k-Y|_0 = 531478, f1 =  0.659343, approx slack: 214315
rounded before pow |X_k-Y|_0 = 739220, f1 =  0.643419

Iteration 3440: Loss = 547751.687500
|Xk-Y|_F:  531090.375000, |X-X0|:  16661.296875
rounded |X_k-Y|_0 = 531339, f1 =  0.659354, approx slack: 213994
rounded before pow |X_k-Y|_0 = 738919, f1 =  0.643441

Iteration 3460: Loss = 547698.125000
|Xk-Y|_F:  531056.875000, |X-X0|:  16641.248047
rounded |X_k-Y|_0 = 531298, f1 =  0.659358, approx slack: 210558
rounded before pow |X_k-Y|_0 = 735443, f1 =  0.643698

Iteration 3480: Loss = 547646.750000
|Xk-Y|_F:  531028.375000, |X-X0|:  16618.388672
rounded |X_k-Y|_0 = 531246, f1 =  0.659362, approx slack: 209488
rounded before pow |X_k-Y|_0 = 734412, f1 =  0.643774

Iteration 3500: Loss = 547609.750000
|Xk-Y|_F:  531028.375000, |X-X0|:  16581.371094
rounded |X_k-Y|_0 = 531279, f1 =  0.659359, approx slack: 208805
rounded before pow |X_k-Y|_0 = 733642, f1 =  0.643831

Iteration 3520: Loss = 547523.500000
|Xk-Y|_F:  530940.000000, |X-X0|:  16583.476562
rounded |X_k-Y|_0 = 531167, f1 =  0.659368, approx slack: 183160
rounded before pow |X_k-Y|_0 = 708053, f1 =  0.645735

Iteration 3540: Loss = 547479.187500
|Xk-Y|_F:  530926.125000, |X-X0|:  16553.078125
rounded |X_k-Y|_0 = 531119, f1 =  0.659372, approx slack: 183163
rounded before pow |X_k-Y|_0 = 707973, f1 =  0.645742

Iteration 3560: Loss = 547581.750000
|Xk-Y|_F:  530919.937500, |X-X0|:  16661.814453
rounded |X_k-Y|_0 = 531091, f1 =  0.659374, approx slack: 182921
rounded before pow |X_k-Y|_0 = 707761, f1 =  0.645758

Iteration 3580: Loss = 547388.125000
|Xk-Y|_F:  530873.750000, |X-X0|:  16514.367188
rounded |X_k-Y|_0 = 531046, f1 =  0.659378, approx slack: 183009
rounded before pow |X_k-Y|_0 = 707762, f1 =  0.645758

Iteration 3600: Loss = 547291.750000
|Xk-Y|_F:  530831.000000, |X-X0|:  16460.734375
rounded |X_k-Y|_0 = 531039, f1 =  0.659378, approx slack: 182774
rounded before pow |X_k-Y|_0 = 707579, f1 =  0.645771

Iteration 3620: Loss = 547310.812500
|Xk-Y|_F:  530819.062500, |X-X0|:  16491.775391
rounded |X_k-Y|_0 = 531077, f1 =  0.659375, approx slack: 184961
rounded before pow |X_k-Y|_0 = 709708, f1 =  0.645612

Iteration 3640: Loss = 547280.250000
|Xk-Y|_F:  530797.625000, |X-X0|:  16482.593750
rounded |X_k-Y|_0 = 531027, f1 =  0.659379, approx slack: 184616
rounded before pow |X_k-Y|_0 = 709339, f1 =  0.645640

Iteration 3660: Loss = 547160.437500
|Xk-Y|_F:  530742.750000, |X-X0|:  16417.673828
rounded |X_k-Y|_0 = 530973, f1 =  0.659384, approx slack: 184255
rounded before pow |X_k-Y|_0 = 708925, f1 =  0.645671

Iteration 3680: Loss = 547241.937500
|Xk-Y|_F:  530778.125000, |X-X0|:  16463.792969
rounded |X_k-Y|_0 = 530997, f1 =  0.659382, approx slack: 184064
rounded before pow |X_k-Y|_0 = 708910, f1 =  0.645672

Iteration 3700: Loss = 547137.187500
|Xk-Y|_F:  530727.437500, |X-X0|:  16409.720703
rounded |X_k-Y|_0 = 530971, f1 =  0.659384, approx slack: 184056
rounded before pow |X_k-Y|_0 = 708904, f1 =  0.645672

Iteration 3720: Loss = 547089.250000
|Xk-Y|_F:  530658.562500, |X-X0|:  16430.658203
rounded |X_k-Y|_0 = 530903, f1 =  0.659389, approx slack: 184121
rounded before pow |X_k-Y|_0 = 708855, f1 =  0.645676

Iteration 3740: Loss = 546964.562500
|Xk-Y|_F:  530629.375000, |X-X0|:  16335.205078
rounded |X_k-Y|_0 = 530853, f1 =  0.659393, approx slack: 183861
rounded before pow |X_k-Y|_0 = 708452, f1 =  0.645706

Iteration 3760: Loss = 546863.062500
|Xk-Y|_F:  530573.875000, |X-X0|:  16289.172852
rounded |X_k-Y|_0 = 530793, f1 =  0.659398, approx slack: 183681
rounded before pow |X_k-Y|_0 = 708315, f1 =  0.645716

Iteration 3780: Loss = 546787.312500
|Xk-Y|_F:  530534.750000, |X-X0|:  16252.539062
rounded |X_k-Y|_0 = 530753, f1 =  0.659401, approx slack: 183470
rounded before pow |X_k-Y|_0 = 708138, f1 =  0.645729

Iteration 3800: Loss = 546895.562500
|Xk-Y|_F:  530573.625000, |X-X0|:  16321.938477
rounded |X_k-Y|_0 = 530803, f1 =  0.659397, approx slack: 183171
rounded before pow |X_k-Y|_0 = 707892, f1 =  0.645748

Iteration 3820: Loss = 546819.000000
|Xk-Y|_F:  530515.750000, |X-X0|:  16303.254883
rounded |X_k-Y|_0 = 530781, f1 =  0.659399, approx slack: 182670
rounded before pow |X_k-Y|_0 = 707481, f1 =  0.645779

Iteration 3840: Loss = 546702.062500
|Xk-Y|_F:  530477.500000, |X-X0|:  16224.574219
rounded |X_k-Y|_0 = 530713, f1 =  0.659404, approx slack: 182646
rounded before pow |X_k-Y|_0 = 707348, f1 =  0.645789

Iteration 3860: Loss = 546687.625000
|Xk-Y|_F:  530442.812500, |X-X0|:  16244.843750
rounded |X_k-Y|_0 = 530653, f1 =  0.659409, approx slack: 182062
rounded before pow |X_k-Y|_0 = 706653, f1 =  0.645841

Iteration 3880: Loss = 546593.500000
|Xk-Y|_F:  530392.500000, |X-X0|:  16200.970703
rounded |X_k-Y|_0 = 530616, f1 =  0.659412, approx slack: 181878
rounded before pow |X_k-Y|_0 = 706423, f1 =  0.645858

Iteration 3900: Loss = 546565.625000
|Xk-Y|_F:  530365.687500, |X-X0|:  16199.947266
rounded |X_k-Y|_0 = 530527, f1 =  0.659419, approx slack: 182076
rounded before pow |X_k-Y|_0 = 706500, f1 =  0.645852

Iteration 3920: Loss = 546521.437500
|Xk-Y|_F:  530356.750000, |X-X0|:  16164.674805
rounded |X_k-Y|_0 = 530446, f1 =  0.659426, approx slack: 181954
rounded before pow |X_k-Y|_0 = 706446, f1 =  0.645856

Iteration 3940: Loss = 546538.875000
|Xk-Y|_F:  530375.562500, |X-X0|:  16163.341797
rounded |X_k-Y|_0 = 530517, f1 =  0.659420, approx slack: 181575
rounded before pow |X_k-Y|_0 = 706099, f1 =  0.645881

Iteration 3960: Loss = 546439.000000
|Xk-Y|_F:  530307.625000, |X-X0|:  16131.396484
rounded |X_k-Y|_0 = 530411, f1 =  0.659428, approx slack: 179370
rounded before pow |X_k-Y|_0 = 703881, f1 =  0.646047

Iteration 3980: Loss = 546431.500000
|Xk-Y|_F:  530332.000000, |X-X0|:  16099.513672
rounded |X_k-Y|_0 = 530414, f1 =  0.659428, approx slack: 178845
rounded before pow |X_k-Y|_0 = 703304, f1 =  0.646090

Iteration 4000: Loss = 546330.812500
|Xk-Y|_F:  530248.875000, |X-X0|:  16081.954102
rounded |X_k-Y|_0 = 530344, f1 =  0.659434, approx slack: 178728
rounded before pow |X_k-Y|_0 = 703268, f1 =  0.646093

Iteration 4020: Loss = 546264.062500
|Xk-Y|_F:  530203.000000, |X-X0|:  16061.068359
rounded |X_k-Y|_0 = 530223, f1 =  0.659443, approx slack: 178457
rounded before pow |X_k-Y|_0 = 702920, f1 =  0.646119

Iteration 4040: Loss = 546507.750000
|Xk-Y|_F:  530211.812500, |X-X0|:  16295.923828
rounded |X_k-Y|_0 = 530283, f1 =  0.659439, approx slack: 178712
rounded before pow |X_k-Y|_0 = 703210, f1 =  0.646097

Iteration 4060: Loss = 546135.312500
|Xk-Y|_F:  530147.187500, |X-X0|:  15988.125977
rounded |X_k-Y|_0 = 530213, f1 =  0.659444, approx slack: 177848
rounded before pow |X_k-Y|_0 = 702437, f1 =  0.646155

Iteration 4080: Loss = 546112.812500
|Xk-Y|_F:  530141.562500, |X-X0|:  15971.279297
rounded |X_k-Y|_0 = 530168, f1 =  0.659448, approx slack: 177868
rounded before pow |X_k-Y|_0 = 702430, f1 =  0.646156

Iteration 4100: Loss = 546017.187500
|Xk-Y|_F:  530094.375000, |X-X0|:  15922.820312
rounded |X_k-Y|_0 = 530153, f1 =  0.659449, approx slack: 177648
rounded before pow |X_k-Y|_0 = 702238, f1 =  0.646170

Iteration 4120: Loss = 545978.062500
|Xk-Y|_F:  530075.250000, |X-X0|:  15902.828125
rounded |X_k-Y|_0 = 530141, f1 =  0.659450, approx slack: 177860
rounded before pow |X_k-Y|_0 = 702459, f1 =  0.646154

Iteration 4140: Loss = 546142.937500
|Xk-Y|_F:  530089.687500, |X-X0|:  16053.261719
rounded |X_k-Y|_0 = 530162, f1 =  0.659448, approx slack: 177496
rounded before pow |X_k-Y|_0 = 702058, f1 =  0.646183

Iteration 4160: Loss = 546085.250000
|Xk-Y|_F:  530075.250000, |X-X0|:  16009.970703
rounded |X_k-Y|_0 = 530079, f1 =  0.659455, approx slack: 184699
rounded before pow |X_k-Y|_0 = 709154, f1 =  0.645653

Iteration 4180: Loss = 545923.625000
|Xk-Y|_F:  530011.562500, |X-X0|:  15912.083984
rounded |X_k-Y|_0 = 530058, f1 =  0.659456, approx slack: 179008
rounded before pow |X_k-Y|_0 = 703644, f1 =  0.646065

Iteration 4200: Loss = 545888.125000
|Xk-Y|_F:  529972.562500, |X-X0|:  15915.580078
rounded |X_k-Y|_0 = 530038, f1 =  0.659458, approx slack: 178607
rounded before pow |X_k-Y|_0 = 703149, f1 =  0.646102

Iteration 4220: Loss = 545893.625000
|Xk-Y|_F:  529997.625000, |X-X0|:  15896.028320
rounded |X_k-Y|_0 = 530033, f1 =  0.659458, approx slack: 179013
rounded before pow |X_k-Y|_0 = 703451, f1 =  0.646079

Iteration 4240: Loss = 546007.375000
|Xk-Y|_F:  530074.625000, |X-X0|:  15932.726562
rounded |X_k-Y|_0 = 530166, f1 =  0.659448, approx slack: 178628
rounded before pow |X_k-Y|_0 = 703191, f1 =  0.646098

Iteration 4260: Loss = 545812.562500
|Xk-Y|_F:  529969.000000, |X-X0|:  15843.583984
rounded |X_k-Y|_0 = 530073, f1 =  0.659455, approx slack: 147875
rounded before pow |X_k-Y|_0 = 672397, f1 =  0.648416

Iteration 4280: Loss = 545721.937500
|Xk-Y|_F:  529928.437500, |X-X0|:  15793.494141
rounded |X_k-Y|_0 = 529986, f1 =  0.659462, approx slack: 147586
rounded before pow |X_k-Y|_0 = 672231, f1 =  0.648428

Iteration 4300: Loss = 545615.125000
|Xk-Y|_F:  529886.500000, |X-X0|:  15728.647461
rounded |X_k-Y|_0 = 529955, f1 =  0.659465, approx slack: 183896
rounded before pow |X_k-Y|_0 = 708393, f1 =  0.645710

Iteration 4320: Loss = 545649.187500
|Xk-Y|_F:  529887.312500, |X-X0|:  15761.905273
rounded |X_k-Y|_0 = 529934, f1 =  0.659466, approx slack: 146612
rounded before pow |X_k-Y|_0 = 671282, f1 =  0.648501

Iteration 4340: Loss = 545585.187500
|Xk-Y|_F:  529863.312500, |X-X0|:  15721.844727
rounded |X_k-Y|_0 = 529946, f1 =  0.659465, approx slack: 151616
rounded before pow |X_k-Y|_0 = 676417, f1 =  0.648113

Iteration 4360: Loss = 545514.687500
|Xk-Y|_F:  529807.375000, |X-X0|:  15707.318359
rounded |X_k-Y|_0 = 529918, f1 =  0.659468, approx slack: 146933
rounded before pow |X_k-Y|_0 = 671576, f1 =  0.648478

Iteration 4380: Loss = 545540.500000
|Xk-Y|_F:  529823.812500, |X-X0|:  15716.695312
rounded |X_k-Y|_0 = 529882, f1 =  0.659471, approx slack: 147202
rounded before pow |X_k-Y|_0 = 671843, f1 =  0.648458

Iteration 4400: Loss = 545490.062500
|Xk-Y|_F:  529805.500000, |X-X0|:  15684.549805
rounded |X_k-Y|_0 = 529871, f1 =  0.659471, approx slack: 143446
rounded before pow |X_k-Y|_0 = 668190, f1 =  0.648735

Iteration 4420: Loss = 545457.062500
|Xk-Y|_F:  529816.875000, |X-X0|:  15640.208984
rounded |X_k-Y|_0 = 529816, f1 =  0.659476, approx slack: 145067
rounded before pow |X_k-Y|_0 = 669913, f1 =  0.648603

Iteration 4440: Loss = 545365.000000
|Xk-Y|_F:  529741.625000, |X-X0|:  15623.356445
rounded |X_k-Y|_0 = 529838, f1 =  0.659474, approx slack: 147120
rounded before pow |X_k-Y|_0 = 671696, f1 =  0.648469

Iteration 4460: Loss = 545449.687500
|Xk-Y|_F:  529790.625000, |X-X0|:  15659.060547
rounded |X_k-Y|_0 = 529893, f1 =  0.659470, approx slack: 145845
rounded before pow |X_k-Y|_0 = 670509, f1 =  0.648558

Iteration 4480: Loss = 545435.562500
|Xk-Y|_F:  529727.000000, |X-X0|:  15708.583008
rounded |X_k-Y|_0 = 529816, f1 =  0.659476, approx slack: 148102
rounded before pow |X_k-Y|_0 = 672710, f1 =  0.648392

Iteration 4500: Loss = 545220.312500
|Xk-Y|_F:  529677.750000, |X-X0|:  15542.539062
rounded |X_k-Y|_0 = 529671, f1 =  0.659487, approx slack: 141816
rounded before pow |X_k-Y|_0 = 666487, f1 =  0.648863

Iteration 4520: Loss = 545178.437500
|Xk-Y|_F:  529673.562500, |X-X0|:  15504.854492
rounded |X_k-Y|_0 = 529741, f1 =  0.659482, approx slack: 144172
rounded before pow |X_k-Y|_0 = 668855, f1 =  0.648683

Iteration 4540: Loss = 545234.687500
|Xk-Y|_F:  529649.000000, |X-X0|:  15585.685547
rounded |X_k-Y|_0 = 529662, f1 =  0.659488, approx slack: 141780
rounded before pow |X_k-Y|_0 = 666519, f1 =  0.648860

Iteration 4560: Loss = 545173.312500
|Xk-Y|_F:  529635.437500, |X-X0|:  15537.863281
rounded |X_k-Y|_0 = 529669, f1 =  0.659488, approx slack: 141935
rounded before pow |X_k-Y|_0 = 666589, f1 =  0.648854

Iteration 4580: Loss = 545183.062500
|Xk-Y|_F:  529603.687500, |X-X0|:  15579.361328
rounded |X_k-Y|_0 = 529613, f1 =  0.659492, approx slack: 141285
rounded before pow |X_k-Y|_0 = 665976, f1 =  0.648900

Iteration 4600: Loss = 545158.687500
|Xk-Y|_F:  529597.500000, |X-X0|:  15561.195312
rounded |X_k-Y|_0 = 529610, f1 =  0.659492, approx slack: 141194
rounded before pow |X_k-Y|_0 = 665924, f1 =  0.648905

Iteration 4620: Loss = 544975.875000
|Xk-Y|_F:  529559.500000, |X-X0|:  15416.343750
rounded |X_k-Y|_0 = 529615, f1 =  0.659492, approx slack: 140753
rounded before pow |X_k-Y|_0 = 665456, f1 =  0.648942

Iteration 4640: Loss = 545101.312500
|Xk-Y|_F:  529638.875000, |X-X0|:  15462.455078
rounded |X_k-Y|_0 = 529653, f1 =  0.659489, approx slack: 141850
rounded before pow |X_k-Y|_0 = 666627, f1 =  0.648851

Iteration 4660: Loss = 544957.500000
|Xk-Y|_F:  529525.250000, |X-X0|:  15432.274414
rounded |X_k-Y|_0 = 529547, f1 =  0.659497, approx slack: 144086
rounded before pow |X_k-Y|_0 = 668785, f1 =  0.648690

Iteration 4680: Loss = 545115.875000
|Xk-Y|_F:  529551.062500, |X-X0|:  15564.823242
rounded |X_k-Y|_0 = 529516, f1 =  0.659500, approx slack: 140506
rounded before pow |X_k-Y|_0 = 665213, f1 =  0.648959

Iteration 4700: Loss = 544987.625000
|Xk-Y|_F:  529503.187500, |X-X0|:  15484.419922
rounded |X_k-Y|_0 = 529498, f1 =  0.659501, approx slack: 139962
rounded before pow |X_k-Y|_0 = 664722, f1 =  0.648997

Iteration 4720: Loss = 545006.312500
|Xk-Y|_F:  529538.062500, |X-X0|:  15468.265625
rounded |X_k-Y|_0 = 529557, f1 =  0.659496, approx slack: 141009
rounded before pow |X_k-Y|_0 = 665775, f1 =  0.648917

Iteration 4740: Loss = 544824.687500
|Xk-Y|_F:  529462.062500, |X-X0|:  15362.650391
rounded |X_k-Y|_0 = 529515, f1 =  0.659500, approx slack: 145392
rounded before pow |X_k-Y|_0 = 670171, f1 =  0.648583

Iteration 4760: Loss = 544809.312500
|Xk-Y|_F:  529481.062500, |X-X0|:  15328.229492
rounded |X_k-Y|_0 = 529487, f1 =  0.659502, approx slack: 144709
rounded before pow |X_k-Y|_0 = 669435, f1 =  0.648640

Iteration 4780: Loss = 544794.937500
|Xk-Y|_F:  529449.750000, |X-X0|:  15345.212891
rounded |X_k-Y|_0 = 529468, f1 =  0.659504, approx slack: 140963
rounded before pow |X_k-Y|_0 = 665758, f1 =  0.648919

Iteration 4800: Loss = 544988.500000
|Xk-Y|_F:  529472.937500, |X-X0|:  15515.544922
rounded |X_k-Y|_0 = 529473, f1 =  0.659503, approx slack: 140269
rounded before pow |X_k-Y|_0 = 665004, f1 =  0.648975

Iteration 4820: Loss = 544990.437500
|Xk-Y|_F:  529547.750000, |X-X0|:  15442.658203
rounded |X_k-Y|_0 = 529538, f1 =  0.659498, approx slack: 141437
rounded before pow |X_k-Y|_0 = 666245, f1 =  0.648881

Iteration 4840: Loss = 544778.187500
|Xk-Y|_F:  529406.875000, |X-X0|:  15371.321289
rounded |X_k-Y|_0 = 529401, f1 =  0.659509, approx slack: 141404
rounded before pow |X_k-Y|_0 = 666132, f1 =  0.648890

Iteration 4860: Loss = 544755.750000
|Xk-Y|_F:  529381.812500, |X-X0|:  15373.946289
rounded |X_k-Y|_0 = 529411, f1 =  0.659508, approx slack: 140199
rounded before pow |X_k-Y|_0 = 664916, f1 =  0.648981

Iteration 4880: Loss = 544814.125000
|Xk-Y|_F:  529391.250000, |X-X0|:  15422.855469
rounded |X_k-Y|_0 = 529400, f1 =  0.659509, approx slack: 138484
rounded before pow |X_k-Y|_0 = 663200, f1 =  0.649111

Iteration 4900: Loss = 544679.375000
|Xk-Y|_F:  529366.000000, |X-X0|:  15313.375977
rounded |X_k-Y|_0 = 529302, f1 =  0.659517, approx slack: 140477
rounded before pow |X_k-Y|_0 = 665169, f1 =  0.648963

Iteration 4920: Loss = 544630.375000
|Xk-Y|_F:  529356.812500, |X-X0|:  15273.593750
rounded |X_k-Y|_0 = 529297, f1 =  0.659517, approx slack: 137484
rounded before pow |X_k-Y|_0 = 662162, f1 =  0.649191

Iteration 4940: Loss = 544622.125000
|Xk-Y|_F:  529285.312500, |X-X0|:  15336.828125
rounded |X_k-Y|_0 = 529234, f1 =  0.659522, approx slack: 135786
rounded before pow |X_k-Y|_0 = 660578, f1 =  0.649311

Iteration 4960: Loss = 544634.562500
|Xk-Y|_F:  529289.750000, |X-X0|:  15344.824219
rounded |X_k-Y|_0 = 529219, f1 =  0.659523, approx slack: 137393
rounded before pow |X_k-Y|_0 = 662117, f1 =  0.649194

Iteration 4980: Loss = 544643.125000
|Xk-Y|_F:  529281.000000, |X-X0|:  15362.117188
rounded |X_k-Y|_0 = 529289, f1 =  0.659518, approx slack: 136220
rounded before pow |X_k-Y|_0 = 661069, f1 =  0.649274

Iteration 4999: Loss = 544471.875000
|Xk-Y|_F:  529211.875000, |X-X0|:  15260.002930
rounded |X_k-Y|_0 = 529175, f1 =  0.659527, approx slack: 134211
rounded before pow |X_k-Y|_0 = 658906, f1 =  0.649438


KB after refine:
num_nodes: 5060.0000
num_edges: 4776.0000
density: 0.0002
avg_degree: 0.9439
avg_clustering: 0.0284
degree_assortativity: -0.1784
modularity: 0.6670
avg_betweenness: 0.0000
avg_closeness: 0.0059
------ ABL 1 after refine ------
--- eval ---
prediction result:
f1 on test:    0.4774
f1 on test:    0.7498 (micro)
f1 on KB:      0.6349
f1 on orig KB: 0.3349
integrated f1: 0.3633, w_data: 0.2956, w_klg: 0.7044

integrated result:
f1 on test:    0.4699
f1 on test:    0.7481 (micro)
f1 on KB:      0.6495
f1 on orig KB: 0.3394
integrated f1: 0.3663, w_data: 0.2956, w_klg: 0.7044
------------
integrated f1 0.3633
