MLP_eco_Sep3_3
log/EGOAL-eco-2025-09-04-07:27:40.578656.txt
random seed: 1
train shape: torch.Size([434, 1514]), test shape: torch.Size([72, 1514])
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([1514])) that is different to the input size (torch.Size([4639, 1514])). 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: 0.2184
Epoch 100, Loss: 0.2116
Epoch 200, Loss: 0.2049
Epoch 300, Loss: 0.1984
Epoch 400, Loss: 0.1920
Epoch 500, Loss: 0.1859
Epoch 600, Loss: 0.1799
Epoch 700, Loss: 0.1741
Epoch 800, Loss: 0.1684
Epoch 900, Loss: 0.1629
Final loss: 0.15760987997055054
Achieved outputs: tensor([[0.4263, 0.4032, 0.4072,  ..., 0.4441, 0.4398, 0.4169],
        [0.4262, 0.4030, 0.4072,  ..., 0.4441, 0.4396, 0.4170],
        [0.4264, 0.4032, 0.4074,  ..., 0.4439, 0.4397, 0.4170],
        ...,
        [0.4267, 0.4030, 0.4076,  ..., 0.4438, 0.4398, 0.4176],
        [0.4266, 0.4032, 0.4078,  ..., 0.4440, 0.4400, 0.4174],
        [0.4263, 0.4031, 0.4074,  ..., 0.4440, 0.4396, 0.4172]],
       device='cuda:5')
Eval weight w_data: 0.4246200244007528
Before pretrain: integrated f1 0.2373
Epoch 100, Total loss: 766556.8125, CE loss: 7.3047, RL loss: 76654.9531, Reward: -133240.6006
    full cols: 162, non-full cols: 0
   r - labels: 1, labels - r: 0
    violated: 11484, weighted: 0.33303070068359375, len: 0.0, nonzero: 0.10700132697820663
Epoch 200, Total loss: -162445.0625, CE loss: 6.9828, RL loss: -16245.2041, Reward: -132327.0244
    full cols: 162, non-full cols: 0
   r - labels: 1, labels - r: 0
    violated: 10412, weighted: 0.33303070068359375, len: 0.0, nonzero: 0.10700132697820663
Epoch 300, Total loss: 17272374.0000, CE loss: 6.7692, RL loss: 1727236.8750, Reward: -130617.3477
    full cols: 162, non-full cols: 0
   r - labels: 1, labels - r: 0
    violated: 12187, weighted: 0.33303070068359375, len: 0.0, nonzero: 0.10700132697820663
Epoch 400, Total loss: 11776542.0000, CE loss: 6.6167, RL loss: 1177653.5000, Reward: -126960.0801
    full cols: 161, non-full cols: 1
   r - labels: 1, labels - r: 0
    violated: 12040, weighted: 0.37171852588653564, len: 0.0, nonzero: 0.10697036236524582
Epoch 500, Total loss: 105880216.0000, CE loss: 6.4963, RL loss: 10588021.0000, Reward: -109673.9736
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 11053, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
------ Before ABL ------
--- eval ---
prediction result:
f1 on test:    0.3316
f1 on test:    0.6644 (micro)
f1 on KB:      0.3380
integrated f1: 0.3352, w_data: 0.4246, w_klg: 0.5754

integrated result:
f1 on test:    0.3614
f1 on test:    0.6735 (micro)
f1 on KB:      0.5252
integrated f1: 0.4556, w_data: 0.4246, w_klg: 0.5754
------------
integrated f1 0.3352

Epoch 100, Total loss: 129615216.0000, CE loss: 4.4006, RL loss: 1296152.1250, Reward: -78674.1582
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 6710, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 200, Total loss: 130588136.0000, CE loss: 4.3222, RL loss: 1305881.3750, Reward: -76698.0508
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8848, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 300, Total loss: -14151164.0000, CE loss: 4.2198, RL loss: -141511.6406, Reward: -74795.3369
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8850, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 400, Total loss: 183230096.0000, CE loss: 4.0714, RL loss: 1832301.0000, Reward: -68097.6680
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 6134, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 500, Total loss: 116588952.0000, CE loss: 3.9078, RL loss: 1165889.5000, Reward: -59833.5859
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7165, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 600, Total loss: 191534464.0000, CE loss: 3.8093, RL loss: 1915344.6250, Reward: -57622.9912
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7586, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 700, Total loss: 124750912.0000, CE loss: 3.7354, RL loss: 1247509.1250, Reward: -56340.1816
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7248, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 800, Total loss: 54261524.0000, CE loss: 3.6831, RL loss: 542615.2500, Reward: -55421.4707
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 10985, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 900, Total loss: 87195760.0000, CE loss: 3.6366, RL loss: 871957.5625, Reward: -54638.6172
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8677, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1000, Total loss: 153827808.0000, CE loss: 3.6075, RL loss: 1538278.0000, Reward: -54021.0664
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7932, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1100, Total loss: 8972384.0000, CE loss: 3.5807, RL loss: 89723.8359, Reward: -54096.7217
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 9324, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1200, Total loss: -51328836.0000, CE loss: 3.5648, RL loss: -513288.3750, Reward: -53894.5771
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8771, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1300, Total loss: -80673336.0000, CE loss: 3.5437, RL loss: -806733.3750, Reward: -53716.9424
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7465, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1400, Total loss: -64599236.0000, CE loss: 3.5307, RL loss: -645992.3750, Reward: -53557.0010
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8105, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1500, Total loss: 61386300.0000, CE loss: 3.5150, RL loss: 613863.0000, Reward: -52979.7139
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7768, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1600, Total loss: 15393128.0000, CE loss: 3.5002, RL loss: 153931.2812, Reward: -53000.8994
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8854, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1700, Total loss: 33884844.0000, CE loss: 3.4918, RL loss: 338848.4375, Reward: -52708.8516
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 9249, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1800, Total loss: 31612168.0000, CE loss: 3.4779, RL loss: 316121.6875, Reward: -52588.3291
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 9159, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 1900, Total loss: 94978528.0000, CE loss: 3.4701, RL loss: 949785.3125, Reward: -52324.1953
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 6841, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
--- eval ---
prediction result:
f1 on test:    0.3618
f1 on test:    0.6618 (micro)
f1 on KB:      0.3631
integrated f1: 0.3627, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3613
f1 on test:    0.6736 (micro)
f1 on KB:      0.5266
integrated f1: 0.4770, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 2000, Total loss: 9779966.0000, CE loss: 3.4535, RL loss: 97799.6641, Reward: -52489.7979
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 9375, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 2100, Total loss: -11728138.0000, CE loss: 3.4464, RL loss: -117281.3750, Reward: -52536.7910
    full cols: 160, non-full cols: 1
   r - labels: 0, labels - r: 0
    violated: 6894, weighted: 0.7866524457931519, len: 0.0, nonzero: 0.10571128129959106
Epoch 2200, Total loss: 158734032.0000, CE loss: 3.4371, RL loss: 1587340.2500, Reward: -51842.3164
    full cols: 160, non-full cols: 1
   r - labels: 0, labels - r: 0
    violated: 8256, weighted: 0.6705889701843262, len: 0.0, nonzero: 0.10580416768789291
Epoch 2300, Total loss: 9723837.0000, CE loss: 3.4252, RL loss: 97238.3672, Reward: -52206.5791
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7164, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 2400, Total loss: 1801684.6250, CE loss: 3.4137, RL loss: 18016.8457, Reward: -52140.8691
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 9437, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 2500, Total loss: -1348051.5000, CE loss: 3.4013, RL loss: -13480.5146, Reward: -52022.8223
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 9123, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 2600, Total loss: 25958844.0000, CE loss: 3.3902, RL loss: 259588.4375, Reward: -52018.2354
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 9886, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 2700, Total loss: -79286000.0000, CE loss: 3.3760, RL loss: -792860.0000, Reward: -52282.2266
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7547, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 2800, Total loss: -31733104.0000, CE loss: 3.3605, RL loss: -317331.0312, Reward: -52090.5508
    full cols: 160, non-full cols: 1
   r - labels: 0, labels - r: 0
    violated: 10702, weighted: 0.7608605623245239, len: 0.0, nonzero: 0.10573191940784454
Epoch 2900, Total loss: 51115816.0000, CE loss: 3.3411, RL loss: 511158.1562, Reward: -51964.1553
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 8633, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 3000, Total loss: 16631428.0000, CE loss: 3.3285, RL loss: 166314.2812, Reward: -52092.2344
    full cols: 161, non-full cols: 0
   r - labels: 0, labels - r: 0
    violated: 7963, weighted: 0.0, len: 0.0, nonzero: 0.10634082555770874
Epoch 3100, Total loss: -60681964.0000, CE loss: 3.3050, RL loss: -606819.6250, Reward: -52216.2686
    full cols: 161, non-full cols: 0
   r - labels: 1, labels - r: 1
    violated: 8928, weighted: 2.316741943359375, len: 0.0, nonzero: 0.10634082555770874
Epoch 3200, Total loss: 45873024.0000, CE loss: 3.2910, RL loss: 458730.2500, Reward: -51971.3154
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 9080, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 3300, Total loss: -62600432.0000, CE loss: 3.2703, RL loss: -626004.3125, Reward: -52251.5371
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 7243, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 3400, Total loss: 16503969.0000, CE loss: 3.2501, RL loss: 165039.6875, Reward: -52124.5186
    full cols: 160, non-full cols: 0
   r - labels: 0, labels - r: 1
    violated: 8081, weighted: 0.8253402709960938, len: 0.0, nonzero: 0.10568031668663025
Epoch 3500, Total loss: 6828760.0000, CE loss: 3.2359, RL loss: 68287.6016, Reward: -52219.5439
    full cols: 161, non-full cols: 1
   r - labels: 1, labels - r: 0
    violated: 10780, weighted: 1.0938912630081177, len: 0.0, nonzero: 0.10639242082834244
Epoch 3600, Total loss: 28023424.0000, CE loss: 3.2249, RL loss: 280234.2500, Reward: -52196.6963
    full cols: 161, non-full cols: 0
   r - labels: 1, labels - r: 1
    violated: 8669, weighted: 1.1583709716796875, len: 0.0, nonzero: 0.10634082555770874
Epoch 3700, Total loss: -59298600.0000, CE loss: 3.2084, RL loss: -592986.0000, Reward: -52529.1143
    full cols: 161, non-full cols: 0
   r - labels: 1, labels - r: 1
    violated: 9043, weighted: 1.1583709716796875, len: 0.0, nonzero: 0.10634082555770874
Epoch 3800, Total loss: -93715584.0000, CE loss: 3.2014, RL loss: -937155.8125, Reward: -52654.4082
    full cols: 160, non-full cols: 0
   r - labels: 1, labels - r: 2
    violated: 7101, weighted: 2.852489471435547, len: 0.0, nonzero: 0.10568031668663025
Epoch 3900, Total loss: 11385747.0000, CE loss: 3.1874, RL loss: 113857.4688, Reward: -52447.0840
    full cols: 162, non-full cols: 0
   r - labels: 1, labels - r: 0
    violated: 8825, weighted: 0.33303070068359375, len: 0.0, nonzero: 0.10700132697820663
--- eval ---
prediction result:
f1 on test:    0.3910
f1 on test:    0.6495 (micro)
f1 on KB:      0.3763
integrated f1: 0.3806, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3612
f1 on test:    0.6735 (micro)
f1 on KB:      0.5277
integrated f1: 0.4778, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 4000, Total loss: 51450308.0000, CE loss: 3.1791, RL loss: 514503.0938, Reward: -52371.9775
    full cols: 162, non-full cols: 0
   r - labels: 1, labels - r: 0
    violated: 8542, weighted: 0.33303070068359375, len: 0.0, nonzero: 0.10700132697820663
Epoch 4100, Total loss: 46295052.0000, CE loss: 3.1715, RL loss: 462950.5312, Reward: -52427.5889
    full cols: 161, non-full cols: 0
   r - labels: 1, labels - r: 1
    violated: 8072, weighted: 1.1583709716796875, len: 0.0, nonzero: 0.10634082555770874
Epoch 4200, Total loss: 89756672.0000, CE loss: 3.1617, RL loss: 897566.6875, Reward: -52398.4053
    full cols: 160, non-full cols: 2
   r - labels: 1, labels - r: 0
    violated: 7587, weighted: 1.5377811193466187, len: 0.0, nonzero: 0.1063304990530014
Epoch 4300, Total loss: 32416476.0000, CE loss: 3.1558, RL loss: 324164.7500, Reward: -52619.2461
    full cols: 161, non-full cols: 1
   r - labels: 3, labels - r: 2
    violated: 10381, weighted: 36.9226188659668, len: 0.0, nonzero: 0.10685683786869049
Epoch 4400, Total loss: -49127800.0000, CE loss: 3.1458, RL loss: -491278.0000, Reward: -52873.5039
    full cols: 160, non-full cols: 0
   r - labels: 2, labels - r: 3
    violated: 9544, weighted: 36.546600341796875, len: 0.0, nonzero: 0.10568031668663025
Epoch 4500, Total loss: -14441253.0000, CE loss: 3.1380, RL loss: -144412.5312, Reward: -52884.9395
    full cols: 161, non-full cols: 1
   r - labels: 3, labels - r: 2
    violated: 9605, weighted: 34.875789642333984, len: 0.0, nonzero: 0.10635114461183548
Epoch 4600, Total loss: -7947685.0000, CE loss: 3.1328, RL loss: -79476.8516, Reward: -52857.3994
    full cols: 161, non-full cols: 3
   r - labels: 4, labels - r: 1
    violated: 8840, weighted: 41.59637451171875, len: 0.0, nonzero: 0.10764118283987045
Epoch 4700, Total loss: -37792868.0000, CE loss: 3.1228, RL loss: -377928.6875, Reward: -52918.0146
    full cols: 163, non-full cols: 0
   r - labels: 3, labels - r: 1
    violated: 9181, weighted: 35.37375259399414, len: 0.0, nonzero: 0.10766182839870453
Epoch 4800, Total loss: 61446056.0000, CE loss: 3.1197, RL loss: 614460.5625, Reward: -52733.1426
    full cols: 161, non-full cols: 2
   r - labels: 3, labels - r: 1
    violated: 8385, weighted: 38.2083625793457, len: 0.0, nonzero: 0.10757926106452942
Epoch 4900, Total loss: 7234404.5000, CE loss: 3.1146, RL loss: 72344.0469, Reward: -52839.3711
    full cols: 162, non-full cols: 1
   r - labels: 3, labels - r: 1
    violated: 7786, weighted: 29.283252716064453, len: 0.0, nonzero: 0.10745541751384735
Epoch 5000, Total loss: -11273021.0000, CE loss: 3.1112, RL loss: -112730.2109, Reward: -52993.3594
    full cols: 163, non-full cols: 1
   r - labels: 4, labels - r: 1
    violated: 8945, weighted: 39.32465362548828, len: 0.0, nonzero: 0.10767214745283127
Epoch 5100, Total loss: 32059472.0000, CE loss: 3.1060, RL loss: 320594.7188, Reward: -52895.2510
    full cols: 164, non-full cols: 0
   r - labels: 4, labels - r: 1
    violated: 9243, weighted: 45.697731018066406, len: 0.0, nonzero: 0.10832232981920242
Epoch 5200, Total loss: 24899598.0000, CE loss: 3.1058, RL loss: 248995.9844, Reward: -53057.8271
    full cols: 163, non-full cols: 0
   r - labels: 5, labels - r: 3
    violated: 7648, weighted: 49.56379699707031, len: 0.0, nonzero: 0.10766182839870453
Epoch 5300, Total loss: -73386328.0000, CE loss: 3.1039, RL loss: -733863.3125, Reward: -53240.3477
    full cols: 163, non-full cols: 2
   r - labels: 5, labels - r: 1
    violated: 8416, weighted: 41.85655975341797, len: 0.0, nonzero: 0.10826040804386139
Epoch 5400, Total loss: 115022048.0000, CE loss: 3.1019, RL loss: 1150220.5000, Reward: -52829.0303
    full cols: 162, non-full cols: 3
   r - labels: 6, labels - r: 2
    violated: 9106, weighted: 53.075111389160156, len: 0.0, nonzero: 0.10838425159454346
Epoch 5500, Total loss: -86145776.0000, CE loss: 3.1014, RL loss: -861457.7500, Reward: -53330.8945
    full cols: 160, non-full cols: 1
   r - labels: 3, labels - r: 3
    violated: 6874, weighted: 21.552936553955078, len: 0.0, nonzero: 0.1060105711221695
Epoch 5600, Total loss: 17784850.0000, CE loss: 3.0992, RL loss: 177848.5000, Reward: -53134.1592
    full cols: 161, non-full cols: 1
   r - labels: 4, labels - r: 3
    violated: 8293, weighted: 24.946374893188477, len: 0.0, nonzero: 0.10635114461183548
Epoch 5700, Total loss: 11223609.0000, CE loss: 3.1007, RL loss: 112236.0938, Reward: -53114.7080
    full cols: 162, non-full cols: 2
   r - labels: 6, labels - r: 3
    violated: 10413, weighted: 59.63822937011719, len: 0.0, nonzero: 0.10769278556108475
Epoch 5800, Total loss: 51431264.0000, CE loss: 3.0986, RL loss: 514312.6250, Reward: -53070.1318
    full cols: 160, non-full cols: 1
   r - labels: 3, labels - r: 3
    violated: 9727, weighted: 14.445467948913574, len: 0.0, nonzero: 0.1059589684009552
Epoch 5900, Total loss: 3712400.7500, CE loss: 3.0979, RL loss: 37124.0078, Reward: -53242.5322
    full cols: 162, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 9566, weighted: 51.579627990722656, len: 0.0, nonzero: 0.10756894201040268
--- eval ---
prediction result:
f1 on test:    0.3870
f1 on test:    0.6449 (micro)
f1 on KB:      0.3714
integrated f1: 0.3759, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3608
f1 on test:    0.6725 (micro)
f1 on KB:      0.5247
integrated f1: 0.4755, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 6000, Total loss: -1394011.0000, CE loss: 3.0975, RL loss: -13940.1094, Reward: -53224.8115
    full cols: 163, non-full cols: 1
   r - labels: 6, labels - r: 3
    violated: 6820, weighted: 60.46243667602539, len: 0.0, nonzero: 0.10770310461521149
Epoch 6100, Total loss: 84277712.0000, CE loss: 3.0957, RL loss: 842777.1250, Reward: -53058.5254
    full cols: 163, non-full cols: 0
   r - labels: 5, labels - r: 3
    violated: 8719, weighted: 67.22895812988281, len: 0.0, nonzero: 0.10766182839870453
Epoch 6200, Total loss: -10835194.0000, CE loss: 3.0978, RL loss: -108351.9375, Reward: -53292.7129
    full cols: 162, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 9017, weighted: 37.002708435058594, len: 0.0, nonzero: 0.10716644674539566
Epoch 6300, Total loss: -50028328.0000, CE loss: 3.1008, RL loss: -500283.2812, Reward: -53474.9141
    full cols: 162, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 7735, weighted: 30.540943145751953, len: 0.0, nonzero: 0.10713548958301544
Epoch 6400, Total loss: 20781314.0000, CE loss: 3.0971, RL loss: 207813.1406, Reward: -53307.6553
    full cols: 162, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 8275, weighted: 55.502708435058594, len: 0.0, nonzero: 0.1075483039021492
Epoch 6500, Total loss: -17302596.0000, CE loss: 3.0960, RL loss: -173025.9688, Reward: -53466.4355
    full cols: 163, non-full cols: 0
   r - labels: 5, labels - r: 3
    violated: 8792, weighted: 73.3104019165039, len: 0.0, nonzero: 0.10766182839870453
Epoch 6600, Total loss: -21731234.0000, CE loss: 3.0969, RL loss: -217312.3438, Reward: -53456.2881
    full cols: 162, non-full cols: 1
   r - labels: 5, labels - r: 3
    violated: 8107, weighted: 37.06062698364258, len: 0.0, nonzero: 0.10733157396316528
Epoch 6700, Total loss: -24910572.0000, CE loss: 3.0968, RL loss: -249105.7188, Reward: -53513.7246
    full cols: 163, non-full cols: 2
   r - labels: 6, labels - r: 2
    violated: 9520, weighted: 85.59524536132812, len: 0.0, nonzero: 0.10860097408294678
Epoch 6800, Total loss: -43733800.0000, CE loss: 3.0951, RL loss: -437338.0000, Reward: -53654.3115
    full cols: 163, non-full cols: 1
   r - labels: 5, labels - r: 2
    violated: 8268, weighted: 89.49615478515625, len: 0.0, nonzero: 0.10787855088710785
Epoch 6900, Total loss: 24607356.0000, CE loss: 3.0962, RL loss: 246073.5625, Reward: -53483.6865
    full cols: 163, non-full cols: 1
   r - labels: 5, labels - r: 2
    violated: 8164, weighted: 88.18122100830078, len: 0.0, nonzero: 0.10814688354730606
Epoch 7000, Total loss: -85775904.0000, CE loss: 3.0943, RL loss: -857759.0000, Reward: -53805.6504
    full cols: 165, non-full cols: 0
   r - labels: 6, labels - r: 2
    violated: 9590, weighted: 115.5909423828125, len: 0.0, nonzero: 0.10898283123970032
Epoch 7100, Total loss: -7187653.0000, CE loss: 3.0942, RL loss: -71876.5312, Reward: -53557.9600
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 6579, weighted: 120.50428771972656, len: 0.0, nonzero: 0.10959172993898392
Epoch 7200, Total loss: -114693264.0000, CE loss: 3.0906, RL loss: -1146932.6250, Reward: -53884.6670
    full cols: 167, non-full cols: 2
   r - labels: 10, labels - r: 2
    violated: 10152, weighted: 168.96243286132812, len: 0.0, nonzero: 0.11143907159566879
Epoch 7300, Total loss: -146639280.0000, CE loss: 3.0942, RL loss: -1466392.7500, Reward: -54032.3564
    full cols: 167, non-full cols: 3
   r - labels: 11, labels - r: 2
    violated: 8674, weighted: 166.61380004882812, len: 0.0, nonzero: 0.11182092130184174
Epoch 7400, Total loss: -17921138.0000, CE loss: 3.0877, RL loss: -179211.3750, Reward: -53646.3965
    full cols: 166, non-full cols: 3
   r - labels: 10, labels - r: 2
    violated: 7639, weighted: 135.55905151367188, len: 0.0, nonzero: 0.11074760556221008
Epoch 7500, Total loss: 9456348.0000, CE loss: 3.0912, RL loss: 94563.4766, Reward: -53662.3633
    full cols: 169, non-full cols: 1
   r - labels: 11, labels - r: 2
    violated: 8959, weighted: 175.92306518554688, len: 0.0, nonzero: 0.1121821403503418
Epoch 7600, Total loss: -15855105.0000, CE loss: 3.0933, RL loss: -158551.0469, Reward: -53580.2305
    full cols: 169, non-full cols: 1
   r - labels: 11, labels - r: 2
    violated: 6380, weighted: 180.18392944335938, len: 0.0, nonzero: 0.11219245940446854
Epoch 7700, Total loss: -11953855.0000, CE loss: 3.0911, RL loss: -119538.5469, Reward: -53765.4004
    full cols: 167, non-full cols: 3
   r - labels: 11, labels - r: 2
    violated: 9646, weighted: 148.20068359375, len: 0.0, nonzero: 0.11171772330999374
Epoch 7800, Total loss: 40382164.0000, CE loss: 3.0891, RL loss: 403821.6250, Reward: -53716.9365
    full cols: 168, non-full cols: 3
   r - labels: 12, labels - r: 2
    violated: 9245, weighted: 133.61856079101562, len: 0.0, nonzero: 0.11198604851961136
Epoch 7900, Total loss: 66131388.0000, CE loss: 3.0915, RL loss: 661313.8750, Reward: -53597.6953
    full cols: 167, non-full cols: 1
   r - labels: 9, labels - r: 2
    violated: 8079, weighted: 77.21719360351562, len: 0.0, nonzero: 0.11051024496555328
--- eval ---
prediction result:
f1 on test:    0.3863
f1 on test:    0.6446 (micro)
f1 on KB:      0.3713
integrated f1: 0.3757, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3607
f1 on test:    0.6730 (micro)
f1 on KB:      0.5280
integrated f1: 0.4778, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 8000, Total loss: -47293812.0000, CE loss: 3.0910, RL loss: -472938.1250, Reward: -53891.8584
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 9980, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
------ ABL Loop 0 ------
--- eval ---
prediction result:
f1 on test:    0.3863
f1 on test:    0.6446 (micro)
f1 on KB:      0.3713
integrated f1: 0.3775, w_data: 0.4246, w_klg: 0.5754

integrated result:
f1 on test:    0.3607
f1 on test:    0.6730 (micro)
f1 on KB:      0.5280
integrated f1: 0.4570, w_data: 0.4246, w_klg: 0.5754
------------
integrated f1 0.3775
Iteration 0: Loss = 128792.445312
|Xk-Y|_F:  128792.445312, |X-X0|:  0.000000
rounded |X_k-Y|_0 = 112960, f1 =  0.315048, approx slack: 970
rounded before pow |X_k-Y|_0 = 112960, f1 =  0.315048

Iteration 20: Loss = 128307.132812
|Xk-Y|_F:  127354.296875, |X-X0|:  952.838745
rounded |X_k-Y|_0 = 112561, f1 =  0.317613, approx slack: 266
rounded before pow |X_k-Y|_0 = 112582, f1 =  0.317490

Iteration 40: Loss = 126529.718750
|Xk-Y|_F:  126282.218750, |X-X0|:  247.498367
rounded |X_k-Y|_0 = 112552, f1 =  0.317670, approx slack: 233
rounded before pow |X_k-Y|_0 = 112548, f1 =  0.317707

Iteration 60: Loss = 125203.367188
|Xk-Y|_F:  125077.859375, |X-X0|:  125.509674
rounded |X_k-Y|_0 = 112553, f1 =  0.317664, approx slack: 156
rounded before pow |X_k-Y|_0 = 112551, f1 =  0.317688

Iteration 80: Loss = 123793.914062
|Xk-Y|_F:  123685.320312, |X-X0|:  108.597580
rounded |X_k-Y|_0 = 112560, f1 =  0.317619, approx slack: 161
rounded before pow |X_k-Y|_0 = 112553, f1 =  0.317675

Iteration 100: Loss = 122198.906250
|Xk-Y|_F:  122090.398438, |X-X0|:  108.509659
rounded |X_k-Y|_0 = 112505, f1 =  0.317783, approx slack: 310
rounded before pow |X_k-Y|_0 = 112418, f1 =  0.318539

Iteration 120: Loss = 120380.656250
|Xk-Y|_F:  120270.382812, |X-X0|:  110.271675
rounded |X_k-Y|_0 = 102794, f1 =  0.324877, approx slack: 12522
rounded before pow |X_k-Y|_0 = 112418, f1 =  0.318539

Iteration 140: Loss = 118286.796875
|Xk-Y|_F:  118175.578125, |X-X0|:  111.221886
rounded |X_k-Y|_0 = 102789, f1 =  0.324888, approx slack: 23993
rounded before pow |X_k-Y|_0 = 112418, f1 =  0.318539

Iteration 160: Loss = 115853.023438
|Xk-Y|_F:  115740.140625, |X-X0|:  112.881409
rounded |X_k-Y|_0 = 102795, f1 =  0.324852, approx slack: 25227
rounded before pow |X_k-Y|_0 = 112418, f1 =  0.318539

Iteration 180: Loss = 112986.179688
|Xk-Y|_F:  112873.359375, |X-X0|:  112.822693
rounded |X_k-Y|_0 = 101904, f1 =  0.325458, approx slack: 29119
rounded before pow |X_k-Y|_0 = 112823, f1 =  0.318550

Iteration 200: Loss = 109577.210938
|Xk-Y|_F:  109462.171875, |X-X0|:  115.035248
rounded |X_k-Y|_0 = 97290, f1 =  0.329001, approx slack: 34312
rounded before pow |X_k-Y|_0 = 112823, f1 =  0.318550

Iteration 220: Loss = 105488.265625
|Xk-Y|_F:  105372.812500, |X-X0|:  115.452362
rounded |X_k-Y|_0 = 95115, f1 =  0.330761, approx slack: 42497
rounded before pow |X_k-Y|_0 = 113175, f1 =  0.318445

Iteration 240: Loss = 100532.609375
|Xk-Y|_F:  100410.773438, |X-X0|:  121.836639
rounded |X_k-Y|_0 = 91577, f1 =  0.333673, approx slack: 50810
rounded before pow |X_k-Y|_0 = 113402, f1 =  0.318423

Iteration 260: Loss = 94410.093750
|Xk-Y|_F:  94281.437500, |X-X0|:  128.653061
rounded |X_k-Y|_0 = 86638, f1 =  0.337751, approx slack: 68160
rounded before pow |X_k-Y|_0 = 115626, f1 =  0.317832

Iteration 280: Loss = 86816.703125
|Xk-Y|_F:  86681.007812, |X-X0|:  135.698532
rounded |X_k-Y|_0 = 80408, f1 =  0.343284, approx slack: 83714
rounded before pow |X_k-Y|_0 = 116181, f1 =  0.317902

Iteration 300: Loss = 77771.289062
|Xk-Y|_F:  77632.023438, |X-X0|:  139.268494
rounded |X_k-Y|_0 = 73073, f1 =  0.350727, approx slack: 100875
rounded before pow |X_k-Y|_0 = 116181, f1 =  0.317902

Iteration 320: Loss = 67894.101562
|Xk-Y|_F:  67743.710938, |X-X0|:  150.391510
rounded |X_k-Y|_0 = 63851, f1 =  0.361131, approx slack: 121653
rounded before pow |X_k-Y|_0 = 116408, f1 =  0.317874

Iteration 340: Loss = 58111.199219
|Xk-Y|_F:  57944.371094, |X-X0|:  166.826355
rounded |X_k-Y|_0 = 54177, f1 =  0.373535, approx slack: 148302
rounded before pow |X_k-Y|_0 = 116873, f1 =  0.318179

Iteration 360: Loss = 49220.128906
|Xk-Y|_F:  49030.781250, |X-X0|:  189.346375
rounded |X_k-Y|_0 = 45550, f1 =  0.387842, approx slack: 278730
rounded before pow |X_k-Y|_0 = 157711, f1 =  0.293235

Iteration 380: Loss = 41972.335938
|Xk-Y|_F:  41752.933594, |X-X0|:  219.404114
rounded |X_k-Y|_0 = 38521, f1 =  0.405883, approx slack: 346806
rounded before pow |X_k-Y|_0 = 173172, f1 =  0.284100

Iteration 400: Loss = 36746.003906
|Xk-Y|_F:  36490.640625, |X-X0|:  255.364059
rounded |X_k-Y|_0 = 33249, f1 =  0.428001, approx slack: 402053
rounded before pow |X_k-Y|_0 = 187150, f1 =  0.276349

Iteration 420: Loss = 33311.929688
|Xk-Y|_F:  33025.660156, |X-X0|:  286.271332
rounded |X_k-Y|_0 = 30179, f1 =  0.449858, approx slack: 426572
rounded before pow |X_k-Y|_0 = 190458, f1 =  0.274570

Iteration 440: Loss = 31129.734375
|Xk-Y|_F:  30798.685547, |X-X0|:  331.049561
rounded |X_k-Y|_0 = 28491, f1 =  0.474526, approx slack: 446184
rounded before pow |X_k-Y|_0 = 194408, f1 =  0.272795

Iteration 460: Loss = 29591.361328
|Xk-Y|_F:  29168.685547, |X-X0|:  422.675781
rounded |X_k-Y|_0 = 27408, f1 =  0.503863, approx slack: 482297
rounded before pow |X_k-Y|_0 = 205916, f1 =  0.266214

Iteration 480: Loss = 28491.302734
|Xk-Y|_F:  28042.281250, |X-X0|:  449.021667
rounded |X_k-Y|_0 = 26429, f1 =  0.537205, approx slack: 478670
rounded before pow |X_k-Y|_0 = 203800, f1 =  0.267666

Iteration 500: Loss = 27858.333984
|Xk-Y|_F:  27408.976562, |X-X0|:  449.356628
rounded |X_k-Y|_0 = 25869, f1 =  0.554864, approx slack: 467019
rounded before pow |X_k-Y|_0 = 198406, f1 =  0.271325

Iteration 520: Loss = 27429.326172
|Xk-Y|_F:  26987.652344, |X-X0|:  441.674500
rounded |X_k-Y|_0 = 25668, f1 =  0.560047, approx slack: 457313
rounded before pow |X_k-Y|_0 = 193892, f1 =  0.274379

Iteration 540: Loss = 27116.802734
|Xk-Y|_F:  26676.419922, |X-X0|:  440.382996
rounded |X_k-Y|_0 = 25466, f1 =  0.566240, approx slack: 455891
rounded before pow |X_k-Y|_0 = 192818, f1 =  0.275108

Iteration 560: Loss = 26887.689453
|Xk-Y|_F:  26445.912109, |X-X0|:  441.777588
rounded |X_k-Y|_0 = 25472, f1 =  0.565897, approx slack: 451490
rounded before pow |X_k-Y|_0 = 190658, f1 =  0.276567

Iteration 580: Loss = 26717.259766
|Xk-Y|_F:  26277.179688, |X-X0|:  440.079926
rounded |X_k-Y|_0 = 25457, f1 =  0.566151, approx slack: 446776
rounded before pow |X_k-Y|_0 = 188320, f1 =  0.278152

Iteration 600: Loss = 26585.439453
|Xk-Y|_F:  26146.222656, |X-X0|:  439.216400
rounded |X_k-Y|_0 = 25444, f1 =  0.566448, approx slack: 442688
rounded before pow |X_k-Y|_0 = 186443, f1 =  0.279422

Iteration 620: Loss = 26480.919922
|Xk-Y|_F:  26043.201172, |X-X0|:  437.719452
rounded |X_k-Y|_0 = 25438, f1 =  0.566444, approx slack: 443333
rounded before pow |X_k-Y|_0 = 186443, f1 =  0.279422

Iteration 640: Loss = 26400.117188
|Xk-Y|_F:  25960.759766, |X-X0|:  439.357483
rounded |X_k-Y|_0 = 25439, f1 =  0.566374, approx slack: 439837
rounded before pow |X_k-Y|_0 = 184887, f1 =  0.280473

Iteration 660: Loss = 26333.375000
|Xk-Y|_F:  25894.376953, |X-X0|:  438.998566
rounded |X_k-Y|_0 = 25439, f1 =  0.566388, approx slack: 437764
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 680: Loss = 26276.716797
|Xk-Y|_F:  25837.505859, |X-X0|:  439.210327
rounded |X_k-Y|_0 = 25440, f1 =  0.566356, approx slack: 438138
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 700: Loss = 26227.298828
|Xk-Y|_F:  25787.925781, |X-X0|:  439.373566
rounded |X_k-Y|_0 = 25441, f1 =  0.566302, approx slack: 438440
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 720: Loss = 26183.496094
|Xk-Y|_F:  25743.246094, |X-X0|:  440.249573
rounded |X_k-Y|_0 = 25442, f1 =  0.566238, approx slack: 438753
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 740: Loss = 26144.068359
|Xk-Y|_F:  25702.876953, |X-X0|:  441.191162
rounded |X_k-Y|_0 = 25418, f1 =  0.566731, approx slack: 439007
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 760: Loss = 26106.693359
|Xk-Y|_F:  25666.386719, |X-X0|:  440.306061
rounded |X_k-Y|_0 = 25416, f1 =  0.566790, approx slack: 439295
rounded before pow |X_k-Y|_0 = 183974, f1 =  0.281088

Iteration 780: Loss = 26069.765625
|Xk-Y|_F:  25631.113281, |X-X0|:  438.652283
rounded |X_k-Y|_0 = 25410, f1 =  0.566936, approx slack: 433856
rounded before pow |X_k-Y|_0 = 183975, f1 =  0.281087

Iteration 800: Loss = 26036.910156
|Xk-Y|_F:  25599.580078, |X-X0|:  437.329712
rounded |X_k-Y|_0 = 25410, f1 =  0.566947, approx slack: 428815
rounded before pow |X_k-Y|_0 = 181824, f1 =  0.282540

Iteration 820: Loss = 26004.867188
|Xk-Y|_F:  25567.626953, |X-X0|:  437.239990
rounded |X_k-Y|_0 = 25407, f1 =  0.567044, approx slack: 428986
rounded before pow |X_k-Y|_0 = 181824, f1 =  0.282540

Iteration 840: Loss = 25975.796875
|Xk-Y|_F:  25538.605469, |X-X0|:  437.190643
rounded |X_k-Y|_0 = 25405, f1 =  0.567108, approx slack: 428504
rounded before pow |X_k-Y|_0 = 181697, f1 =  0.282625

Iteration 860: Loss = 25948.935547
|Xk-Y|_F:  25510.572266, |X-X0|:  438.363464
rounded |X_k-Y|_0 = 25390, f1 =  0.567440, approx slack: 428670
rounded before pow |X_k-Y|_0 = 181697, f1 =  0.282625

Iteration 880: Loss = 25923.171875
|Xk-Y|_F:  25484.062500, |X-X0|:  439.109894
rounded |X_k-Y|_0 = 25384, f1 =  0.567619, approx slack: 426083
rounded before pow |X_k-Y|_0 = 180622, f1 =  0.283352

Iteration 900: Loss = 25898.666016
|Xk-Y|_F:  25458.296875, |X-X0|:  440.368286
rounded |X_k-Y|_0 = 25381, f1 =  0.567716, approx slack: 426178
rounded before pow |X_k-Y|_0 = 180622, f1 =  0.283352

Iteration 920: Loss = 25873.369141
|Xk-Y|_F:  25433.250000, |X-X0|:  440.119690
rounded |X_k-Y|_0 = 25380, f1 =  0.567738, approx slack: 423914
rounded before pow |X_k-Y|_0 = 179733, f1 =  0.283952

Iteration 940: Loss = 25850.142578
|Xk-Y|_F:  25407.496094, |X-X0|:  442.646820
rounded |X_k-Y|_0 = 25375, f1 =  0.567916, approx slack: 421825
rounded before pow |X_k-Y|_0 = 178843, f1 =  0.284554

Iteration 960: Loss = 25825.171875
|Xk-Y|_F:  25382.033203, |X-X0|:  443.138550
rounded |X_k-Y|_0 = 25369, f1 =  0.568116, approx slack: 421230
rounded before pow |X_k-Y|_0 = 178653, f1 =  0.284682

Iteration 980: Loss = 25804.160156
|Xk-Y|_F:  25356.378906, |X-X0|:  447.780762
rounded |X_k-Y|_0 = 25357, f1 =  0.568547, approx slack: 421293
rounded before pow |X_k-Y|_0 = 178653, f1 =  0.284682

Iteration 1000: Loss = 25781.273438
|Xk-Y|_F:  25328.910156, |X-X0|:  452.363281
rounded |X_k-Y|_0 = 25351, f1 =  0.568737, approx slack: 421279
rounded before pow |X_k-Y|_0 = 178653, f1 =  0.284682

Iteration 1020: Loss = 25756.652344
|Xk-Y|_F:  25299.748047, |X-X0|:  456.904053
rounded |X_k-Y|_0 = 25335, f1 =  0.569229, approx slack: 421122
rounded before pow |X_k-Y|_0 = 178653, f1 =  0.284682

Iteration 1040: Loss = 25730.117188
|Xk-Y|_F:  25268.564453, |X-X0|:  461.552216
rounded |X_k-Y|_0 = 25319, f1 =  0.569720, approx slack: 455365
rounded before pow |X_k-Y|_0 = 178463, f1 =  0.284810

Iteration 1060: Loss = 25702.708984
|Xk-Y|_F:  25236.896484, |X-X0|:  465.812378
rounded |X_k-Y|_0 = 25292, f1 =  0.570593, approx slack: 452498
rounded before pow |X_k-Y|_0 = 177383, f1 =  0.285541

Iteration 1080: Loss = 25673.269531
|Xk-Y|_F:  25205.623047, |X-X0|:  467.647461
rounded |X_k-Y|_0 = 25271, f1 =  0.571323, approx slack: 452259
rounded before pow |X_k-Y|_0 = 177383, f1 =  0.285541

Iteration 1100: Loss = 25643.230469
|Xk-Y|_F:  25174.337891, |X-X0|:  468.891693
rounded |X_k-Y|_0 = 25257, f1 =  0.571814, approx slack: 452195
rounded before pow |X_k-Y|_0 = 177491, f1 =  0.285467

Iteration 1120: Loss = 25612.978516
|Xk-Y|_F:  25143.203125, |X-X0|:  469.775146
rounded |X_k-Y|_0 = 25247, f1 =  0.572208, approx slack: 463207
rounded before pow |X_k-Y|_0 = 179034, f1 =  0.284405

Iteration 1140: Loss = 25580.093750
|Xk-Y|_F:  25111.333984, |X-X0|:  468.760620
rounded |X_k-Y|_0 = 25222, f1 =  0.573097, approx slack: 462914
rounded before pow |X_k-Y|_0 = 179034, f1 =  0.284405

Iteration 1160: Loss = 25547.519531
|Xk-Y|_F:  25076.173828, |X-X0|:  471.346436
rounded |X_k-Y|_0 = 25175, f1 =  0.574787, approx slack: 462658
rounded before pow |X_k-Y|_0 = 179034, f1 =  0.284405

Iteration 1180: Loss = 25512.677734
|Xk-Y|_F:  25039.363281, |X-X0|:  473.313843
rounded |X_k-Y|_0 = 25130, f1 =  0.576159, approx slack: 462287
rounded before pow |X_k-Y|_0 = 178861, f1 =  0.284524

Iteration 1200: Loss = 25473.996094
|Xk-Y|_F:  24998.902344, |X-X0|:  475.092896
rounded |X_k-Y|_0 = 25092, f1 =  0.577483, approx slack: 473658
rounded before pow |X_k-Y|_0 = 178861, f1 =  0.284524

Iteration 1220: Loss = 25434.218750
|Xk-Y|_F:  24960.152344, |X-X0|:  474.066467
rounded |X_k-Y|_0 = 25046, f1 =  0.579173, approx slack: 475703
rounded before pow |X_k-Y|_0 = 178711, f1 =  0.284624

Iteration 1240: Loss = 25394.945312
|Xk-Y|_F:  24920.583984, |X-X0|:  474.361328
rounded |X_k-Y|_0 = 24976, f1 =  0.581722, approx slack: 478133
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1260: Loss = 25357.429688
|Xk-Y|_F:  24883.007812, |X-X0|:  474.421631
rounded |X_k-Y|_0 = 24915, f1 =  0.583944, approx slack: 477860
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1280: Loss = 25320.548828
|Xk-Y|_F:  24846.650391, |X-X0|:  473.898804
rounded |X_k-Y|_0 = 24865, f1 =  0.585798, approx slack: 477714
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1300: Loss = 25286.603516
|Xk-Y|_F:  24811.171875, |X-X0|:  475.431702
rounded |X_k-Y|_0 = 24820, f1 =  0.587366, approx slack: 477563
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1320: Loss = 25253.986328
|Xk-Y|_F:  24777.039062, |X-X0|:  476.948029
rounded |X_k-Y|_0 = 24754, f1 =  0.589621, approx slack: 477460
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1340: Loss = 25223.859375
|Xk-Y|_F:  24744.937500, |X-X0|:  478.921570
rounded |X_k-Y|_0 = 24735, f1 =  0.590282, approx slack: 477395
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1360: Loss = 25194.183594
|Xk-Y|_F:  24714.789062, |X-X0|:  479.394501
rounded |X_k-Y|_0 = 24714, f1 =  0.591023, approx slack: 477335
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1380: Loss = 25165.693359
|Xk-Y|_F:  24685.408203, |X-X0|:  480.286011
rounded |X_k-Y|_0 = 24702, f1 =  0.591454, approx slack: 468585
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1400: Loss = 25137.285156
|Xk-Y|_F:  24656.824219, |X-X0|:  480.461517
rounded |X_k-Y|_0 = 24689, f1 =  0.591919, approx slack: 468499
rounded before pow |X_k-Y|_0 = 178717, f1 =  0.284618

Iteration 1420: Loss = 25111.146484
|Xk-Y|_F:  24630.642578, |X-X0|:  480.503326
rounded |X_k-Y|_0 = 24678, f1 =  0.592391, approx slack: 464688
rounded before pow |X_k-Y|_0 = 177500, f1 =  0.285442

Iteration 1440: Loss = 25086.449219
|Xk-Y|_F:  24604.470703, |X-X0|:  481.979126
rounded |X_k-Y|_0 = 24666, f1 =  0.592742, approx slack: 464572
rounded before pow |X_k-Y|_0 = 177500, f1 =  0.285442

Iteration 1460: Loss = 25063.333984
|Xk-Y|_F:  24579.982422, |X-X0|:  483.351837
rounded |X_k-Y|_0 = 24661, f1 =  0.592988, approx slack: 461883
rounded before pow |X_k-Y|_0 = 176528, f1 =  0.286078

Iteration 1480: Loss = 25040.097656
|Xk-Y|_F:  24555.076172, |X-X0|:  485.021362
rounded |X_k-Y|_0 = 24636, f1 =  0.593841, approx slack: 462168
rounded before pow |X_k-Y|_0 = 176850, f1 =  0.285857

Iteration 1500: Loss = 25018.037109
|Xk-Y|_F:  24531.146484, |X-X0|:  486.889923
rounded |X_k-Y|_0 = 24623, f1 =  0.594320, approx slack: 462163
rounded before pow |X_k-Y|_0 = 176956, f1 =  0.285784

Iteration 1520: Loss = 24996.035156
|Xk-Y|_F:  24507.105469, |X-X0|:  488.930542
rounded |X_k-Y|_0 = 24613, f1 =  0.594665, approx slack: 461951
rounded before pow |X_k-Y|_0 = 176956, f1 =  0.285784

Iteration 1540: Loss = 24973.210938
|Xk-Y|_F:  24483.267578, |X-X0|:  489.943970
rounded |X_k-Y|_0 = 24601, f1 =  0.595077, approx slack: 469074
rounded before pow |X_k-Y|_0 = 178964, f1 =  0.284431

Iteration 1560: Loss = 24952.332031
|Xk-Y|_F:  24459.277344, |X-X0|:  493.055450
rounded |X_k-Y|_0 = 24576, f1 =  0.595920, approx slack: 474831
rounded before pow |X_k-Y|_0 = 178964, f1 =  0.284431

Iteration 1580: Loss = 24929.904297
|Xk-Y|_F:  24434.414062, |X-X0|:  495.490997
rounded |X_k-Y|_0 = 24544, f1 =  0.597054, approx slack: 474713
rounded before pow |X_k-Y|_0 = 179009, f1 =  0.284400

Iteration 1600: Loss = 24908.085938
|Xk-Y|_F:  24410.576172, |X-X0|:  497.508881
rounded |X_k-Y|_0 = 24519, f1 =  0.597930, approx slack: 481928
rounded before pow |X_k-Y|_0 = 180757, f1 =  0.283208

Iteration 1620: Loss = 24888.240234
|Xk-Y|_F:  24387.638672, |X-X0|:  500.601227
rounded |X_k-Y|_0 = 24496, f1 =  0.598685, approx slack: 474387
rounded before pow |X_k-Y|_0 = 178059, f1 =  0.284882

Iteration 1640: Loss = 24869.275391
|Xk-Y|_F:  24366.591797, |X-X0|:  502.682739
rounded |X_k-Y|_0 = 24462, f1 =  0.599815, approx slack: 474297
rounded before pow |X_k-Y|_0 = 177972, f1 =  0.284941

Iteration 1660: Loss = 24852.123047
|Xk-Y|_F:  24347.669922, |X-X0|:  504.452301
rounded |X_k-Y|_0 = 24406, f1 =  0.601685, approx slack: 478420
rounded before pow |X_k-Y|_0 = 178406, f1 =  0.284645

Iteration 1680: Loss = 24835.990234
|Xk-Y|_F:  24330.492188, |X-X0|:  505.498840
rounded |X_k-Y|_0 = 24389, f1 =  0.602260, approx slack: 441759
rounded before pow |X_k-Y|_0 = 166054, f1 =  0.293113

Iteration 1700: Loss = 24820.396484
|Xk-Y|_F:  24314.371094, |X-X0|:  506.024689
rounded |X_k-Y|_0 = 24367, f1 =  0.603010, approx slack: 441745
rounded before pow |X_k-Y|_0 = 166054, f1 =  0.293113

Iteration 1720: Loss = 24805.353516
|Xk-Y|_F:  24298.257812, |X-X0|:  507.096008
rounded |X_k-Y|_0 = 24345, f1 =  0.603748, approx slack: 441524
rounded before pow |X_k-Y|_0 = 165948, f1 =  0.293186

Iteration 1740: Loss = 24787.431641
|Xk-Y|_F:  24281.671875, |X-X0|:  505.758972
rounded |X_k-Y|_0 = 24354, f1 =  0.603518, approx slack: 435615
rounded before pow |X_k-Y|_0 = 165993, f1 =  0.293155

Iteration 1760: Loss = 24769.402344
|Xk-Y|_F:  24265.363281, |X-X0|:  504.038086
rounded |X_k-Y|_0 = 24338, f1 =  0.604063, approx slack: 438827
rounded before pow |X_k-Y|_0 = 165993, f1 =  0.293155

Iteration 1780: Loss = 24752.410156
|Xk-Y|_F:  24249.806641, |X-X0|:  502.604004
rounded |X_k-Y|_0 = 24312, f1 =  0.604890, approx slack: 438332
rounded before pow |X_k-Y|_0 = 165867, f1 =  0.293241

Iteration 1800: Loss = 24735.853516
|Xk-Y|_F:  24234.707031, |X-X0|:  501.146118
rounded |X_k-Y|_0 = 24294, f1 =  0.605467, approx slack: 438301
rounded before pow |X_k-Y|_0 = 165867, f1 =  0.293241

Iteration 1820: Loss = 24720.027344
|Xk-Y|_F:  24218.974609, |X-X0|:  501.052734
rounded |X_k-Y|_0 = 24269, f1 =  0.606254, approx slack: 438094
rounded before pow |X_k-Y|_0 = 165764, f1 =  0.293312

Iteration 1840: Loss = 24706.269531
|Xk-Y|_F:  24204.751953, |X-X0|:  501.516968
rounded |X_k-Y|_0 = 24253, f1 =  0.606833, approx slack: 438088
rounded before pow |X_k-Y|_0 = 165810, f1 =  0.293280

Iteration 1860: Loss = 24691.613281
|Xk-Y|_F:  24189.894531, |X-X0|:  501.718262
rounded |X_k-Y|_0 = 24236, f1 =  0.607372, approx slack: 441163
rounded before pow |X_k-Y|_0 = 165852, f1 =  0.293251

Iteration 1880: Loss = 24678.554688
|Xk-Y|_F:  24177.398438, |X-X0|:  501.155365
rounded |X_k-Y|_0 = 24229, f1 =  0.607599, approx slack: 441142
rounded before pow |X_k-Y|_0 = 165852, f1 =  0.293251

Iteration 1900: Loss = 24665.605469
|Xk-Y|_F:  24164.582031, |X-X0|:  501.023315
rounded |X_k-Y|_0 = 24211, f1 =  0.608092, approx slack: 440662
rounded before pow |X_k-Y|_0 = 165701, f1 =  0.293355

Iteration 1920: Loss = 24653.275391
|Xk-Y|_F:  24151.751953, |X-X0|:  501.524048
rounded |X_k-Y|_0 = 24200, f1 =  0.608441, approx slack: 440586
rounded before pow |X_k-Y|_0 = 165701, f1 =  0.293355

Iteration 1940: Loss = 24641.328125
|Xk-Y|_F:  24139.380859, |X-X0|:  501.946350
rounded |X_k-Y|_0 = 24192, f1 =  0.608705, approx slack: 440473
rounded before pow |X_k-Y|_0 = 165701, f1 =  0.293355

Iteration 1960: Loss = 24628.449219
|Xk-Y|_F:  24126.423828, |X-X0|:  502.026337
rounded |X_k-Y|_0 = 24179, f1 =  0.609145, approx slack: 440303
rounded before pow |X_k-Y|_0 = 165691, f1 =  0.293361

Iteration 1980: Loss = 24616.062500
|Xk-Y|_F:  24112.826172, |X-X0|:  503.236755
rounded |X_k-Y|_0 = 24171, f1 =  0.609407, approx slack: 440242
rounded before pow |X_k-Y|_0 = 165599, f1 =  0.293425

Iteration 2000: Loss = 24602.398438
|Xk-Y|_F:  24098.548828, |X-X0|:  503.850159
rounded |X_k-Y|_0 = 24159, f1 =  0.609800, approx slack: 459319
rounded before pow |X_k-Y|_0 = 171841, f1 =  0.289120

Iteration 2020: Loss = 24588.548828
|Xk-Y|_F:  24085.453125, |X-X0|:  503.095551
rounded |X_k-Y|_0 = 24136, f1 =  0.610529, approx slack: 459182
rounded before pow |X_k-Y|_0 = 171841, f1 =  0.289120

Iteration 2040: Loss = 24576.466797
|Xk-Y|_F:  24072.779297, |X-X0|:  503.687561
rounded |X_k-Y|_0 = 24130, f1 =  0.610735, approx slack: 459154
rounded before pow |X_k-Y|_0 = 172010, f1 =  0.289004

Iteration 2060: Loss = 24564.630859
|Xk-Y|_F:  24062.099609, |X-X0|:  502.530792
rounded |X_k-Y|_0 = 24125, f1 =  0.610903, approx slack: 459143
rounded before pow |X_k-Y|_0 = 172010, f1 =  0.289004

Iteration 2080: Loss = 24553.785156
|Xk-Y|_F:  24050.814453, |X-X0|:  502.971497
rounded |X_k-Y|_0 = 24118, f1 =  0.611124, approx slack: 459204
rounded before pow |X_k-Y|_0 = 172010, f1 =  0.289004

Iteration 2100: Loss = 24542.691406
|Xk-Y|_F:  24040.537109, |X-X0|:  502.154572
rounded |X_k-Y|_0 = 24104, f1 =  0.611551, approx slack: 458680
rounded before pow |X_k-Y|_0 = 171921, f1 =  0.289067

Iteration 2120: Loss = 24532.529297
|Xk-Y|_F:  24030.123047, |X-X0|:  502.405670
rounded |X_k-Y|_0 = 24097, f1 =  0.611764, approx slack: 458631
rounded before pow |X_k-Y|_0 = 171921, f1 =  0.289067

Iteration 2140: Loss = 24522.974609
|Xk-Y|_F:  24019.144531, |X-X0|:  503.830841
rounded |X_k-Y|_0 = 24089, f1 =  0.611985, approx slack: 458613
rounded before pow |X_k-Y|_0 = 171923, f1 =  0.289066

Iteration 2160: Loss = 24512.511719
|Xk-Y|_F:  24008.380859, |X-X0|:  504.131012
rounded |X_k-Y|_0 = 24081, f1 =  0.612242, approx slack: 458691
rounded before pow |X_k-Y|_0 = 172018, f1 =  0.289001

Iteration 2180: Loss = 24501.558594
|Xk-Y|_F:  23998.091797, |X-X0|:  503.466492
rounded |X_k-Y|_0 = 24070, f1 =  0.612590, approx slack: 458664
rounded before pow |X_k-Y|_0 = 172134, f1 =  0.288922

Iteration 2200: Loss = 24491.855469
|Xk-Y|_F:  23988.462891, |X-X0|:  503.392334
rounded |X_k-Y|_0 = 24061, f1 =  0.612855, approx slack: 458464
rounded before pow |X_k-Y|_0 = 171967, f1 =  0.289037

Iteration 2220: Loss = 24482.984375
|Xk-Y|_F:  23977.990234, |X-X0|:  504.994324
rounded |X_k-Y|_0 = 24035, f1 =  0.613667, approx slack: 458315
rounded before pow |X_k-Y|_0 = 171809, f1 =  0.289145

Iteration 2240: Loss = 24472.802734
|Xk-Y|_F:  23967.832031, |X-X0|:  504.970642
rounded |X_k-Y|_0 = 24029, f1 =  0.613841, approx slack: 461098
rounded before pow |X_k-Y|_0 = 171717, f1 =  0.289204

Iteration 2260: Loss = 24462.230469
|Xk-Y|_F:  23956.957031, |X-X0|:  505.272949
rounded |X_k-Y|_0 = 24023, f1 =  0.614042, approx slack: 461128
rounded before pow |X_k-Y|_0 = 171717, f1 =  0.289204

Iteration 2280: Loss = 24452.169922
|Xk-Y|_F:  23947.103516, |X-X0|:  505.067261
rounded |X_k-Y|_0 = 24004, f1 =  0.614645, approx slack: 460941
rounded before pow |X_k-Y|_0 = 171717, f1 =  0.289204

Iteration 2300: Loss = 24441.675781
|Xk-Y|_F:  23938.556641, |X-X0|:  503.119049
rounded |X_k-Y|_0 = 24006, f1 =  0.614599, approx slack: 460598
rounded before pow |X_k-Y|_0 = 171636, f1 =  0.289260

Iteration 2320: Loss = 24432.208984
|Xk-Y|_F:  23929.714844, |X-X0|:  502.494720
rounded |X_k-Y|_0 = 23971, f1 =  0.615643, approx slack: 459709
rounded before pow |X_k-Y|_0 = 171258, f1 =  0.289521

Iteration 2340: Loss = 24421.777344
|Xk-Y|_F:  23921.169922, |X-X0|:  500.607666
rounded |X_k-Y|_0 = 23964, f1 =  0.615884, approx slack: 458739
rounded before pow |X_k-Y|_0 = 170918, f1 =  0.289752

Iteration 2360: Loss = 24413.019531
|Xk-Y|_F:  23913.646484, |X-X0|:  499.372192
rounded |X_k-Y|_0 = 23955, f1 =  0.616157, approx slack: 458508
rounded before pow |X_k-Y|_0 = 170728, f1 =  0.289882

Iteration 2380: Loss = 24404.703125
|Xk-Y|_F:  23905.714844, |X-X0|:  498.989014
rounded |X_k-Y|_0 = 23947, f1 =  0.616388, approx slack: 461111
rounded before pow |X_k-Y|_0 = 170510, f1 =  0.290031

Iteration 2400: Loss = 24397.814453
|Xk-Y|_F:  23898.392578, |X-X0|:  499.422821
rounded |X_k-Y|_0 = 23937, f1 =  0.616690, approx slack: 461092
rounded before pow |X_k-Y|_0 = 170510, f1 =  0.290031

Iteration 2420: Loss = 24390.082031
|Xk-Y|_F:  23891.603516, |X-X0|:  498.478912
rounded |X_k-Y|_0 = 23928, f1 =  0.616956, approx slack: 442777
rounded before pow |X_k-Y|_0 = 164700, f1 =  0.294042

Iteration 2440: Loss = 24383.148438
|Xk-Y|_F:  23884.453125, |X-X0|:  498.695374
rounded |X_k-Y|_0 = 23912, f1 =  0.617428, approx slack: 442761
rounded before pow |X_k-Y|_0 = 164700, f1 =  0.294042

Iteration 2460: Loss = 24376.671875
|Xk-Y|_F:  23877.675781, |X-X0|:  498.995972
rounded |X_k-Y|_0 = 23903, f1 =  0.617686, approx slack: 442711
rounded before pow |X_k-Y|_0 = 164700, f1 =  0.294042

Iteration 2480: Loss = 24367.992188
|Xk-Y|_F:  23871.546875, |X-X0|:  496.446167
rounded |X_k-Y|_0 = 23886, f1 =  0.618192, approx slack: 442088
rounded before pow |X_k-Y|_0 = 164389, f1 =  0.294255

Iteration 2500: Loss = 24361.210938
|Xk-Y|_F:  23865.751953, |X-X0|:  495.458527
rounded |X_k-Y|_0 = 23870, f1 =  0.618648, approx slack: 421134
rounded before pow |X_k-Y|_0 = 165178, f1 =  0.293714

Iteration 2520: Loss = 24353.425781
|Xk-Y|_F:  23859.605469, |X-X0|:  493.819366
rounded |X_k-Y|_0 = 23854, f1 =  0.619116, approx slack: 421217
rounded before pow |X_k-Y|_0 = 165265, f1 =  0.293654

Iteration 2540: Loss = 24346.404297
|Xk-Y|_F:  23853.580078, |X-X0|:  492.824768
rounded |X_k-Y|_0 = 23840, f1 =  0.619518, approx slack: 418869
rounded before pow |X_k-Y|_0 = 164477, f1 =  0.294195

Iteration 2560: Loss = 24338.679688
|Xk-Y|_F:  23846.882812, |X-X0|:  491.796692
rounded |X_k-Y|_0 = 23834, f1 =  0.619682, approx slack: 418669
rounded before pow |X_k-Y|_0 = 164344, f1 =  0.294286

Iteration 2580: Loss = 24331.035156
|Xk-Y|_F:  23839.740234, |X-X0|:  491.295746
rounded |X_k-Y|_0 = 23830, f1 =  0.619816, approx slack: 418580
rounded before pow |X_k-Y|_0 = 164344, f1 =  0.294286

Iteration 2600: Loss = 24323.748047
|Xk-Y|_F:  23832.041016, |X-X0|:  491.707581
rounded |X_k-Y|_0 = 23808, f1 =  0.620432, approx slack: 418547
rounded before pow |X_k-Y|_0 = 164390, f1 =  0.294255

Iteration 2620: Loss = 24317.257812
|Xk-Y|_F:  23824.050781, |X-X0|:  493.206299
rounded |X_k-Y|_0 = 23799, f1 =  0.620687, approx slack: 422456
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2640: Loss = 24307.599609
|Xk-Y|_F:  23816.365234, |X-X0|:  491.234741
rounded |X_k-Y|_0 = 23790, f1 =  0.620953, approx slack: 422395
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2660: Loss = 24300.671875
|Xk-Y|_F:  23809.384766, |X-X0|:  491.287994
rounded |X_k-Y|_0 = 23766, f1 =  0.621634, approx slack: 422357
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2680: Loss = 24294.902344
|Xk-Y|_F:  23802.835938, |X-X0|:  492.066650
rounded |X_k-Y|_0 = 23765, f1 =  0.621646, approx slack: 422565
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2700: Loss = 24288.171875
|Xk-Y|_F:  23795.228516, |X-X0|:  492.944031
rounded |X_k-Y|_0 = 23749, f1 =  0.622095, approx slack: 422539
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2720: Loss = 24279.986328
|Xk-Y|_F:  23789.033203, |X-X0|:  490.953430
rounded |X_k-Y|_0 = 23746, f1 =  0.622198, approx slack: 422419
rounded before pow |X_k-Y|_0 = 164784, f1 =  0.293983

Iteration 2740: Loss = 24273.316406
|Xk-Y|_F:  23782.763672, |X-X0|:  490.552429
rounded |X_k-Y|_0 = 23731, f1 =  0.622618, approx slack: 422253
rounded before pow |X_k-Y|_0 = 164685, f1 =  0.294051

Iteration 2760: Loss = 24266.291016
|Xk-Y|_F:  23776.640625, |X-X0|:  489.650940
rounded |X_k-Y|_0 = 23720, f1 =  0.622955, approx slack: 422185
rounded before pow |X_k-Y|_0 = 164685, f1 =  0.294051

Iteration 2780: Loss = 24260.158203
|Xk-Y|_F:  23770.802734, |X-X0|:  489.355988
rounded |X_k-Y|_0 = 23716, f1 =  0.623064, approx slack: 422177
rounded before pow |X_k-Y|_0 = 164685, f1 =  0.294051

Iteration 2800: Loss = 24253.861328
|Xk-Y|_F:  23765.109375, |X-X0|:  488.752411
rounded |X_k-Y|_0 = 23713, f1 =  0.623127, approx slack: 422138
rounded before pow |X_k-Y|_0 = 164685, f1 =  0.294051

Iteration 2820: Loss = 24249.449219
|Xk-Y|_F:  23759.976562, |X-X0|:  489.472046
rounded |X_k-Y|_0 = 23700, f1 =  0.623521, approx slack: 422135
rounded before pow |X_k-Y|_0 = 164685, f1 =  0.294051

Iteration 2840: Loss = 24243.636719
|Xk-Y|_F:  23754.900391, |X-X0|:  488.735718
rounded |X_k-Y|_0 = 23700, f1 =  0.623527, approx slack: 421385
rounded before pow |X_k-Y|_0 = 164650, f1 =  0.294075

Iteration 2860: Loss = 24238.343750
|Xk-Y|_F:  23749.906250, |X-X0|:  488.436554
rounded |X_k-Y|_0 = 23679, f1 =  0.624119, approx slack: 421320
rounded before pow |X_k-Y|_0 = 164643, f1 =  0.294080

Iteration 2880: Loss = 24232.843750
|Xk-Y|_F:  23745.250000, |X-X0|:  487.593750
rounded |X_k-Y|_0 = 23682, f1 =  0.624029, approx slack: 421300
rounded before pow |X_k-Y|_0 = 164644, f1 =  0.294080

Iteration 2900: Loss = 24226.544922
|Xk-Y|_F:  23740.882812, |X-X0|:  485.661560
rounded |X_k-Y|_0 = 23672, f1 =  0.624303, approx slack: 421281
rounded before pow |X_k-Y|_0 = 164644, f1 =  0.294080

Iteration 2920: Loss = 24220.464844
|Xk-Y|_F:  23736.664062, |X-X0|:  483.800415
rounded |X_k-Y|_0 = 23669, f1 =  0.624363, approx slack: 421260
rounded before pow |X_k-Y|_0 = 164644, f1 =  0.294080

Iteration 2940: Loss = 24215.273438
|Xk-Y|_F:  23732.390625, |X-X0|:  482.882812
rounded |X_k-Y|_0 = 23667, f1 =  0.624407, approx slack: 421164
rounded before pow |X_k-Y|_0 = 164644, f1 =  0.294080

Iteration 2960: Loss = 24210.441406
|Xk-Y|_F:  23727.552734, |X-X0|:  482.888245
rounded |X_k-Y|_0 = 23658, f1 =  0.624665, approx slack: 421105
rounded before pow |X_k-Y|_0 = 164600, f1 =  0.294110

Iteration 2980: Loss = 24205.066406
|Xk-Y|_F:  23722.021484, |X-X0|:  483.045715
rounded |X_k-Y|_0 = 23651, f1 =  0.624836, approx slack: 423021
rounded before pow |X_k-Y|_0 = 165398, f1 =  0.293565

Iteration 3000: Loss = 24198.699219
|Xk-Y|_F:  23715.845703, |X-X0|:  482.853455
rounded |X_k-Y|_0 = 23653, f1 =  0.624800, approx slack: 422978
rounded before pow |X_k-Y|_0 = 165442, f1 =  0.293535

Iteration 3020: Loss = 24192.208984
|Xk-Y|_F:  23710.722656, |X-X0|:  481.487000
rounded |X_k-Y|_0 = 23653, f1 =  0.624784, approx slack: 422437
rounded before pow |X_k-Y|_0 = 165226, f1 =  0.293682

Iteration 3040: Loss = 24188.498047
|Xk-Y|_F:  23705.722656, |X-X0|:  482.775726
rounded |X_k-Y|_0 = 23648, f1 =  0.624909, approx slack: 422350
rounded before pow |X_k-Y|_0 = 165226, f1 =  0.293682

Iteration 3060: Loss = 24183.646484
|Xk-Y|_F:  23701.724609, |X-X0|:  481.921478
rounded |X_k-Y|_0 = 23643, f1 =  0.625040, approx slack: 422288
rounded before pow |X_k-Y|_0 = 165226, f1 =  0.293682

Iteration 3080: Loss = 24179.771484
|Xk-Y|_F:  23696.867188, |X-X0|:  482.903625
rounded |X_k-Y|_0 = 23626, f1 =  0.625516, approx slack: 417345
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3100: Loss = 24175.960938
|Xk-Y|_F:  23692.812500, |X-X0|:  483.147980
rounded |X_k-Y|_0 = 23617, f1 =  0.625766, approx slack: 417335
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3120: Loss = 24170.646484
|Xk-Y|_F:  23689.201172, |X-X0|:  481.444824
rounded |X_k-Y|_0 = 23622, f1 =  0.625630, approx slack: 417293
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3140: Loss = 24166.886719
|Xk-Y|_F:  23684.878906, |X-X0|:  482.008240
rounded |X_k-Y|_0 = 23622, f1 =  0.625647, approx slack: 417320
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3160: Loss = 24163.041016
|Xk-Y|_F:  23681.582031, |X-X0|:  481.459656
rounded |X_k-Y|_0 = 23623, f1 =  0.625614, approx slack: 417281
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3180: Loss = 24158.767578
|Xk-Y|_F:  23677.402344, |X-X0|:  481.364929
rounded |X_k-Y|_0 = 23626, f1 =  0.625507, approx slack: 417205
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3200: Loss = 24153.708984
|Xk-Y|_F:  23673.697266, |X-X0|:  480.012421
rounded |X_k-Y|_0 = 23617, f1 =  0.625793, approx slack: 417216
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3220: Loss = 24150.310547
|Xk-Y|_F:  23669.697266, |X-X0|:  480.612854
rounded |X_k-Y|_0 = 23608, f1 =  0.626007, approx slack: 417202
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3240: Loss = 24145.150391
|Xk-Y|_F:  23665.804688, |X-X0|:  479.345551
rounded |X_k-Y|_0 = 23610, f1 =  0.625941, approx slack: 417195
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3260: Loss = 24141.511719
|Xk-Y|_F:  23662.406250, |X-X0|:  479.104797
rounded |X_k-Y|_0 = 23604, f1 =  0.626105, approx slack: 417166
rounded before pow |X_k-Y|_0 = 162673, f1 =  0.295451

Iteration 3280: Loss = 24138.427734
|Xk-Y|_F:  23658.115234, |X-X0|:  480.312866
rounded |X_k-Y|_0 = 23601, f1 =  0.626194, approx slack: 417300
rounded before pow |X_k-Y|_0 = 162789, f1 =  0.295371

Iteration 3300: Loss = 24133.781250
|Xk-Y|_F:  23652.380859, |X-X0|:  481.400696
rounded |X_k-Y|_0 = 23594, f1 =  0.626392, approx slack: 417806
rounded before pow |X_k-Y|_0 = 162763, f1 =  0.295389

Iteration 3320: Loss = 24125.677734
|Xk-Y|_F:  23647.273438, |X-X0|:  478.403870
rounded |X_k-Y|_0 = 23594, f1 =  0.626406, approx slack: 417742
rounded before pow |X_k-Y|_0 = 162763, f1 =  0.295389

Iteration 3340: Loss = 24121.632812
|Xk-Y|_F:  23641.746094, |X-X0|:  479.886658
rounded |X_k-Y|_0 = 23587, f1 =  0.626549, approx slack: 419614
rounded before pow |X_k-Y|_0 = 162817, f1 =  0.295351

Iteration 3360: Loss = 24116.789062
|Xk-Y|_F:  23637.462891, |X-X0|:  479.325714
rounded |X_k-Y|_0 = 23589, f1 =  0.626594, approx slack: 419578
rounded before pow |X_k-Y|_0 = 162817, f1 =  0.295351

Iteration 3380: Loss = 24113.363281
|Xk-Y|_F:  23633.826172, |X-X0|:  479.536926
rounded |X_k-Y|_0 = 23585, f1 =  0.626720, approx slack: 419584
rounded before pow |X_k-Y|_0 = 162817, f1 =  0.295351

Iteration 3400: Loss = 24109.433594
|Xk-Y|_F:  23629.679688, |X-X0|:  479.754242
rounded |X_k-Y|_0 = 23583, f1 =  0.626776, approx slack: 419614
rounded before pow |X_k-Y|_0 = 162817, f1 =  0.295351

Iteration 3420: Loss = 24105.671875
|Xk-Y|_F:  23626.568359, |X-X0|:  479.104370
rounded |X_k-Y|_0 = 23575, f1 =  0.626990, approx slack: 419546
rounded before pow |X_k-Y|_0 = 162771, f1 =  0.295383

Iteration 3440: Loss = 24100.851562
|Xk-Y|_F:  23622.013672, |X-X0|:  478.838440
rounded |X_k-Y|_0 = 23580, f1 =  0.626855, approx slack: 419563
rounded before pow |X_k-Y|_0 = 162771, f1 =  0.295383

Iteration 3460: Loss = 24096.458984
|Xk-Y|_F:  23618.107422, |X-X0|:  478.352112
rounded |X_k-Y|_0 = 23571, f1 =  0.627103, approx slack: 421899
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3480: Loss = 24090.449219
|Xk-Y|_F:  23613.812500, |X-X0|:  476.635803
rounded |X_k-Y|_0 = 23568, f1 =  0.627123, approx slack: 421818
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3500: Loss = 24082.066406
|Xk-Y|_F:  23608.685547, |X-X0|:  473.380066
rounded |X_k-Y|_0 = 23565, f1 =  0.627235, approx slack: 421736
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3520: Loss = 24077.570312
|Xk-Y|_F:  23603.908203, |X-X0|:  473.661163
rounded |X_k-Y|_0 = 23556, f1 =  0.627472, approx slack: 421688
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3540: Loss = 24072.488281
|Xk-Y|_F:  23599.753906, |X-X0|:  472.733948
rounded |X_k-Y|_0 = 23552, f1 =  0.627629, approx slack: 421606
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3560: Loss = 24069.248047
|Xk-Y|_F:  23595.728516, |X-X0|:  473.520142
rounded |X_k-Y|_0 = 23551, f1 =  0.627644, approx slack: 421670
rounded before pow |X_k-Y|_0 = 162662, f1 =  0.295458

Iteration 3580: Loss = 24064.052734
|Xk-Y|_F:  23591.714844, |X-X0|:  472.337891
rounded |X_k-Y|_0 = 23544, f1 =  0.627825, approx slack: 421550
rounded before pow |X_k-Y|_0 = 162562, f1 =  0.295527

Iteration 3600: Loss = 24061.500000
|Xk-Y|_F:  23588.302734, |X-X0|:  473.197205
rounded |X_k-Y|_0 = 23540, f1 =  0.627937, approx slack: 421314
rounded before pow |X_k-Y|_0 = 162534, f1 =  0.295547

Iteration 3620: Loss = 24056.521484
|Xk-Y|_F:  23584.009766, |X-X0|:  472.511414
rounded |X_k-Y|_0 = 23544, f1 =  0.627807, approx slack: 414151
rounded before pow |X_k-Y|_0 = 158339, f1 =  0.298447

Iteration 3640: Loss = 24051.894531
|Xk-Y|_F:  23579.599609, |X-X0|:  472.295593
rounded |X_k-Y|_0 = 23534, f1 =  0.628081, approx slack: 413398
rounded before pow |X_k-Y|_0 = 158090, f1 =  0.298618

Iteration 3660: Loss = 24046.791016
|Xk-Y|_F:  23577.087891, |X-X0|:  469.702454
rounded |X_k-Y|_0 = 23533, f1 =  0.628105, approx slack: 413519
rounded before pow |X_k-Y|_0 = 158091, f1 =  0.298618

Iteration 3680: Loss = 24041.611328
|Xk-Y|_F:  23571.705078, |X-X0|:  469.906494
rounded |X_k-Y|_0 = 23529, f1 =  0.628239, approx slack: 413542
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3700: Loss = 24035.488281
|Xk-Y|_F:  23566.966797, |X-X0|:  468.520630
rounded |X_k-Y|_0 = 23517, f1 =  0.628632, approx slack: 413543
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3720: Loss = 24030.373047
|Xk-Y|_F:  23563.908203, |X-X0|:  466.464478
rounded |X_k-Y|_0 = 23515, f1 =  0.628683, approx slack: 413536
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3740: Loss = 24025.587891
|Xk-Y|_F:  23559.912109, |X-X0|:  465.675903
rounded |X_k-Y|_0 = 23511, f1 =  0.628794, approx slack: 412916
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3760: Loss = 24023.591797
|Xk-Y|_F:  23558.173828, |X-X0|:  465.418213
rounded |X_k-Y|_0 = 23516, f1 =  0.628673, approx slack: 424354
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3780: Loss = 24017.322266
|Xk-Y|_F:  23550.544922, |X-X0|:  466.777924
rounded |X_k-Y|_0 = 23501, f1 =  0.629080, approx slack: 424272
rounded before pow |X_k-Y|_0 = 158095, f1 =  0.298615

Iteration 3800: Loss = 24011.792969
|Xk-Y|_F:  23545.951172, |X-X0|:  465.841400
rounded |X_k-Y|_0 = 23478, f1 =  0.629704, approx slack: 424215
rounded before pow |X_k-Y|_0 = 158094, f1 =  0.298616

Iteration 3820: Loss = 24005.966797
|Xk-Y|_F:  23542.761719, |X-X0|:  463.205658
rounded |X_k-Y|_0 = 23474, f1 =  0.629819, approx slack: 424195
rounded before pow |X_k-Y|_0 = 158094, f1 =  0.298616

Iteration 3840: Loss = 24004.736328
|Xk-Y|_F:  23540.144531, |X-X0|:  464.591400
rounded |X_k-Y|_0 = 23472, f1 =  0.629887, approx slack: 424210
rounded before pow |X_k-Y|_0 = 158094, f1 =  0.298616

Iteration 3860: Loss = 23999.417969
|Xk-Y|_F:  23534.705078, |X-X0|:  464.713531
rounded |X_k-Y|_0 = 23472, f1 =  0.629874, approx slack: 424190
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3880: Loss = 23995.580078
|Xk-Y|_F:  23531.277344, |X-X0|:  464.301849
rounded |X_k-Y|_0 = 23472, f1 =  0.629878, approx slack: 424194
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3900: Loss = 23991.537109
|Xk-Y|_F:  23529.142578, |X-X0|:  462.395477
rounded |X_k-Y|_0 = 23466, f1 =  0.630040, approx slack: 424195
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3920: Loss = 23986.509766
|Xk-Y|_F:  23525.173828, |X-X0|:  461.335205
rounded |X_k-Y|_0 = 23461, f1 =  0.630165, approx slack: 424197
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3940: Loss = 23981.658203
|Xk-Y|_F:  23521.537109, |X-X0|:  460.122009
rounded |X_k-Y|_0 = 23454, f1 =  0.630350, approx slack: 424198
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3960: Loss = 23977.662109
|Xk-Y|_F:  23518.779297, |X-X0|:  458.882141
rounded |X_k-Y|_0 = 23446, f1 =  0.630605, approx slack: 424200
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 3980: Loss = 23974.568359
|Xk-Y|_F:  23514.904297, |X-X0|:  459.664062
rounded |X_k-Y|_0 = 23447, f1 =  0.630573, approx slack: 424234
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 4000: Loss = 23971.246094
|Xk-Y|_F:  23512.242188, |X-X0|:  459.003357
rounded |X_k-Y|_0 = 23436, f1 =  0.630868, approx slack: 424229
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 4020: Loss = 23968.156250
|Xk-Y|_F:  23509.587891, |X-X0|:  458.567474
rounded |X_k-Y|_0 = 23438, f1 =  0.630813, approx slack: 424202
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 4040: Loss = 23963.564453
|Xk-Y|_F:  23505.283203, |X-X0|:  458.281403
rounded |X_k-Y|_0 = 23428, f1 =  0.631080, approx slack: 424248
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 4060: Loss = 23961.750000
|Xk-Y|_F:  23503.408203, |X-X0|:  458.340881
rounded |X_k-Y|_0 = 23428, f1 =  0.631096, approx slack: 424294
rounded before pow |X_k-Y|_0 = 158093, f1 =  0.298616

Iteration 4080: Loss = 23955.857422
|Xk-Y|_F:  23499.287109, |X-X0|:  456.571075
rounded |X_k-Y|_0 = 23427, f1 =  0.631127, approx slack: 415676
rounded before pow |X_k-Y|_0 = 155839, f1 =  0.300175

Iteration 4100: Loss = 23950.980469
|Xk-Y|_F:  23495.707031, |X-X0|:  455.273804
rounded |X_k-Y|_0 = 23410, f1 =  0.631577, approx slack: 412766
rounded before pow |X_k-Y|_0 = 155841, f1 =  0.300174

Iteration 4120: Loss = 23946.031250
|Xk-Y|_F:  23492.386719, |X-X0|:  453.644226
rounded |X_k-Y|_0 = 23416, f1 =  0.631413, approx slack: 412769
rounded before pow |X_k-Y|_0 = 155841, f1 =  0.300174

Iteration 4140: Loss = 23939.802734
|Xk-Y|_F:  23488.373047, |X-X0|:  451.429352
rounded |X_k-Y|_0 = 23408, f1 =  0.631640, approx slack: 412752
rounded before pow |X_k-Y|_0 = 155841, f1 =  0.300174

Iteration 4160: Loss = 23935.781250
|Xk-Y|_F:  23485.234375, |X-X0|:  450.546204
rounded |X_k-Y|_0 = 23411, f1 =  0.631570, approx slack: 412786
rounded before pow |X_k-Y|_0 = 155841, f1 =  0.300174

Iteration 4180: Loss = 23934.035156
|Xk-Y|_F:  23482.298828, |X-X0|:  451.737122
rounded |X_k-Y|_0 = 23411, f1 =  0.631582, approx slack: 413044
rounded before pow |X_k-Y|_0 = 155908, f1 =  0.300127

Iteration 4200: Loss = 23928.996094
|Xk-Y|_F:  23479.126953, |X-X0|:  449.869263
rounded |X_k-Y|_0 = 23400, f1 =  0.631867, approx slack: 409428
rounded before pow |X_k-Y|_0 = 155720, f1 =  0.300114

Iteration 4220: Loss = 23924.392578
|Xk-Y|_F:  23474.984375, |X-X0|:  449.407776
rounded |X_k-Y|_0 = 23398, f1 =  0.631921, approx slack: 409551
rounded before pow |X_k-Y|_0 = 155732, f1 =  0.300057

Iteration 4240: Loss = 23919.923828
|Xk-Y|_F:  23471.898438, |X-X0|:  448.024841
rounded |X_k-Y|_0 = 23404, f1 =  0.631769, approx slack: 409533
rounded before pow |X_k-Y|_0 = 155744, f1 =  0.300001

Iteration 4260: Loss = 23916.570312
|Xk-Y|_F:  23468.626953, |X-X0|:  447.942383
rounded |X_k-Y|_0 = 23393, f1 =  0.632101, approx slack: 409616
rounded before pow |X_k-Y|_0 = 155780, f1 =  0.299831

Iteration 4280: Loss = 23910.107422
|Xk-Y|_F:  23466.699219, |X-X0|:  443.408630
rounded |X_k-Y|_0 = 23410, f1 =  0.631609, approx slack: 409642
rounded before pow |X_k-Y|_0 = 155792, f1 =  0.299774

Iteration 4300: Loss = 23908.677734
|Xk-Y|_F:  23463.605469, |X-X0|:  445.073090
rounded |X_k-Y|_0 = 23398, f1 =  0.631961, approx slack: 409743
rounded before pow |X_k-Y|_0 = 155820, f1 =  0.299639

Iteration 4320: Loss = 23905.144531
|Xk-Y|_F:  23461.197266, |X-X0|:  443.947937
rounded |X_k-Y|_0 = 23398, f1 =  0.631961, approx slack: 409699
rounded before pow |X_k-Y|_0 = 155820, f1 =  0.299639

Iteration 4340: Loss = 23900.476562
|Xk-Y|_F:  23457.781250, |X-X0|:  442.695190
rounded |X_k-Y|_0 = 23394, f1 =  0.632077, approx slack: 411616
rounded before pow |X_k-Y|_0 = 156053, f1 =  0.299340

Iteration 4360: Loss = 23898.287109
|Xk-Y|_F:  23454.789062, |X-X0|:  443.497925
rounded |X_k-Y|_0 = 23384, f1 =  0.632350, approx slack: 411747
rounded before pow |X_k-Y|_0 = 156077, f1 =  0.299227

Iteration 4380: Loss = 23888.982422
|Xk-Y|_F:  23449.855469, |X-X0|:  439.126007
rounded |X_k-Y|_0 = 23385, f1 =  0.632303, approx slack: 411710
rounded before pow |X_k-Y|_0 = 156076, f1 =  0.299228

Iteration 4400: Loss = 23884.277344
|Xk-Y|_F:  23447.611328, |X-X0|:  436.666199
rounded |X_k-Y|_0 = 23382, f1 =  0.632381, approx slack: 406135
rounded before pow |X_k-Y|_0 = 156100, f1 =  0.299114

Iteration 4420: Loss = 23883.207031
|Xk-Y|_F:  23444.191406, |X-X0|:  439.016357
rounded |X_k-Y|_0 = 23376, f1 =  0.632560, approx slack: 406149
rounded before pow |X_k-Y|_0 = 156100, f1 =  0.299114

Iteration 4440: Loss = 23876.826172
|Xk-Y|_F:  23440.130859, |X-X0|:  436.696014
rounded |X_k-Y|_0 = 23384, f1 =  0.632338, approx slack: 406065
rounded before pow |X_k-Y|_0 = 156112, f1 =  0.299058

Iteration 4460: Loss = 23877.109375
|Xk-Y|_F:  23439.550781, |X-X0|:  437.559326
rounded |X_k-Y|_0 = 23387, f1 =  0.632257, approx slack: 406109
rounded before pow |X_k-Y|_0 = 156148, f1 =  0.298888

Iteration 4480: Loss = 23869.976562
|Xk-Y|_F:  23434.925781, |X-X0|:  435.050049
rounded |X_k-Y|_0 = 23375, f1 =  0.632576, approx slack: 406103
rounded before pow |X_k-Y|_0 = 156160, f1 =  0.298831

Iteration 4500: Loss = 23869.845703
|Xk-Y|_F:  23432.972656, |X-X0|:  436.872375
rounded |X_k-Y|_0 = 23365, f1 =  0.632878, approx slack: 406209
rounded before pow |X_k-Y|_0 = 156160, f1 =  0.298831

Iteration 4520: Loss = 23863.667969
|Xk-Y|_F:  23428.800781, |X-X0|:  434.868042
rounded |X_k-Y|_0 = 23373, f1 =  0.632622, approx slack: 406166
rounded before pow |X_k-Y|_0 = 156172, f1 =  0.298774

Iteration 4540: Loss = 23857.554688
|Xk-Y|_F:  23424.621094, |X-X0|:  432.933319
rounded |X_k-Y|_0 = 23363, f1 =  0.632890, approx slack: 406129
rounded before pow |X_k-Y|_0 = 156172, f1 =  0.298774

Iteration 4560: Loss = 23855.605469
|Xk-Y|_F:  23422.328125, |X-X0|:  433.277222
rounded |X_k-Y|_0 = 23358, f1 =  0.633075, approx slack: 406228
rounded before pow |X_k-Y|_0 = 156184, f1 =  0.298717

Iteration 4580: Loss = 23851.818359
|Xk-Y|_F:  23419.474609, |X-X0|:  432.343140
rounded |X_k-Y|_0 = 23351, f1 =  0.633261, approx slack: 402031
rounded before pow |X_k-Y|_0 = 155098, f1 =  0.299364

Iteration 4600: Loss = 23845.640625
|Xk-Y|_F:  23415.617188, |X-X0|:  430.022705
rounded |X_k-Y|_0 = 23346, f1 =  0.633374, approx slack: 402057
rounded before pow |X_k-Y|_0 = 155086, f1 =  0.299421

Iteration 4620: Loss = 23842.527344
|Xk-Y|_F:  23412.562500, |X-X0|:  429.965088
rounded |X_k-Y|_0 = 23346, f1 =  0.633359, approx slack: 401017
rounded before pow |X_k-Y|_0 = 154744, f1 =  0.299508

Iteration 4640: Loss = 23836.687500
|Xk-Y|_F:  23408.248047, |X-X0|:  428.440247
rounded |X_k-Y|_0 = 23334, f1 =  0.633680, approx slack: 401095
rounded before pow |X_k-Y|_0 = 154768, f1 =  0.299393

Iteration 4660: Loss = 23834.406250
|Xk-Y|_F:  23403.953125, |X-X0|:  430.453430
rounded |X_k-Y|_0 = 23323, f1 =  0.633963, approx slack: 401150
rounded before pow |X_k-Y|_0 = 154828, f1 =  0.299303

Iteration 4680: Loss = 23834.802734
|Xk-Y|_F:  23404.083984, |X-X0|:  430.719482
rounded |X_k-Y|_0 = 23322, f1 =  0.633990, approx slack: 401097
rounded before pow |X_k-Y|_0 = 154828, f1 =  0.299303

Iteration 4700: Loss = 23827.369141
|Xk-Y|_F:  23399.279297, |X-X0|:  428.089600
rounded |X_k-Y|_0 = 23309, f1 =  0.634353, approx slack: 401260
rounded before pow |X_k-Y|_0 = 154930, f1 =  0.299232

Iteration 4720: Loss = 23827.082031
|Xk-Y|_F:  23397.058594, |X-X0|:  430.022827
rounded |X_k-Y|_0 = 23313, f1 =  0.634277, approx slack: 401307
rounded before pow |X_k-Y|_0 = 154930, f1 =  0.299232

Iteration 4740: Loss = 23822.673828
|Xk-Y|_F:  23394.130859, |X-X0|:  428.542694
rounded |X_k-Y|_0 = 23312, f1 =  0.634279, approx slack: 401325
rounded before pow |X_k-Y|_0 = 154928, f1 =  0.299230

Iteration 4760: Loss = 23819.099609
|Xk-Y|_F:  23388.287109, |X-X0|:  430.812195
rounded |X_k-Y|_0 = 23313, f1 =  0.634267, approx slack: 401321
rounded before pow |X_k-Y|_0 = 154922, f1 =  0.299234

Iteration 4780: Loss = 23811.359375
|Xk-Y|_F:  23384.982422, |X-X0|:  426.376648
rounded |X_k-Y|_0 = 23313, f1 =  0.634245, approx slack: 401375
rounded before pow |X_k-Y|_0 = 154928, f1 =  0.299181

Iteration 4800: Loss = 23805.240234
|Xk-Y|_F:  23380.228516, |X-X0|:  425.011688
rounded |X_k-Y|_0 = 23299, f1 =  0.634609, approx slack: 406943
rounded before pow |X_k-Y|_0 = 154808, f1 =  0.299164

Iteration 4820: Loss = 23805.171875
|Xk-Y|_F:  23377.195312, |X-X0|:  427.977264
rounded |X_k-Y|_0 = 23295, f1 =  0.634730, approx slack: 403625
rounded before pow |X_k-Y|_0 = 154650, f1 =  0.299223

Iteration 4840: Loss = 23798.812500
|Xk-Y|_F:  23372.986328, |X-X0|:  425.825317
rounded |X_k-Y|_0 = 23301, f1 =  0.634565, approx slack: 403571
rounded before pow |X_k-Y|_0 = 154677, f1 =  0.299057

Iteration 4860: Loss = 23794.417969
|Xk-Y|_F:  23370.816406, |X-X0|:  423.602295
rounded |X_k-Y|_0 = 23293, f1 =  0.634781, approx slack: 403786
rounded before pow |X_k-Y|_0 = 154746, f1 =  0.298862

Iteration 4880: Loss = 23789.064453
|Xk-Y|_F:  23367.728516, |X-X0|:  421.335938
rounded |X_k-Y|_0 = 23301, f1 =  0.634576, approx slack: 403273
rounded before pow |X_k-Y|_0 = 154578, f1 =  0.298878

Iteration 4900: Loss = 23779.732422
|Xk-Y|_F:  23361.300781, |X-X0|:  418.431030
rounded |X_k-Y|_0 = 23280, f1 =  0.635106, approx slack: 404988
rounded before pow |X_k-Y|_0 = 154372, f1 =  0.298869

Iteration 4920: Loss = 23778.927734
|Xk-Y|_F:  23359.224609, |X-X0|:  419.703522
rounded |X_k-Y|_0 = 23285, f1 =  0.634972, approx slack: 402893
rounded before pow |X_k-Y|_0 = 153588, f1 =  0.299301

Iteration 4940: Loss = 23777.292969
|Xk-Y|_F:  23357.722656, |X-X0|:  419.569641
rounded |X_k-Y|_0 = 23287, f1 =  0.634949, approx slack: 402825
rounded before pow |X_k-Y|_0 = 153556, f1 =  0.299323

Iteration 4960: Loss = 23766.617188
|Xk-Y|_F:  23352.416016, |X-X0|:  414.201080
rounded |X_k-Y|_0 = 23284, f1 =  0.635016, approx slack: 401741
rounded before pow |X_k-Y|_0 = 153202, f1 =  0.299463

Iteration 4980: Loss = 23763.705078
|Xk-Y|_F:  23349.207031, |X-X0|:  414.498352
rounded |X_k-Y|_0 = 23283, f1 =  0.635053, approx slack: 401772
rounded before pow |X_k-Y|_0 = 153202, f1 =  0.299463

Iteration 4999: Loss = 23761.601562
|Xk-Y|_F:  23347.001953, |X-X0|:  414.599731
rounded |X_k-Y|_0 = 23287, f1 =  0.634939, approx slack: 401726
rounded before pow |X_k-Y|_0 = 153202, f1 =  0.299463

------ ABL 0 after refine ------
--- eval ---
prediction result:
f1 on test:    0.3863
f1 on test:    0.6446 (micro)
f1 on KB:      0.3904
integrated f1: 0.3886, w_data: 0.4246, w_klg: 0.5754

integrated result:
f1 on test:    0.3531
f1 on test:    0.6737 (micro)
f1 on KB:      0.6049
integrated f1: 0.4980, w_data: 0.4246, w_klg: 0.5754
------------
integrated f1 0.3886
Epoch 100, Total loss: -14078053.0000, CE loss: 2.9348, RL loss: -140780.5312, Reward: -47738.4355
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 200, Total loss: -16304097.0000, CE loss: 2.9346, RL loss: -163040.9688, Reward: -47734.8027
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 300, Total loss: 69075728.0000, CE loss: 2.9334, RL loss: 690757.3125, Reward: -47586.1719
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 400, Total loss: 137326368.0000, CE loss: 2.9327, RL loss: 1373263.7500, Reward: -47377.5732
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4027, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 500, Total loss: 62691588.0000, CE loss: 2.9312, RL loss: 626915.8750, Reward: -47580.9775
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4027, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 600, Total loss: 38245352.0000, CE loss: 2.9298, RL loss: 382453.5312, Reward: -47590.1406
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 700, Total loss: -43808204.0000, CE loss: 2.9284, RL loss: -438082.0312, Reward: -47741.9092
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 800, Total loss: 53699648.0000, CE loss: 2.9273, RL loss: 536996.5000, Reward: -47515.0361
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 900, Total loss: -35485128.0000, CE loss: 2.9263, RL loss: -354851.2812, Reward: -47735.5049
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1000, Total loss: -4350677.5000, CE loss: 2.9251, RL loss: -43506.7734, Reward: -47556.4727
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1100, Total loss: 21695090.0000, CE loss: 2.9242, RL loss: 216950.8906, Reward: -47605.5303
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1200, Total loss: -3746147.7500, CE loss: 2.9234, RL loss: -37461.4766, Reward: -47616.3584
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1300, Total loss: -39055780.0000, CE loss: 2.9232, RL loss: -390557.8125, Reward: -47695.9541
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1400, Total loss: -23992124.0000, CE loss: 2.9219, RL loss: -239921.2500, Reward: -47645.1660
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1500, Total loss: 75829424.0000, CE loss: 2.9211, RL loss: 758294.2500, Reward: -47444.7832
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1600, Total loss: -25467382.0000, CE loss: 2.9204, RL loss: -254673.8125, Reward: -47652.0654
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4031, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1700, Total loss: 67449440.0000, CE loss: 2.9198, RL loss: 674494.3750, Reward: -47369.7979
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1800, Total loss: -50085116.0000, CE loss: 2.9197, RL loss: -500851.1562, Reward: -47704.0566
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 1900, Total loss: 62566152.0000, CE loss: 2.9195, RL loss: 625661.5000, Reward: -47467.6533
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
--- eval ---
prediction result:
f1 on test:    0.3839
f1 on test:    0.6487 (micro)
f1 on KB:      0.4025
integrated f1: 0.3966, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3531
f1 on test:    0.6737 (micro)
f1 on KB:      0.6049
integrated f1: 0.5294, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 2000, Total loss: 67453968.0000, CE loss: 2.9195, RL loss: 674539.6875, Reward: -47419.7568
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 73.62895202636719, len: 0.0, nonzero: 0.1103038340806961
Epoch 2100, Total loss: -17210984.0000, CE loss: 2.9190, RL loss: -172109.8438, Reward: -47672.4658
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4032, weighted: 72.1280517578125, len: 0.0, nonzero: 0.11022127419710159
Epoch 2200, Total loss: 157592368.0000, CE loss: 2.9188, RL loss: 1575923.7500, Reward: -47245.9951
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 73.15564727783203, len: 0.0, nonzero: 0.11026255041360855
Epoch 2300, Total loss: -13462652.0000, CE loss: 2.9184, RL loss: -134626.5156, Reward: -47611.9072
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 69.25090026855469, len: 0.0, nonzero: 0.10992198437452316
Epoch 2400, Total loss: -40561676.0000, CE loss: 2.9178, RL loss: -405616.7500, Reward: -47656.9707
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 67.83099365234375, len: 0.0, nonzero: 0.1097981408238411
Epoch 2500, Total loss: -64151200.0000, CE loss: 2.9182, RL loss: -641512.0000, Reward: -47716.0488
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 58.23121643066406, len: 0.0, nonzero: 0.10931307822465897
Epoch 2600, Total loss: 19382618.0000, CE loss: 2.9177, RL loss: 193826.1875, Reward: -47499.3867
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 63.36741638183594, len: 0.0, nonzero: 0.1095607727766037
Epoch 2700, Total loss: -21472356.0000, CE loss: 2.9169, RL loss: -214723.5625, Reward: -47679.7930
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4029, weighted: 54.24365997314453, len: 0.0, nonzero: 0.10905507206916809
Epoch 2800, Total loss: 56151336.0000, CE loss: 2.9167, RL loss: 561513.3750, Reward: -47499.9395
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4025, weighted: 62.565155029296875, len: 0.0, nonzero: 0.10933372378349304
Epoch 2900, Total loss: 26428010.0000, CE loss: 2.9169, RL loss: 264280.0938, Reward: -47458.8818
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 60.34230041503906, len: 0.0, nonzero: 0.10928212106227875
Epoch 3000, Total loss: -64901288.0000, CE loss: 2.9167, RL loss: -649012.8750, Reward: -47684.4180
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4030, weighted: 56.577598571777344, len: 0.0, nonzero: 0.10907571017742157
Epoch 3100, Total loss: 29194432.0000, CE loss: 2.9165, RL loss: 291944.3125, Reward: -47558.7549
    full cols: 165, non-full cols: 0
   r - labels: 6, labels - r: 2
    violated: 4031, weighted: 53.415382385253906, len: 0.0, nonzero: 0.10898283123970032
Epoch 3200, Total loss: 47704868.0000, CE loss: 2.9166, RL loss: 477048.6875, Reward: -47457.7588
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4031, weighted: 55.17216491699219, len: 0.0, nonzero: 0.10903443396091461
Epoch 3300, Total loss: 94442560.0000, CE loss: 2.9163, RL loss: 944425.6250, Reward: -47419.7686
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4029, weighted: 56.22623825073242, len: 0.0, nonzero: 0.10906539112329483
Epoch 3400, Total loss: 41543580.0000, CE loss: 2.9168, RL loss: 415435.7812, Reward: -47575.1533
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4031, weighted: 59.32963562011719, len: 0.0, nonzero: 0.10977749526500702
Epoch 3500, Total loss: -76270424.0000, CE loss: 2.9167, RL loss: -762704.2500, Reward: -47769.4111
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4027, weighted: 54.06764221191406, len: 0.0, nonzero: 0.10930275917053223
Epoch 3600, Total loss: 35819208.0000, CE loss: 2.9168, RL loss: 358192.0938, Reward: -47528.3311
    full cols: 166, non-full cols: 0
   r - labels: 7, labels - r: 2
    violated: 4030, weighted: 54.761985778808594, len: 0.0, nonzero: 0.10964333266019821
Epoch 3700, Total loss: -73081976.0000, CE loss: 2.9169, RL loss: -730819.7500, Reward: -47784.0205
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 55.70859146118164, len: 0.0, nonzero: 0.10972589254379272
Epoch 3800, Total loss: -10600766.0000, CE loss: 2.9163, RL loss: -106007.6562, Reward: -47593.7549
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 57.128501892089844, len: 0.0, nonzero: 0.10984973609447479
Epoch 3900, Total loss: 56966592.0000, CE loss: 2.9165, RL loss: 569665.9375, Reward: -47452.0908
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4028, weighted: 62.3348388671875, len: 0.0, nonzero: 0.1103038340806961
--- eval ---
prediction result:
f1 on test:    0.3830
f1 on test:    0.6488 (micro)
f1 on KB:      0.4027
integrated f1: 0.3965, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3531
f1 on test:    0.6737 (micro)
f1 on KB:      0.6049
integrated f1: 0.5294, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 4000, Total loss: 19992440.0000, CE loss: 2.9162, RL loss: 199924.3906, Reward: -47544.0664
    full cols: 167, non-full cols: 1
   r - labels: 9, labels - r: 2
    violated: 4030, weighted: 62.5323486328125, len: 0.0, nonzero: 0.11031415313482285
Epoch 4100, Total loss: 80269072.0000, CE loss: 2.9161, RL loss: 802690.7500, Reward: -47424.7988
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4031, weighted: 60.44162368774414, len: 0.0, nonzero: 0.11013870686292648
Epoch 4200, Total loss: -102029240.0000, CE loss: 2.9163, RL loss: -1020292.3750, Reward: -47824.9316
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 62.3348388671875, len: 0.0, nonzero: 0.1103038340806961
Epoch 4300, Total loss: 44909444.0000, CE loss: 2.9171, RL loss: 449094.4375, Reward: -47551.7764
    full cols: 166, non-full cols: 0
   r - labels: 7, labels - r: 2
    violated: 4030, weighted: 62.001808166503906, len: 0.0, nonzero: 0.10964333266019821
Epoch 4400, Total loss: 9604992.0000, CE loss: 2.9161, RL loss: 96049.9219, Reward: -47621.7686
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4029, weighted: 60.78144073486328, len: 0.0, nonzero: 0.10904475301504135
Epoch 4500, Total loss: 29276060.0000, CE loss: 2.9161, RL loss: 292760.5938, Reward: -47629.0352
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4029, weighted: 61.74931716918945, len: 0.0, nonzero: 0.10951948910951614
Epoch 4600, Total loss: 49625020.0000, CE loss: 2.9163, RL loss: 496250.1875, Reward: -47485.7344
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 63.49320983886719, len: 0.0, nonzero: 0.1103038340806961
Epoch 4700, Total loss: 18417824.0000, CE loss: 2.9161, RL loss: 184178.2500, Reward: -47624.5303
    full cols: 166, non-full cols: 0
   r - labels: 7, labels - r: 2
    violated: 4030, weighted: 56.78913879394531, len: 0.0, nonzero: 0.10964333266019821
Epoch 4800, Total loss: -36325164.0000, CE loss: 2.9161, RL loss: -363251.6562, Reward: -47729.6416
    full cols: 165, non-full cols: 0
   r - labels: 6, labels - r: 2
    violated: 4026, weighted: 24.789138793945312, len: 0.0, nonzero: 0.10898283123970032
Epoch 4900, Total loss: 63885552.0000, CE loss: 2.9159, RL loss: 638855.5000, Reward: -47470.1182
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 48.91221618652344, len: 0.0, nonzero: 0.1103038340806961
Epoch 5000, Total loss: 40035860.0000, CE loss: 2.9159, RL loss: 400358.5938, Reward: -47538.7812
    full cols: 165, non-full cols: 2
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 40.776920318603516, len: 0.0, nonzero: 0.11013870686292648
Epoch 5100, Total loss: 7955116.5000, CE loss: 2.9161, RL loss: 79551.1641, Reward: -47692.7021
    full cols: 167, non-full cols: 1
   r - labels: 8, labels - r: 1
    violated: 3968, weighted: 41.07194519042969, len: 0.0, nonzero: 0.11094369739294052
Epoch 5200, Total loss: 73200288.0000, CE loss: 2.9157, RL loss: 732002.8750, Reward: -47475.0215
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4032, weighted: 33.64615249633789, len: 0.0, nonzero: 0.10976717621088028
Epoch 5300, Total loss: 43255784.0000, CE loss: 2.9162, RL loss: 432557.8438, Reward: -47572.4219
    full cols: 166, non-full cols: 1
   r - labels: 7, labels - r: 1
    violated: 3968, weighted: 28.936424255371094, len: 0.0, nonzero: 0.10988070070743561
Epoch 5400, Total loss: 45605348.0000, CE loss: 2.9163, RL loss: 456053.4688, Reward: -47592.7070
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4026, weighted: 39.65791320800781, len: 0.0, nonzero: 0.10939564555883408
Epoch 5500, Total loss: -84390184.0000, CE loss: 2.9160, RL loss: -843901.8750, Reward: -47965.3418
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 4030, weighted: 42.975563049316406, len: 0.0, nonzero: 0.1103038340806961
Epoch 5600, Total loss: 20515422.0000, CE loss: 2.9164, RL loss: 205154.2188, Reward: -47662.7725
    full cols: 163, non-full cols: 1
   r - labels: 7, labels - r: 4
    violated: 4147, weighted: 38.158592224121094, len: 0.0, nonzero: 0.10796111822128296
Epoch 5700, Total loss: 74122152.0000, CE loss: 2.9159, RL loss: 741221.5000, Reward: -47575.6914
    full cols: 164, non-full cols: 0
   r - labels: 7, labels - r: 4
    violated: 4154, weighted: 44.43800354003906, len: 0.0, nonzero: 0.10832232981920242
Epoch 5800, Total loss: 33192344.0000, CE loss: 2.9159, RL loss: 331923.4375, Reward: -47696.2168
    full cols: 164, non-full cols: 0
   r - labels: 7, labels - r: 4
    violated: 4136, weighted: 44.43800354003906, len: 0.0, nonzero: 0.10832232981920242
Epoch 5900, Total loss: -83249432.0000, CE loss: 2.9158, RL loss: -832494.3125, Reward: -47944.3994
    full cols: 164, non-full cols: 1
   r - labels: 8, labels - r: 4
    violated: 4152, weighted: 47.05677795410156, len: 0.0, nonzero: 0.1085803359746933
--- eval ---
prediction result:
f1 on test:    0.3831
f1 on test:    0.6488 (micro)
f1 on KB:      0.4028
integrated f1: 0.3966, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3536
f1 on test:    0.6735 (micro)
f1 on KB:      0.5970
integrated f1: 0.5240, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 6000, Total loss: -54686376.0000, CE loss: 2.9158, RL loss: -546863.7500, Reward: -47950.8125
    full cols: 164, non-full cols: 1
   r - labels: 8, labels - r: 4
    violated: 4106, weighted: 52.323524475097656, len: 0.0, nonzero: 0.1087144985795021
Epoch 6100, Total loss: 71544560.0000, CE loss: 2.9160, RL loss: 715445.5625, Reward: -47706.5537
    full cols: 164, non-full cols: 2
   r - labels: 9, labels - r: 4
    violated: 4090, weighted: 61.38664245605469, len: 0.0, nonzero: 0.1089518666267395
Epoch 6200, Total loss: -34548680.0000, CE loss: 2.9161, RL loss: -345486.7812, Reward: -47915.1855
    full cols: 165, non-full cols: 1
   r - labels: 8, labels - r: 3
    violated: 4028, weighted: 52.587100982666016, len: 0.0, nonzero: 0.10928212106227875
Epoch 6300, Total loss: -83441248.0000, CE loss: 2.9162, RL loss: -834412.5000, Reward: -48074.0654
    full cols: 167, non-full cols: 1
   r - labels: 10, labels - r: 3
    violated: 4027, weighted: 67.36447143554688, len: 0.0, nonzero: 0.1105412021279335
Epoch 6400, Total loss: 61050536.0000, CE loss: 2.9161, RL loss: 610505.3750, Reward: -47736.6670
    full cols: 164, non-full cols: 2
   r - labels: 9, labels - r: 4
    violated: 4082, weighted: 68.43755340576172, len: 0.0, nonzero: 0.10951948910951614
Epoch 6500, Total loss: 61892944.0000, CE loss: 2.9164, RL loss: 618929.4375, Reward: -47747.4404
    full cols: 165, non-full cols: 1
   r - labels: 9, labels - r: 4
    violated: 4073, weighted: 69.67940521240234, len: 0.0, nonzero: 0.1091376319527626
Epoch 6600, Total loss: 76864752.0000, CE loss: 2.9158, RL loss: 768647.5000, Reward: -47654.4775
    full cols: 166, non-full cols: 0
   r - labels: 9, labels - r: 4
    violated: 4084, weighted: 66.09954833984375, len: 0.0, nonzero: 0.10964333266019821
Epoch 6700, Total loss: -40218276.0000, CE loss: 2.9159, RL loss: -402182.7500, Reward: -47968.6484
    full cols: 166, non-full cols: 2
   r - labels: 10, labels - r: 3
    violated: 4029, weighted: 64.60112762451172, len: 0.0, nonzero: 0.1103554368019104
Epoch 6800, Total loss: 86598272.0000, CE loss: 2.9162, RL loss: 865982.7500, Reward: -47712.8945
    full cols: 165, non-full cols: 1
   r - labels: 8, labels - r: 3
    violated: 4077, weighted: 60.36085510253906, len: 0.0, nonzero: 0.10907571017742157
Epoch 6900, Total loss: 53422788.0000, CE loss: 2.9162, RL loss: 534227.8750, Reward: -47772.7812
    full cols: 165, non-full cols: 1
   r - labels: 7, labels - r: 2
    violated: 4028, weighted: 36.01900100708008, len: 0.0, nonzero: 0.10951948910951614
Epoch 7000, Total loss: -21117084.0000, CE loss: 2.9157, RL loss: -211170.8438, Reward: -48019.1543
    full cols: 165, non-full cols: 0
   r - labels: 6, labels - r: 2
    violated: 4031, weighted: 34.92488098144531, len: 0.0, nonzero: 0.10898283123970032
Epoch 7100, Total loss: 906243.3750, CE loss: 2.9157, RL loss: 9062.4336, Reward: -48036.6982
    full cols: 167, non-full cols: 0
   r - labels: 7, labels - r: 1
    violated: 3968, weighted: 33.56379699707031, len: 0.0, nonzero: 0.1103038340806961
Epoch 7200, Total loss: 8446024.0000, CE loss: 2.9159, RL loss: 84460.2422, Reward: -47941.1309
    full cols: 166, non-full cols: 0
   r - labels: 7, labels - r: 2
    violated: 4031, weighted: 35.257911682128906, len: 0.0, nonzero: 0.10964333266019821
Epoch 7300, Total loss: 50412948.0000, CE loss: 2.9161, RL loss: 504129.4688, Reward: -47917.0342
    full cols: 166, non-full cols: 1
   r - labels: 8, labels - r: 2
    violated: 4029, weighted: 43.254974365234375, len: 0.0, nonzero: 0.10983941704034805
Epoch 7400, Total loss: -71839160.0000, CE loss: 2.9156, RL loss: -718391.6250, Reward: -48207.1230
    full cols: 167, non-full cols: 1
   r - labels: 9, labels - r: 2
    violated: 3965, weighted: 56.48212432861328, len: 0.0, nonzero: 0.11074760556221008
Epoch 7500, Total loss: 103667080.0000, CE loss: 2.9155, RL loss: 1036670.8125, Reward: -47737.4336
    full cols: 167, non-full cols: 0
   r - labels: 8, labels - r: 2
    violated: 3963, weighted: 43.55474853515625, len: 0.0, nonzero: 0.1103038340806961
Epoch 7600, Total loss: -10268683.0000, CE loss: 2.9158, RL loss: -102686.8281, Reward: -48084.7715
    full cols: 167, non-full cols: 1
   r - labels: 9, labels - r: 2
    violated: 3903, weighted: 62.0755615234375, len: 0.0, nonzero: 0.11086113005876541
Epoch 7700, Total loss: -61819576.0000, CE loss: 2.9159, RL loss: -618195.7500, Reward: -48255.4570
    full cols: 169, non-full cols: 0
   r - labels: 10, labels - r: 2
    violated: 3963, weighted: 72.89048767089844, len: 0.0, nonzero: 0.1116248369216919
Epoch 7800, Total loss: -101322552.0000, CE loss: 2.9158, RL loss: -1013225.5000, Reward: -48359.8750
    full cols: 168, non-full cols: 0
   r - labels: 9, labels - r: 2
    violated: 3963, weighted: 72.55746459960938, len: 0.0, nonzero: 0.110964335501194
Epoch 7900, Total loss: 27511356.0000, CE loss: 2.9156, RL loss: 275113.5625, Reward: -48036.4746
    full cols: 168, non-full cols: 1
   r - labels: 10, labels - r: 2
    violated: 3945, weighted: 79.22330474853516, len: 0.0, nonzero: 0.11118106544017792
--- eval ---
prediction result:
f1 on test:    0.3831
f1 on test:    0.6488 (micro)
f1 on KB:      0.4028
integrated f1: 0.3966, w_data: 0.3000, w_klg: 0.7000

integrated result:
f1 on test:    0.3532
f1 on test:    0.6744 (micro)
f1 on KB:      0.6051
integrated f1: 0.5295, w_data: 0.3000, w_klg: 0.7000
------------
Epoch 8000, Total loss: -23088474.0000, CE loss: 2.9157, RL loss: -230884.7344, Reward: -48163.8398
    full cols: 168, non-full cols: 1
   r - labels: 10, labels - r: 2
    violated: 3960, weighted: 73.55723571777344, len: 0.0, nonzero: 0.11099530011415482
------ ABL Loop 1 ------
--- eval ---
prediction result:
f1 on test:    0.3831
f1 on test:    0.6488 (micro)
f1 on KB:      0.4028
integrated f1: 0.3941, w_data: 0.4246, w_klg: 0.5754

integrated result:
f1 on test:    0.3532
f1 on test:    0.6744 (micro)
f1 on KB:      0.6051
integrated f1: 0.4981, w_data: 0.4246, w_klg: 0.5754
------------
integrated f1 0.3941
Iteration 0: Loss = 25647.541016
|Xk-Y|_F:  25647.541016, |X-X0|:  0.000000
rounded |X_k-Y|_0 = 25647, f1 =  0.378473, approx slack: 48710
rounded before pow |X_k-Y|_0 = 25647, f1 =  0.378473

Iteration 20: Loss = 22272.242188
|Xk-Y|_F:  21133.371094, |X-X0|:  1138.870117
rounded |X_k-Y|_0 = 21291, f1 =  0.609641, approx slack: 528814
rounded before pow |X_k-Y|_0 = 54230, f1 =  0.401326

Iteration 40: Loss = 21562.648438
|Xk-Y|_F:  20794.267578, |X-X0|:  768.380249
rounded |X_k-Y|_0 = 21029, f1 =  0.618031, approx slack: 629862
rounded before pow |X_k-Y|_0 = 58085, f1 =  0.396220

Iteration 60: Loss = 21216.988281
|Xk-Y|_F:  20574.503906, |X-X0|:  642.485352
rounded |X_k-Y|_0 = 20680, f1 =  0.628721, approx slack: 624385
rounded before pow |X_k-Y|_0 = 70356, f1 =  0.375484

Iteration 80: Loss = 21035.246094
|Xk-Y|_F:  20447.093750, |X-X0|:  588.153076
rounded |X_k-Y|_0 = 20536, f1 =  0.632946, approx slack: 608723
rounded before pow |X_k-Y|_0 = 70055, f1 =  0.375918

Iteration 100: Loss = 20904.886719
|Xk-Y|_F:  20366.281250, |X-X0|:  538.604675
rounded |X_k-Y|_0 = 20454, f1 =  0.635324, approx slack: 549286
rounded before pow |X_k-Y|_0 = 59533, f1 =  0.393953

Iteration 120: Loss = 20822.658203
|Xk-Y|_F:  20305.224609, |X-X0|:  517.433472
rounded |X_k-Y|_0 = 20376, f1 =  0.637579, approx slack: 544176
rounded before pow |X_k-Y|_0 = 59532, f1 =  0.394038

Iteration 140: Loss = 20761.833984
|Xk-Y|_F:  20259.505859, |X-X0|:  502.328674
rounded |X_k-Y|_0 = 20324, f1 =  0.639016, approx slack: 526912
rounded before pow |X_k-Y|_0 = 59225, f1 =  0.394673

Iteration 160: Loss = 20709.814453
|Xk-Y|_F:  20224.150391, |X-X0|:  485.663696
rounded |X_k-Y|_0 = 20300, f1 =  0.639704, approx slack: 512312
rounded before pow |X_k-Y|_0 = 58659, f1 =  0.395805

Iteration 180: Loss = 20670.361328
|Xk-Y|_F:  20196.427734, |X-X0|:  473.933838
rounded |X_k-Y|_0 = 20285, f1 =  0.640088, approx slack: 508583
rounded before pow |X_k-Y|_0 = 58333, f1 =  0.396465

Iteration 200: Loss = 20635.302734
|Xk-Y|_F:  20174.427734, |X-X0|:  460.874054
rounded |X_k-Y|_0 = 20272, f1 =  0.640422, approx slack: 498509
rounded before pow |X_k-Y|_0 = 57882, f1 =  0.397390

Iteration 220: Loss = 20607.015625
|Xk-Y|_F:  20154.111328, |X-X0|:  452.904053
rounded |X_k-Y|_0 = 20240, f1 =  0.641304, approx slack: 489434
rounded before pow |X_k-Y|_0 = 57659, f1 =  0.397843

Iteration 240: Loss = 20584.843750
|Xk-Y|_F:  20137.453125, |X-X0|:  447.389740
rounded |X_k-Y|_0 = 20215, f1 =  0.641968, approx slack: 487028
rounded before pow |X_k-Y|_0 = 57530, f1 =  0.398112

Iteration 260: Loss = 20564.376953
|Xk-Y|_F:  20123.328125, |X-X0|:  441.048340
rounded |X_k-Y|_0 = 20191, f1 =  0.642611, approx slack: 484316
rounded before pow |X_k-Y|_0 = 57527, f1 =  0.398118

Iteration 280: Loss = 20548.847656
|Xk-Y|_F:  20110.404297, |X-X0|:  438.442688
rounded |X_k-Y|_0 = 20166, f1 =  0.643269, approx slack: 484247
rounded before pow |X_k-Y|_0 = 57475, f1 =  0.398227

Iteration 300: Loss = 20532.480469
|Xk-Y|_F:  20098.531250, |X-X0|:  433.948547
rounded |X_k-Y|_0 = 20156, f1 =  0.643531, approx slack: 471300
rounded before pow |X_k-Y|_0 = 56767, f1 =  0.399724

Iteration 320: Loss = 20518.333984
|Xk-Y|_F:  20088.482422, |X-X0|:  429.851288
rounded |X_k-Y|_0 = 20144, f1 =  0.643827, approx slack: 469356
rounded before pow |X_k-Y|_0 = 56504, f1 =  0.400289

Iteration 340: Loss = 20506.183594
|Xk-Y|_F:  20078.425781, |X-X0|:  427.757294
rounded |X_k-Y|_0 = 20141, f1 =  0.643910, approx slack: 460124
rounded before pow |X_k-Y|_0 = 55704, f1 =  0.401977

Iteration 360: Loss = 20493.666016
|Xk-Y|_F:  20068.265625, |X-X0|:  425.401031
rounded |X_k-Y|_0 = 20126, f1 =  0.644310, approx slack: 457616
rounded before pow |X_k-Y|_0 = 55518, f1 =  0.402390

Iteration 380: Loss = 20480.976562
|Xk-Y|_F:  20059.421875, |X-X0|:  421.554657
rounded |X_k-Y|_0 = 20116, f1 =  0.644560, approx slack: 456399
rounded before pow |X_k-Y|_0 = 55396, f1 =  0.402662

Iteration 400: Loss = 20469.734375
|Xk-Y|_F:  20051.412109, |X-X0|:  418.321381
rounded |X_k-Y|_0 = 20116, f1 =  0.644562, approx slack: 452596
rounded before pow |X_k-Y|_0 = 55164, f1 =  0.403182

Iteration 420: Loss = 20459.775391
|Xk-Y|_F:  20043.734375, |X-X0|:  416.040833
rounded |X_k-Y|_0 = 20115, f1 =  0.644587, approx slack: 452607
rounded before pow |X_k-Y|_0 = 55164, f1 =  0.403182

Iteration 440: Loss = 20448.970703
|Xk-Y|_F:  20036.511719, |X-X0|:  412.458740
rounded |X_k-Y|_0 = 20109, f1 =  0.644736, approx slack: 452526
rounded before pow |X_k-Y|_0 = 55164, f1 =  0.403182

Iteration 460: Loss = 20439.613281
|Xk-Y|_F:  20029.523438, |X-X0|:  410.089325
rounded |X_k-Y|_0 = 20098, f1 =  0.645024, approx slack: 451046
rounded before pow |X_k-Y|_0 = 55116, f1 =  0.403290

Iteration 480: Loss = 20431.458984
|Xk-Y|_F:  20023.294922, |X-X0|:  408.164795
rounded |X_k-Y|_0 = 20098, f1 =  0.645018, approx slack: 450964
rounded before pow |X_k-Y|_0 = 55116, f1 =  0.403290

Iteration 500: Loss = 20423.308594
|Xk-Y|_F:  20017.099609, |X-X0|:  406.209747
rounded |X_k-Y|_0 = 20088, f1 =  0.645276, approx slack: 450733
rounded before pow |X_k-Y|_0 = 55116, f1 =  0.403290

Iteration 520: Loss = 20415.382812
|Xk-Y|_F:  20010.837891, |X-X0|:  404.545837
rounded |X_k-Y|_0 = 20074, f1 =  0.645644, approx slack: 447997
rounded before pow |X_k-Y|_0 = 54989, f1 =  0.403577

Iteration 540: Loss = 20407.519531
|Xk-Y|_F:  20005.162109, |X-X0|:  402.358124
rounded |X_k-Y|_0 = 20069, f1 =  0.645773, approx slack: 447897
rounded before pow |X_k-Y|_0 = 54989, f1 =  0.403577

Iteration 560: Loss = 20399.626953
|Xk-Y|_F:  19999.664062, |X-X0|:  399.963440
rounded |X_k-Y|_0 = 20059, f1 =  0.646040, approx slack: 447619
rounded before pow |X_k-Y|_0 = 54823, f1 =  0.403954

Iteration 580: Loss = 20392.121094
|Xk-Y|_F:  19994.445312, |X-X0|:  397.674866
rounded |X_k-Y|_0 = 20045, f1 =  0.646403, approx slack: 456959
rounded before pow |X_k-Y|_0 = 54854, f1 =  0.403884

Iteration 600: Loss = 20382.792969
|Xk-Y|_F:  19988.638672, |X-X0|:  394.154755
rounded |X_k-Y|_0 = 20042, f1 =  0.646479, approx slack: 457561
rounded before pow |X_k-Y|_0 = 54888, f1 =  0.403826

Iteration 620: Loss = 20374.740234
|Xk-Y|_F:  19982.951172, |X-X0|:  391.789246
rounded |X_k-Y|_0 = 20026, f1 =  0.646892, approx slack: 457497
rounded before pow |X_k-Y|_0 = 54888, f1 =  0.403826

Iteration 640: Loss = 20365.201172
|Xk-Y|_F:  19978.007812, |X-X0|:  387.192749
rounded |X_k-Y|_0 = 20018, f1 =  0.647099, approx slack: 440014
rounded before pow |X_k-Y|_0 = 54093, f1 =  0.405638

Iteration 660: Loss = 20353.589844
|Xk-Y|_F:  19972.875000, |X-X0|:  380.715088
rounded |X_k-Y|_0 = 20010, f1 =  0.647308, approx slack: 438718
rounded before pow |X_k-Y|_0 = 54163, f1 =  0.405474

Iteration 680: Loss = 20344.333984
|Xk-Y|_F:  19967.730469, |X-X0|:  376.603088
rounded |X_k-Y|_0 = 20008, f1 =  0.647359, approx slack: 438461
rounded before pow |X_k-Y|_0 = 54117, f1 =  0.405582

Iteration 700: Loss = 20335.974609
|Xk-Y|_F:  19962.693359, |X-X0|:  373.281372
rounded |X_k-Y|_0 = 19998, f1 =  0.647620, approx slack: 437987
rounded before pow |X_k-Y|_0 = 53981, f1 =  0.405890

Iteration 720: Loss = 20327.958984
|Xk-Y|_F:  19958.697266, |X-X0|:  369.261536
rounded |X_k-Y|_0 = 19994, f1 =  0.647724, approx slack: 437911
rounded before pow |X_k-Y|_0 = 53981, f1 =  0.405890

Iteration 740: Loss = 20320.310547
|Xk-Y|_F:  19953.837891, |X-X0|:  366.473450
rounded |X_k-Y|_0 = 19988, f1 =  0.647881, approx slack: 437103
rounded before pow |X_k-Y|_0 = 53918, f1 =  0.406037

Iteration 760: Loss = 20313.230469
|Xk-Y|_F:  19949.515625, |X-X0|:  363.713867
rounded |X_k-Y|_0 = 19987, f1 =  0.647908, approx slack: 436854
rounded before pow |X_k-Y|_0 = 53914, f1 =  0.406047

Iteration 780: Loss = 20307.312500
|Xk-Y|_F:  19945.609375, |X-X0|:  361.703064
rounded |X_k-Y|_0 = 19984, f1 =  0.647977, approx slack: 436390
rounded before pow |X_k-Y|_0 = 53619, f1 =  0.406642

Iteration 800: Loss = 20298.898438
|Xk-Y|_F:  19941.572266, |X-X0|:  357.327026
rounded |X_k-Y|_0 = 19979, f1 =  0.648109, approx slack: 434690
rounded before pow |X_k-Y|_0 = 53551, f1 =  0.406804

Iteration 820: Loss = 20291.558594
|Xk-Y|_F:  19937.914062, |X-X0|:  353.645325
rounded |X_k-Y|_0 = 19978, f1 =  0.648134, approx slack: 432997
rounded before pow |X_k-Y|_0 = 53418, f1 =  0.407121

Iteration 840: Loss = 20285.005859
|Xk-Y|_F:  19933.552734, |X-X0|:  351.452637
rounded |X_k-Y|_0 = 19973, f1 =  0.648264, approx slack: 432829
rounded before pow |X_k-Y|_0 = 53418, f1 =  0.407121

Iteration 860: Loss = 20277.964844
|Xk-Y|_F:  19927.960938, |X-X0|:  350.003937
rounded |X_k-Y|_0 = 19976, f1 =  0.648183, approx slack: 433345
rounded before pow |X_k-Y|_0 = 53414, f1 =  0.407221

Iteration 880: Loss = 20266.302734
|Xk-Y|_F:  19918.660156, |X-X0|:  347.643372
rounded |X_k-Y|_0 = 19962, f1 =  0.648553, approx slack: 426727
rounded before pow |X_k-Y|_0 = 53338, f1 =  0.407403

Iteration 900: Loss = 20258.484375
|Xk-Y|_F:  19913.212891, |X-X0|:  345.271301
rounded |X_k-Y|_0 = 19950, f1 =  0.648869, approx slack: 444963
rounded before pow |X_k-Y|_0 = 53397, f1 =  0.407262

Iteration 920: Loss = 20251.058594
|Xk-Y|_F:  19909.078125, |X-X0|:  341.980774
rounded |X_k-Y|_0 = 19952, f1 =  0.648820, approx slack: 443611
rounded before pow |X_k-Y|_0 = 53689, f1 =  0.406668

Iteration 940: Loss = 20245.773438
|Xk-Y|_F:  19906.093750, |X-X0|:  339.679565
rounded |X_k-Y|_0 = 19949, f1 =  0.648894, approx slack: 442941
rounded before pow |X_k-Y|_0 = 53581, f1 =  0.406924

Iteration 960: Loss = 20237.730469
|Xk-Y|_F:  19902.667969, |X-X0|:  335.061523
rounded |X_k-Y|_0 = 19952, f1 =  0.648814, approx slack: 439396
rounded before pow |X_k-Y|_0 = 53376, f1 =  0.407251

Iteration 980: Loss = 20234.509766
|Xk-Y|_F:  19900.011719, |X-X0|:  334.498352
rounded |X_k-Y|_0 = 19945, f1 =  0.649000, approx slack: 435094
rounded before pow |X_k-Y|_0 = 52998, f1 =  0.407734

Iteration 1000: Loss = 20228.312500
|Xk-Y|_F:  19897.013672, |X-X0|:  331.298523
rounded |X_k-Y|_0 = 19937, f1 =  0.649205, approx slack: 403499
rounded before pow |X_k-Y|_0 = 50260, f1 =  0.411547

Iteration 1020: Loss = 20221.806641
|Xk-Y|_F:  19894.935547, |X-X0|:  326.871277
rounded |X_k-Y|_0 = 19928, f1 =  0.649437, approx slack: 391768
rounded before pow |X_k-Y|_0 = 49304, f1 =  0.412873

Iteration 1040: Loss = 20217.134766
|Xk-Y|_F:  19892.207031, |X-X0|:  324.927124
rounded |X_k-Y|_0 = 19927, f1 =  0.649467, approx slack: 391553
rounded before pow |X_k-Y|_0 = 49304, f1 =  0.412873

Iteration 1060: Loss = 20212.050781
|Xk-Y|_F:  19889.146484, |X-X0|:  322.903839
rounded |X_k-Y|_0 = 19925, f1 =  0.649513, approx slack: 391492
rounded before pow |X_k-Y|_0 = 49304, f1 =  0.412873

Iteration 1080: Loss = 20205.933594
|Xk-Y|_F:  19887.015625, |X-X0|:  318.917450
rounded |X_k-Y|_0 = 19926, f1 =  0.649487, approx slack: 374644
rounded before pow |X_k-Y|_0 = 48353, f1 =  0.415011

Iteration 1100: Loss = 20201.382812
|Xk-Y|_F:  19883.800781, |X-X0|:  317.582397
rounded |X_k-Y|_0 = 19900, f1 =  0.650165, approx slack: 217690
rounded before pow |X_k-Y|_0 = 34506, f1 =  0.448629

Iteration 1120: Loss = 20199.519531
|Xk-Y|_F:  19882.816406, |X-X0|:  316.702881
rounded |X_k-Y|_0 = 19909, f1 =  0.649932, approx slack: 196739
rounded before pow |X_k-Y|_0 = 32694, f1 =  0.455411

Iteration 1140: Loss = 20195.646484
|Xk-Y|_F:  19882.347656, |X-X0|:  313.298126
rounded |X_k-Y|_0 = 19904, f1 =  0.650063, approx slack: 196622
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1160: Loss = 20190.767578
|Xk-Y|_F:  19877.523438, |X-X0|:  313.244507
rounded |X_k-Y|_0 = 19896, f1 =  0.650272, approx slack: 196541
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1180: Loss = 20187.400391
|Xk-Y|_F:  19876.085938, |X-X0|:  311.314575
rounded |X_k-Y|_0 = 19887, f1 =  0.650505, approx slack: 196470
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1200: Loss = 20186.205078
|Xk-Y|_F:  19876.371094, |X-X0|:  309.833618
rounded |X_k-Y|_0 = 19892, f1 =  0.650377, approx slack: 196377
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1220: Loss = 20180.361328
|Xk-Y|_F:  19871.521484, |X-X0|:  308.839355
rounded |X_k-Y|_0 = 19892, f1 =  0.650377, approx slack: 196292
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1240: Loss = 20176.640625
|Xk-Y|_F:  19869.404297, |X-X0|:  307.236389
rounded |X_k-Y|_0 = 19897, f1 =  0.650245, approx slack: 196053
rounded before pow |X_k-Y|_0 = 32647, f1 =  0.455716

Iteration 1260: Loss = 20173.062500
|Xk-Y|_F:  19867.636719, |X-X0|:  305.425751
rounded |X_k-Y|_0 = 19885, f1 =  0.650559, approx slack: 195754
rounded before pow |X_k-Y|_0 = 32514, f1 =  0.456403

Iteration 1280: Loss = 20168.353516
|Xk-Y|_F:  19865.833984, |X-X0|:  302.519318
rounded |X_k-Y|_0 = 19894, f1 =  0.650323, approx slack: 195625
rounded before pow |X_k-Y|_0 = 32482, f1 =  0.456577

Iteration 1300: Loss = 20163.787109
|Xk-Y|_F:  19862.205078, |X-X0|:  301.581360
rounded |X_k-Y|_0 = 19888, f1 =  0.650480, approx slack: 195619
rounded before pow |X_k-Y|_0 = 32482, f1 =  0.456577

Iteration 1320: Loss = 20159.998047
|Xk-Y|_F:  19860.763672, |X-X0|:  299.233582
rounded |X_k-Y|_0 = 19882, f1 =  0.650634, approx slack: 193641
rounded before pow |X_k-Y|_0 = 32394, f1 =  0.457158

Iteration 1340: Loss = 20156.179688
|Xk-Y|_F:  19859.099609, |X-X0|:  297.080902
rounded |X_k-Y|_0 = 19886, f1 =  0.650527, approx slack: 193608
rounded before pow |X_k-Y|_0 = 32394, f1 =  0.457158

Iteration 1360: Loss = 20155.667969
|Xk-Y|_F:  19857.664062, |X-X0|:  298.003357
rounded |X_k-Y|_0 = 19875, f1 =  0.650814, approx slack: 193565
rounded before pow |X_k-Y|_0 = 32394, f1 =  0.457158

Iteration 1380: Loss = 20153.441406
|Xk-Y|_F:  19855.761719, |X-X0|:  297.680664
rounded |X_k-Y|_0 = 19875, f1 =  0.650820, approx slack: 190856
rounded before pow |X_k-Y|_0 = 32396, f1 =  0.457217

Iteration 1400: Loss = 20148.332031
|Xk-Y|_F:  19853.187500, |X-X0|:  295.143982
rounded |X_k-Y|_0 = 19875, f1 =  0.650814, approx slack: 188199
rounded before pow |X_k-Y|_0 = 32279, f1 =  0.457833

Iteration 1420: Loss = 20146.667969
|Xk-Y|_F:  19850.472656, |X-X0|:  296.194611
rounded |X_k-Y|_0 = 19869, f1 =  0.650969, approx slack: 190618
rounded before pow |X_k-Y|_0 = 32320, f1 =  0.457705

Iteration 1440: Loss = 20142.150391
|Xk-Y|_F:  19848.371094, |X-X0|:  293.779266
rounded |X_k-Y|_0 = 19867, f1 =  0.651019, approx slack: 187991
rounded before pow |X_k-Y|_0 = 32201, f1 =  0.458339

Iteration 1460: Loss = 20137.423828
|Xk-Y|_F:  19846.316406, |X-X0|:  291.106720
rounded |X_k-Y|_0 = 19873, f1 =  0.650854, approx slack: 183302
rounded before pow |X_k-Y|_0 = 31949, f1 =  0.460039

Iteration 1480: Loss = 20135.955078
|Xk-Y|_F:  19844.089844, |X-X0|:  291.865234
rounded |X_k-Y|_0 = 19861, f1 =  0.651162, approx slack: 183172
rounded before pow |X_k-Y|_0 = 31949, f1 =  0.460039

Iteration 1500: Loss = 20135.958984
|Xk-Y|_F:  19844.136719, |X-X0|:  291.823029
rounded |X_k-Y|_0 = 19862, f1 =  0.651140, approx slack: 183158
rounded before pow |X_k-Y|_0 = 31949, f1 =  0.460039

Iteration 1520: Loss = 20130.433594
|Xk-Y|_F:  19840.318359, |X-X0|:  290.115173
rounded |X_k-Y|_0 = 19864, f1 =  0.651090, approx slack: 182880
rounded before pow |X_k-Y|_0 = 31902, f1 =  0.460217

Iteration 1540: Loss = 20125.835938
|Xk-Y|_F:  19836.605469, |X-X0|:  289.229736
rounded |X_k-Y|_0 = 19853, f1 =  0.651373, approx slack: 182785
rounded before pow |X_k-Y|_0 = 31886, f1 =  0.460328

Iteration 1560: Loss = 20122.259766
|Xk-Y|_F:  19834.765625, |X-X0|:  287.493713
rounded |X_k-Y|_0 = 19851, f1 =  0.651423, approx slack: 182544
rounded before pow |X_k-Y|_0 = 31885, f1 =  0.460335

Iteration 1580: Loss = 20118.748047
|Xk-Y|_F:  19833.132812, |X-X0|:  285.614563
rounded |X_k-Y|_0 = 19846, f1 =  0.651548, approx slack: 182431
rounded before pow |X_k-Y|_0 = 31885, f1 =  0.460335

Iteration 1600: Loss = 20116.437500
|Xk-Y|_F:  19829.785156, |X-X0|:  286.651367
rounded |X_k-Y|_0 = 19841, f1 =  0.651687, approx slack: 182664
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1620: Loss = 20112.285156
|Xk-Y|_F:  19827.486328, |X-X0|:  284.799255
rounded |X_k-Y|_0 = 19840, f1 =  0.651710, approx slack: 182551
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1640: Loss = 20111.160156
|Xk-Y|_F:  19826.119141, |X-X0|:  285.041565
rounded |X_k-Y|_0 = 19833, f1 =  0.651891, approx slack: 182333
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1660: Loss = 20106.371094
|Xk-Y|_F:  19824.365234, |X-X0|:  282.005676
rounded |X_k-Y|_0 = 19834, f1 =  0.651868, approx slack: 182223
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1680: Loss = 20103.746094
|Xk-Y|_F:  19824.658203, |X-X0|:  279.088074
rounded |X_k-Y|_0 = 19840, f1 =  0.651702, approx slack: 182165
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1700: Loss = 20102.277344
|Xk-Y|_F:  19820.576172, |X-X0|:  281.701660
rounded |X_k-Y|_0 = 19832, f1 =  0.651917, approx slack: 182129
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1720: Loss = 20105.148438
|Xk-Y|_F:  19821.972656, |X-X0|:  283.175690
rounded |X_k-Y|_0 = 19815, f1 =  0.652352, approx slack: 182128
rounded before pow |X_k-Y|_0 = 31991, f1 =  0.459713

Iteration 1740: Loss = 20096.695312
|Xk-Y|_F:  19818.570312, |X-X0|:  278.125671
rounded |X_k-Y|_0 = 19813, f1 =  0.652403, approx slack: 181650
rounded before pow |X_k-Y|_0 = 31934, f1 =  0.460051

Iteration 1760: Loss = 20096.542969
|Xk-Y|_F:  19817.529297, |X-X0|:  279.014648
rounded |X_k-Y|_0 = 19813, f1 =  0.652401, approx slack: 181642
rounded before pow |X_k-Y|_0 = 31934, f1 =  0.460051

Iteration 1780: Loss = 20092.855469
|Xk-Y|_F:  19816.035156, |X-X0|:  276.819397
rounded |X_k-Y|_0 = 19808, f1 =  0.652526, approx slack: 181542
rounded before pow |X_k-Y|_0 = 31934, f1 =  0.460051

Iteration 1800: Loss = 20090.562500
|Xk-Y|_F:  19814.119141, |X-X0|:  276.443970
rounded |X_k-Y|_0 = 19806, f1 =  0.652576, approx slack: 181559
rounded before pow |X_k-Y|_0 = 31934, f1 =  0.460051

Iteration 1820: Loss = 20089.783203
|Xk-Y|_F:  19814.144531, |X-X0|:  275.638702
rounded |X_k-Y|_0 = 19802, f1 =  0.652681, approx slack: 181506
rounded before pow |X_k-Y|_0 = 31926, f1 =  0.460069

Iteration 1840: Loss = 20084.710938
|Xk-Y|_F:  19811.876953, |X-X0|:  272.834167
rounded |X_k-Y|_0 = 19805, f1 =  0.652602, approx slack: 181470
rounded before pow |X_k-Y|_0 = 31926, f1 =  0.460069

Iteration 1860: Loss = 20084.230469
|Xk-Y|_F:  19811.503906, |X-X0|:  272.725830
rounded |X_k-Y|_0 = 19811, f1 =  0.652451, approx slack: 180495
rounded before pow |X_k-Y|_0 = 31923, f1 =  0.460090

Iteration 1880: Loss = 20087.433594
|Xk-Y|_F:  19811.912109, |X-X0|:  275.521942
rounded |X_k-Y|_0 = 19796, f1 =  0.652844, approx slack: 180424
rounded before pow |X_k-Y|_0 = 31923, f1 =  0.460090

Iteration 1900: Loss = 20079.453125
|Xk-Y|_F:  19807.503906, |X-X0|:  271.949341
rounded |X_k-Y|_0 = 19792, f1 =  0.652943, approx slack: 180220
rounded before pow |X_k-Y|_0 = 31923, f1 =  0.460090

Iteration 1920: Loss = 20079.416016
|Xk-Y|_F:  19807.980469, |X-X0|:  271.435547
rounded |X_k-Y|_0 = 19798, f1 =  0.652788, approx slack: 180151
rounded before pow |X_k-Y|_0 = 31978, f1 =  0.459894

Iteration 1940: Loss = 20075.369141
|Xk-Y|_F:  19806.894531, |X-X0|:  268.473755
rounded |X_k-Y|_0 = 19803, f1 =  0.652651, approx slack: 177208
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 1960: Loss = 20074.705078
|Xk-Y|_F:  19805.408203, |X-X0|:  269.296234
rounded |X_k-Y|_0 = 19786, f1 =  0.653096, approx slack: 177186
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 1980: Loss = 20073.085938
|Xk-Y|_F:  19804.330078, |X-X0|:  268.755890
rounded |X_k-Y|_0 = 19784, f1 =  0.653140, approx slack: 177172
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2000: Loss = 20071.078125
|Xk-Y|_F:  19803.085938, |X-X0|:  267.992889
rounded |X_k-Y|_0 = 19773, f1 =  0.653423, approx slack: 177174
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2020: Loss = 20070.244141
|Xk-Y|_F:  19801.753906, |X-X0|:  268.490143
rounded |X_k-Y|_0 = 19784, f1 =  0.653143, approx slack: 177061
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2040: Loss = 20068.156250
|Xk-Y|_F:  19800.958984, |X-X0|:  267.197723
rounded |X_k-Y|_0 = 19783, f1 =  0.653167, approx slack: 177202
rounded before pow |X_k-Y|_0 = 31817, f1 =  0.461010

Iteration 2060: Loss = 20071.367188
|Xk-Y|_F:  19802.935547, |X-X0|:  268.431702
rounded |X_k-Y|_0 = 19789, f1 =  0.653015, approx slack: 177049
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2080: Loss = 20064.308594
|Xk-Y|_F:  19798.378906, |X-X0|:  265.930511
rounded |X_k-Y|_0 = 19778, f1 =  0.653295, approx slack: 176907
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2100: Loss = 20066.656250
|Xk-Y|_F:  19800.001953, |X-X0|:  266.654053
rounded |X_k-Y|_0 = 19785, f1 =  0.653117, approx slack: 176886
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2120: Loss = 20061.394531
|Xk-Y|_F:  19798.318359, |X-X0|:  263.076843
rounded |X_k-Y|_0 = 19782, f1 =  0.653187, approx slack: 176854
rounded before pow |X_k-Y|_0 = 31762, f1 =  0.461210

Iteration 2140: Loss = 20068.457031
|Xk-Y|_F:  19802.169922, |X-X0|:  266.287018
rounded |X_k-Y|_0 = 19781, f1 =  0.653219, approx slack: 177907
rounded before pow |X_k-Y|_0 = 31868, f1 =  0.460489

Iteration 2160: Loss = 20057.935547
|Xk-Y|_F:  19794.453125, |X-X0|:  263.483368
rounded |X_k-Y|_0 = 19772, f1 =  0.653445, approx slack: 177807
rounded before pow |X_k-Y|_0 = 31868, f1 =  0.460489

Iteration 2180: Loss = 20058.861328
|Xk-Y|_F:  19794.083984, |X-X0|:  264.776733
rounded |X_k-Y|_0 = 19768, f1 =  0.653555, approx slack: 177688
rounded before pow |X_k-Y|_0 = 31868, f1 =  0.460489

Iteration 2200: Loss = 20061.039062
|Xk-Y|_F:  19795.996094, |X-X0|:  265.042725
rounded |X_k-Y|_0 = 19777, f1 =  0.653325, approx slack: 177680
rounded before pow |X_k-Y|_0 = 31868, f1 =  0.460489

Iteration 2220: Loss = 20063.058594
|Xk-Y|_F:  19797.064453, |X-X0|:  265.994354
rounded |X_k-Y|_0 = 19767, f1 =  0.653584, approx slack: 177629
rounded before pow |X_k-Y|_0 = 31870, f1 =  0.460439

Iteration 2240: Loss = 20052.794922
|Xk-Y|_F:  19791.166016, |X-X0|:  261.628143
rounded |X_k-Y|_0 = 19772, f1 =  0.653449, approx slack: 173831
rounded before pow |X_k-Y|_0 = 31503, f1 =  0.462714

Iteration 2260: Loss = 20058.888672
|Xk-Y|_F:  19796.218750, |X-X0|:  262.669800
rounded |X_k-Y|_0 = 19776, f1 =  0.653347, approx slack: 173444
rounded before pow |X_k-Y|_0 = 31430, f1 =  0.463128

Iteration 2280: Loss = 20052.250000
|Xk-Y|_F:  19792.316406, |X-X0|:  259.933411
rounded |X_k-Y|_0 = 19771, f1 =  0.653474, approx slack: 172591
rounded before pow |X_k-Y|_0 = 31085, f1 =  0.464909

Iteration 2300: Loss = 20051.130859
|Xk-Y|_F:  19791.517578, |X-X0|:  259.613220
rounded |X_k-Y|_0 = 19769, f1 =  0.653529, approx slack: 172507
rounded before pow |X_k-Y|_0 = 31085, f1 =  0.464909

Iteration 2320: Loss = 20044.572266
|Xk-Y|_F:  19788.048828, |X-X0|:  256.523438
rounded |X_k-Y|_0 = 19771, f1 =  0.653465, approx slack: 171718
rounded before pow |X_k-Y|_0 = 31026, f1 =  0.465349

Iteration 2340: Loss = 20042.265625
|Xk-Y|_F:  19785.658203, |X-X0|:  256.608368
rounded |X_k-Y|_0 = 19765, f1 =  0.653628, approx slack: 171635
rounded before pow |X_k-Y|_0 = 31026, f1 =  0.465349

Iteration 2360: Loss = 20042.439453
|Xk-Y|_F:  19786.347656, |X-X0|:  256.092590
rounded |X_k-Y|_0 = 19761, f1 =  0.653725, approx slack: 171566
rounded before pow |X_k-Y|_0 = 31024, f1 =  0.465364

Iteration 2380: Loss = 20042.216797
|Xk-Y|_F:  19787.375000, |X-X0|:  254.841309
rounded |X_k-Y|_0 = 19766, f1 =  0.653599, approx slack: 171534
rounded before pow |X_k-Y|_0 = 31024, f1 =  0.465364

Iteration 2400: Loss = 20041.845703
|Xk-Y|_F:  19785.763672, |X-X0|:  256.081360
rounded |X_k-Y|_0 = 19766, f1 =  0.653600, approx slack: 171517
rounded before pow |X_k-Y|_0 = 31024, f1 =  0.465364

Iteration 2420: Loss = 20038.173828
|Xk-Y|_F:  19782.458984, |X-X0|:  255.714661
rounded |X_k-Y|_0 = 19756, f1 =  0.653856, approx slack: 173980
rounded before pow |X_k-Y|_0 = 31293, f1 =  0.463413

Iteration 2440: Loss = 20036.386719
|Xk-Y|_F:  19781.824219, |X-X0|:  254.562256
rounded |X_k-Y|_0 = 19758, f1 =  0.653805, approx slack: 172171
rounded before pow |X_k-Y|_0 = 31051, f1 =  0.465200

Iteration 2460: Loss = 20034.019531
|Xk-Y|_F:  19779.917969, |X-X0|:  254.102188
rounded |X_k-Y|_0 = 19741, f1 =  0.654240, approx slack: 172162
rounded before pow |X_k-Y|_0 = 31051, f1 =  0.465200

Iteration 2480: Loss = 20062.716797
|Xk-Y|_F:  19791.492188, |X-X0|:  271.224731
rounded |X_k-Y|_0 = 19755, f1 =  0.653894, approx slack: 173683
rounded before pow |X_k-Y|_0 = 31196, f1 =  0.464387

Iteration 2500: Loss = 20038.943359
|Xk-Y|_F:  19782.630859, |X-X0|:  256.311707
rounded |X_k-Y|_0 = 19759, f1 =  0.653781, approx slack: 173651
rounded before pow |X_k-Y|_0 = 31193, f1 =  0.464409

Iteration 2520: Loss = 20028.808594
|Xk-Y|_F:  19776.695312, |X-X0|:  252.113464
rounded |X_k-Y|_0 = 19748, f1 =  0.654061, approx slack: 172095
rounded before pow |X_k-Y|_0 = 31051, f1 =  0.465200

Iteration 2540: Loss = 20028.607422
|Xk-Y|_F:  19775.802734, |X-X0|:  252.805450
rounded |X_k-Y|_0 = 19756, f1 =  0.653856, approx slack: 172006
rounded before pow |X_k-Y|_0 = 31051, f1 =  0.465200

Iteration 2560: Loss = 20030.363281
|Xk-Y|_F:  19775.214844, |X-X0|:  255.148056
rounded |X_k-Y|_0 = 19749, f1 =  0.654037, approx slack: 172034
rounded before pow |X_k-Y|_0 = 31051, f1 =  0.465200

Iteration 2580: Loss = 20055.392578
|Xk-Y|_F:  19777.949219, |X-X0|:  277.443970
rounded |X_k-Y|_0 = 19742, f1 =  0.654219, approx slack: 186416
rounded before pow |X_k-Y|_0 = 31742, f1 =  0.460760

Iteration 2600: Loss = 20031.882812
|Xk-Y|_F:  19773.914062, |X-X0|:  257.967773
rounded |X_k-Y|_0 = 19748, f1 =  0.654064, approx slack: 190050
rounded before pow |X_k-Y|_0 = 32062, f1 =  0.459319

Iteration 2620: Loss = 20040.039062
|Xk-Y|_F:  19779.404297, |X-X0|:  260.635590
rounded |X_k-Y|_0 = 19742, f1 =  0.654211, approx slack: 181364
rounded before pow |X_k-Y|_0 = 31844, f1 =  0.461298

Iteration 2640: Loss = 20036.431641
|Xk-Y|_F:  19774.554688, |X-X0|:  261.877808
rounded |X_k-Y|_0 = 19736, f1 =  0.654365, approx slack: 177570
rounded before pow |X_k-Y|_0 = 31376, f1 =  0.463630

Iteration 2660: Loss = 20031.171875
|Xk-Y|_F:  19774.888672, |X-X0|:  256.284058
rounded |X_k-Y|_0 = 19748, f1 =  0.654066, approx slack: 177360
rounded before pow |X_k-Y|_0 = 31469, f1 =  0.463365

Iteration 2680: Loss = 20048.783203
|Xk-Y|_F:  19776.111328, |X-X0|:  272.671936
rounded |X_k-Y|_0 = 19747, f1 =  0.654093, approx slack: 173504
rounded before pow |X_k-Y|_0 = 31173, f1 =  0.464744

Iteration 2700: Loss = 20027.707031
|Xk-Y|_F:  19770.820312, |X-X0|:  256.887207
rounded |X_k-Y|_0 = 19731, f1 =  0.654494, approx slack: 172065
rounded before pow |X_k-Y|_0 = 31015, f1 =  0.465657

Iteration 2720: Loss = 20029.455078
|Xk-Y|_F:  19772.132812, |X-X0|:  257.322479
rounded |X_k-Y|_0 = 19745, f1 =  0.654141, approx slack: 173826
rounded before pow |X_k-Y|_0 = 31168, f1 =  0.464781

Iteration 2740: Loss = 20029.046875
|Xk-Y|_F:  19769.498047, |X-X0|:  259.548279
rounded |X_k-Y|_0 = 19742, f1 =  0.654213, approx slack: 175934
rounded before pow |X_k-Y|_0 = 31350, f1 =  0.463967

Iteration 2760: Loss = 20085.519531
|Xk-Y|_F:  19788.687500, |X-X0|:  296.832703
rounded |X_k-Y|_0 = 19742, f1 =  0.654221, approx slack: 176476
rounded before pow |X_k-Y|_0 = 32380, f1 =  0.457976

Iteration 2780: Loss = 20046.468750
|Xk-Y|_F:  19773.207031, |X-X0|:  273.262573
rounded |X_k-Y|_0 = 19734, f1 =  0.654421, approx slack: 175042
rounded before pow |X_k-Y|_0 = 31716, f1 =  0.462760

Iteration 2800: Loss = 20028.972656
|Xk-Y|_F:  19766.998047, |X-X0|:  261.975525
rounded |X_k-Y|_0 = 19734, f1 =  0.654423, approx slack: 168985
rounded before pow |X_k-Y|_0 = 31206, f1 =  0.465411

Iteration 2820: Loss = 20029.708984
|Xk-Y|_F:  19765.837891, |X-X0|:  263.872009
rounded |X_k-Y|_0 = 19724, f1 =  0.654684, approx slack: 167541
rounded before pow |X_k-Y|_0 = 31047, f1 =  0.466258

Iteration 2840: Loss = 20028.019531
|Xk-Y|_F:  19765.216797, |X-X0|:  262.802124
rounded |X_k-Y|_0 = 19732, f1 =  0.654474, approx slack: 171641
rounded before pow |X_k-Y|_0 = 31483, f1 =  0.464037

Iteration 2860: Loss = 20053.871094
|Xk-Y|_F:  19776.935547, |X-X0|:  276.935455
rounded |X_k-Y|_0 = 19740, f1 =  0.654272, approx slack: 165627
rounded before pow |X_k-Y|_0 = 31021, f1 =  0.466341

Iteration 2880: Loss = 20043.814453
|Xk-Y|_F:  19766.773438, |X-X0|:  277.040497
rounded |X_k-Y|_0 = 19731, f1 =  0.654495, approx slack: 170766
rounded before pow |X_k-Y|_0 = 31263, f1 =  0.464807

Iteration 2900: Loss = 20080.759766
|Xk-Y|_F:  19777.154297, |X-X0|:  303.605774
rounded |X_k-Y|_0 = 19735, f1 =  0.654402, approx slack: 169958
rounded before pow |X_k-Y|_0 = 31349, f1 =  0.464382

Iteration 2920: Loss = 20133.296875
|Xk-Y|_F:  19782.361328, |X-X0|:  350.935120
rounded |X_k-Y|_0 = 19741, f1 =  0.654256, approx slack: 176821
rounded before pow |X_k-Y|_0 = 31862, f1 =  0.461700

Iteration 2940: Loss = 20101.111328
|Xk-Y|_F:  19774.279297, |X-X0|:  326.832520
rounded |X_k-Y|_0 = 19725, f1 =  0.654653, approx slack: 181057
rounded before pow |X_k-Y|_0 = 32081, f1 =  0.460696

Iteration 2960: Loss = 20052.316406
|Xk-Y|_F:  19768.103516, |X-X0|:  284.213501
rounded |X_k-Y|_0 = 19719, f1 =  0.654804, approx slack: 181075
rounded before pow |X_k-Y|_0 = 32416, f1 =  0.459403

Iteration 2980: Loss = 20119.050781
|Xk-Y|_F:  19778.339844, |X-X0|:  340.711670
rounded |X_k-Y|_0 = 19741, f1 =  0.654247, approx slack: 190633
rounded before pow |X_k-Y|_0 = 32944, f1 =  0.456950

Iteration 3000: Loss = 20116.796875
|Xk-Y|_F:  19765.679688, |X-X0|:  351.117981
rounded |X_k-Y|_0 = 19724, f1 =  0.654677, approx slack: 196159
rounded before pow |X_k-Y|_0 = 33108, f1 =  0.455719

Iteration 3020: Loss = 20137.035156
|Xk-Y|_F:  19774.828125, |X-X0|:  362.207855
rounded |X_k-Y|_0 = 19737, f1 =  0.654348, approx slack: 203058
rounded before pow |X_k-Y|_0 = 33723, f1 =  0.453151

Iteration 3040: Loss = 20066.105469
|Xk-Y|_F:  19767.769531, |X-X0|:  298.335815
rounded |X_k-Y|_0 = 19738, f1 =  0.654316, approx slack: 243953
rounded before pow |X_k-Y|_0 = 37393, f1 =  0.440675

Iteration 3060: Loss = 20073.839844
|Xk-Y|_F:  19769.039062, |X-X0|:  304.800781
rounded |X_k-Y|_0 = 19721, f1 =  0.654760, approx slack: 179334
rounded before pow |X_k-Y|_0 = 33064, f1 =  0.457486

Iteration 3080: Loss = 20047.955078
|Xk-Y|_F:  19772.519531, |X-X0|:  275.435120
rounded |X_k-Y|_0 = 19746, f1 =  0.654126, approx slack: 171190
rounded before pow |X_k-Y|_0 = 32165, f1 =  0.462171

Iteration 3100: Loss = 20015.275391
|Xk-Y|_F:  19755.281250, |X-X0|:  259.993256
rounded |X_k-Y|_0 = 19731, f1 =  0.654496, approx slack: 150886
rounded before pow |X_k-Y|_0 = 31264, f1 =  0.466761

Iteration 3120: Loss = 20012.703125
|Xk-Y|_F:  19757.494141, |X-X0|:  255.208023
rounded |X_k-Y|_0 = 19732, f1 =  0.654476, approx slack: 141697
rounded before pow |X_k-Y|_0 = 30475, f1 =  0.472012

Iteration 3140: Loss = 20020.087891
|Xk-Y|_F:  19754.007812, |X-X0|:  266.079834
rounded |X_k-Y|_0 = 19719, f1 =  0.654809, approx slack: 137585
rounded before pow |X_k-Y|_0 = 30006, f1 =  0.474503

Iteration 3160: Loss = 20017.691406
|Xk-Y|_F:  19759.326172, |X-X0|:  258.366150
rounded |X_k-Y|_0 = 19718, f1 =  0.654834, approx slack: 137604
rounded before pow |X_k-Y|_0 = 30007, f1 =  0.474494

Iteration 3180: Loss = 20001.527344
|Xk-Y|_F:  19748.861328, |X-X0|:  252.665039
rounded |X_k-Y|_0 = 19708, f1 =  0.655085, approx slack: 136563
rounded before pow |X_k-Y|_0 = 29910, f1 =  0.475037

Iteration 3200: Loss = 20013.900391
|Xk-Y|_F:  19761.548828, |X-X0|:  252.352371
rounded |X_k-Y|_0 = 19729, f1 =  0.654562, approx slack: 134709
rounded before pow |X_k-Y|_0 = 29716, f1 =  0.476142

Iteration 3220: Loss = 20057.685547
|Xk-Y|_F:  19756.855469, |X-X0|:  300.830322
rounded |X_k-Y|_0 = 19720, f1 =  0.654778, approx slack: 138056
rounded before pow |X_k-Y|_0 = 29929, f1 =  0.474916

Iteration 3240: Loss = 20174.535156
|Xk-Y|_F:  19783.386719, |X-X0|:  391.148376
rounded |X_k-Y|_0 = 19747, f1 =  0.654109, approx slack: 154475
rounded before pow |X_k-Y|_0 = 31160, f1 =  0.467494

Iteration 3260: Loss = 20113.722656
|Xk-Y|_F:  19770.332031, |X-X0|:  343.389679
rounded |X_k-Y|_0 = 19740, f1 =  0.654268, approx slack: 132901
rounded before pow |X_k-Y|_0 = 30221, f1 =  0.474268

Iteration 3280: Loss = 20051.263672
|Xk-Y|_F:  19758.375000, |X-X0|:  292.888550
rounded |X_k-Y|_0 = 19714, f1 =  0.654934, approx slack: 142248
rounded before pow |X_k-Y|_0 = 30290, f1 =  0.472635

Iteration 3300: Loss = 20029.763672
|Xk-Y|_F:  19750.798828, |X-X0|:  278.964600
rounded |X_k-Y|_0 = 19704, f1 =  0.655182, approx slack: 141689
rounded before pow |X_k-Y|_0 = 30277, f1 =  0.472740

Iteration 3320: Loss = 20015.677734
|Xk-Y|_F:  19748.255859, |X-X0|:  267.422180
rounded |X_k-Y|_0 = 19710, f1 =  0.655029, approx slack: 140303
rounded before pow |X_k-Y|_0 = 30238, f1 =  0.473148

Iteration 3340: Loss = 20005.851562
|Xk-Y|_F:  19746.716797, |X-X0|:  259.134705
rounded |X_k-Y|_0 = 19718, f1 =  0.654825, approx slack: 138369
rounded before pow |X_k-Y|_0 = 30045, f1 =  0.474275

Iteration 3360: Loss = 20018.738281
|Xk-Y|_F:  19748.830078, |X-X0|:  269.908386
rounded |X_k-Y|_0 = 19712, f1 =  0.654984, approx slack: 137396
rounded before pow |X_k-Y|_0 = 29993, f1 =  0.474366

Iteration 3380: Loss = 20011.498047
|Xk-Y|_F:  19749.751953, |X-X0|:  261.745972
rounded |X_k-Y|_0 = 19722, f1 =  0.654729, approx slack: 135902
rounded before pow |X_k-Y|_0 = 29798, f1 =  0.475466

Iteration 3400: Loss = 20002.265625
|Xk-Y|_F:  19745.699219, |X-X0|:  256.566620
rounded |X_k-Y|_0 = 19707, f1 =  0.655109, approx slack: 135792
rounded before pow |X_k-Y|_0 = 29798, f1 =  0.475466

Iteration 3420: Loss = 20007.193359
|Xk-Y|_F:  19754.205078, |X-X0|:  252.987320
rounded |X_k-Y|_0 = 19734, f1 =  0.654431, approx slack: 134761
rounded before pow |X_k-Y|_0 = 29751, f1 =  0.475863

Iteration 3440: Loss = 20072.375000
|Xk-Y|_F:  19765.972656, |X-X0|:  306.402924
rounded |X_k-Y|_0 = 19762, f1 =  0.653737, approx slack: 148692
rounded before pow |X_k-Y|_0 = 30885, f1 =  0.467237

Iteration 3460: Loss = 20003.042969
|Xk-Y|_F:  19745.494141, |X-X0|:  257.549316
rounded |X_k-Y|_0 = 19719, f1 =  0.654797, approx slack: 141618
rounded before pow |X_k-Y|_0 = 29850, f1 =  0.474990

Iteration 3480: Loss = 19989.937500
|Xk-Y|_F:  19742.123047, |X-X0|:  247.814301
rounded |X_k-Y|_0 = 19702, f1 =  0.655233, approx slack: 128287
rounded before pow |X_k-Y|_0 = 29380, f1 =  0.478973

Iteration 3500: Loss = 19986.582031
|Xk-Y|_F:  19740.849609, |X-X0|:  245.731644
rounded |X_k-Y|_0 = 19707, f1 =  0.655107, approx slack: 125902
rounded before pow |X_k-Y|_0 = 29186, f1 =  0.480431

Iteration 3520: Loss = 19976.345703
|Xk-Y|_F:  19737.599609, |X-X0|:  238.745178
rounded |X_k-Y|_0 = 19705, f1 =  0.655156, approx slack: 123109
rounded before pow |X_k-Y|_0 = 29036, f1 =  0.481328

Iteration 3540: Loss = 19982.634766
|Xk-Y|_F:  19743.923828, |X-X0|:  238.710693
rounded |X_k-Y|_0 = 19716, f1 =  0.654884, approx slack: 123681
rounded before pow |X_k-Y|_0 = 29103, f1 =  0.480719

Iteration 3560: Loss = 19970.265625
|Xk-Y|_F:  19736.056641, |X-X0|:  234.208374
rounded |X_k-Y|_0 = 19710, f1 =  0.655027, approx slack: 122660
rounded before pow |X_k-Y|_0 = 29011, f1 =  0.481556

Iteration 3580: Loss = 19985.958984
|Xk-Y|_F:  19742.068359, |X-X0|:  243.889832
rounded |X_k-Y|_0 = 19714, f1 =  0.654931, approx slack: 121663
rounded before pow |X_k-Y|_0 = 28917, f1 =  0.481762

Iteration 3600: Loss = 19973.601562
|Xk-Y|_F:  19736.644531, |X-X0|:  236.957504
rounded |X_k-Y|_0 = 19699, f1 =  0.655312, approx slack: 120033
rounded before pow |X_k-Y|_0 = 28670, f1 =  0.483703

Iteration 3620: Loss = 19968.240234
|Xk-Y|_F:  19735.554688, |X-X0|:  232.686218
rounded |X_k-Y|_0 = 19699, f1 =  0.655311, approx slack: 112027
rounded before pow |X_k-Y|_0 = 28367, f1 =  0.485997

Iteration 3640: Loss = 20017.378906
|Xk-Y|_F:  19746.423828, |X-X0|:  270.955841
rounded |X_k-Y|_0 = 19721, f1 =  0.654752, approx slack: 116261
rounded before pow |X_k-Y|_0 = 28438, f1 =  0.485343

Iteration 3660: Loss = 19978.205078
|Xk-Y|_F:  19736.369141, |X-X0|:  241.836121
rounded |X_k-Y|_0 = 19705, f1 =  0.655159, approx slack: 111014
rounded before pow |X_k-Y|_0 = 28209, f1 =  0.487045

Iteration 3680: Loss = 19980.701172
|Xk-Y|_F:  19742.337891, |X-X0|:  238.364014
rounded |X_k-Y|_0 = 19704, f1 =  0.655190, approx slack: 110981
rounded before pow |X_k-Y|_0 = 28209, f1 =  0.487045

Iteration 3700: Loss = 19969.951172
|Xk-Y|_F:  19734.140625, |X-X0|:  235.809875
rounded |X_k-Y|_0 = 19700, f1 =  0.655285, approx slack: 110930
rounded before pow |X_k-Y|_0 = 28209, f1 =  0.487045

Iteration 3720: Loss = 19970.068359
|Xk-Y|_F:  19734.750000, |X-X0|:  235.317993
rounded |X_k-Y|_0 = 19694, f1 =  0.655441, approx slack: 109718
rounded before pow |X_k-Y|_0 = 28110, f1 =  0.487761

Iteration 3740: Loss = 19962.201172
|Xk-Y|_F:  19729.404297, |X-X0|:  232.796875
rounded |X_k-Y|_0 = 19703, f1 =  0.655210, approx slack: 110453
rounded before pow |X_k-Y|_0 = 28207, f1 =  0.487065

Iteration 3760: Loss = 19964.619141
|Xk-Y|_F:  19733.226562, |X-X0|:  231.392487
rounded |X_k-Y|_0 = 19705, f1 =  0.655162, approx slack: 109500
rounded before pow |X_k-Y|_0 = 28110, f1 =  0.487761

Iteration 3780: Loss = 19968.937500
|Xk-Y|_F:  19734.435547, |X-X0|:  234.501785
rounded |X_k-Y|_0 = 19705, f1 =  0.655162, approx slack: 110421
rounded before pow |X_k-Y|_0 = 28118, f1 =  0.487680

Iteration 3800: Loss = 19955.337891
|Xk-Y|_F:  19726.154297, |X-X0|:  229.184540
rounded |X_k-Y|_0 = 19697, f1 =  0.655362, approx slack: 109413
rounded before pow |X_k-Y|_0 = 28117, f1 =  0.487690

Iteration 3820: Loss = 19963.837891
|Xk-Y|_F:  19732.164062, |X-X0|:  231.673248
rounded |X_k-Y|_0 = 19698, f1 =  0.655339, approx slack: 109091
rounded before pow |X_k-Y|_0 = 28117, f1 =  0.487690

Iteration 3840: Loss = 20051.986328
|Xk-Y|_F:  19762.234375, |X-X0|:  289.751160
rounded |X_k-Y|_0 = 19737, f1 =  0.654359, approx slack: 126236
rounded before pow |X_k-Y|_0 = 28976, f1 =  0.480027

Iteration 3860: Loss = 20087.234375
|Xk-Y|_F:  19761.724609, |X-X0|:  325.509552
rounded |X_k-Y|_0 = 19740, f1 =  0.654281, approx slack: 142174
rounded before pow |X_k-Y|_0 = 28720, f1 =  0.483192

Iteration 3880: Loss = 19990.826172
|Xk-Y|_F:  19730.822266, |X-X0|:  260.003845
rounded |X_k-Y|_0 = 19689, f1 =  0.655564, approx slack: 126462
rounded before pow |X_k-Y|_0 = 28509, f1 =  0.485204

Iteration 3900: Loss = 19990.724609
|Xk-Y|_F:  19740.923828, |X-X0|:  249.801392
rounded |X_k-Y|_0 = 19703, f1 =  0.655215, approx slack: 123234
rounded before pow |X_k-Y|_0 = 28264, f1 =  0.486835

Iteration 3920: Loss = 19983.248047
|Xk-Y|_F:  19734.962891, |X-X0|:  248.285004
rounded |X_k-Y|_0 = 19701, f1 =  0.655263, approx slack: 125098
rounded before pow |X_k-Y|_0 = 28304, f1 =  0.486616

Iteration 3940: Loss = 20122.703125
|Xk-Y|_F:  19746.570312, |X-X0|:  376.132751
rounded |X_k-Y|_0 = 19713, f1 =  0.654969, approx slack: 124484
rounded before pow |X_k-Y|_0 = 28386, f1 =  0.485909

Iteration 3960: Loss = 19989.546875
|Xk-Y|_F:  19728.859375, |X-X0|:  260.687256
rounded |X_k-Y|_0 = 19690, f1 =  0.655540, approx slack: 124029
rounded before pow |X_k-Y|_0 = 28262, f1 =  0.487032

Iteration 3980: Loss = 19973.837891
|Xk-Y|_F:  19726.462891, |X-X0|:  247.374786
rounded |X_k-Y|_0 = 19694, f1 =  0.655439, approx slack: 122720
rounded before pow |X_k-Y|_0 = 28346, f1 =  0.486360

Iteration 4000: Loss = 19970.148438
|Xk-Y|_F:  19726.283203, |X-X0|:  243.864761
rounded |X_k-Y|_0 = 19692, f1 =  0.655486, approx slack: 121931
rounded before pow |X_k-Y|_0 = 28296, f1 =  0.486577

Iteration 4020: Loss = 19964.177734
|Xk-Y|_F:  19724.619141, |X-X0|:  239.558426
rounded |X_k-Y|_0 = 19693, f1 =  0.655462, approx slack: 121392
rounded before pow |X_k-Y|_0 = 28152, f1 =  0.487853

Iteration 4040: Loss = 19960.865234
|Xk-Y|_F:  19722.476562, |X-X0|:  238.387833
rounded |X_k-Y|_0 = 19676, f1 =  0.655894, approx slack: 121995
rounded before pow |X_k-Y|_0 = 28234, f1 =  0.487034

Iteration 4060: Loss = 20015.251953
|Xk-Y|_F:  19737.591797, |X-X0|:  277.659271
rounded |X_k-Y|_0 = 19706, f1 =  0.655139, approx slack: 130178
rounded before pow |X_k-Y|_0 = 28598, f1 =  0.484486

Iteration 4080: Loss = 19995.964844
|Xk-Y|_F:  19730.628906, |X-X0|:  265.335266
rounded |X_k-Y|_0 = 19693, f1 =  0.655465, approx slack: 131572
rounded before pow |X_k-Y|_0 = 29124, f1 =  0.480394

Iteration 4100: Loss = 19977.345703
|Xk-Y|_F:  19723.998047, |X-X0|:  253.347534
rounded |X_k-Y|_0 = 19685, f1 =  0.655666, approx slack: 128483
rounded before pow |X_k-Y|_0 = 28744, f1 =  0.483199

Iteration 4120: Loss = 19983.955078
|Xk-Y|_F:  19728.554688, |X-X0|:  255.400726
rounded |X_k-Y|_0 = 19679, f1 =  0.655822, approx slack: 128378
rounded before pow |X_k-Y|_0 = 28744, f1 =  0.483199

Iteration 4140: Loss = 19975.265625
|Xk-Y|_F:  19722.185547, |X-X0|:  253.080276
rounded |X_k-Y|_0 = 19690, f1 =  0.655538, approx slack: 130061
rounded before pow |X_k-Y|_0 = 28876, f1 =  0.482510

Iteration 4160: Loss = 19965.068359
|Xk-Y|_F:  19719.828125, |X-X0|:  245.239624
rounded |X_k-Y|_0 = 19686, f1 =  0.655639, approx slack: 133867
rounded before pow |X_k-Y|_0 = 29165, f1 =  0.480447

Iteration 4180: Loss = 19991.927734
|Xk-Y|_F:  19726.458984, |X-X0|:  265.468994
rounded |X_k-Y|_0 = 19689, f1 =  0.655562, approx slack: 129175
rounded before pow |X_k-Y|_0 = 28891, f1 =  0.482332

Iteration 4200: Loss = 20012.396484
|Xk-Y|_F:  19731.593750, |X-X0|:  280.803284
rounded |X_k-Y|_0 = 19690, f1 =  0.655542, approx slack: 143877
rounded before pow |X_k-Y|_0 = 29912, f1 =  0.473748

Iteration 4220: Loss = 19970.623047
|Xk-Y|_F:  19722.447266, |X-X0|:  248.176025
rounded |X_k-Y|_0 = 19678, f1 =  0.655845, approx slack: 116266
rounded before pow |X_k-Y|_0 = 28248, f1 =  0.487662

Iteration 4240: Loss = 19967.027344
|Xk-Y|_F:  19725.601562, |X-X0|:  241.426254
rounded |X_k-Y|_0 = 19685, f1 =  0.655669, approx slack: 109090
rounded before pow |X_k-Y|_0 = 27850, f1 =  0.491489

Iteration 4260: Loss = 20188.792969
|Xk-Y|_F:  19765.972656, |X-X0|:  422.819885
rounded |X_k-Y|_0 = 19739, f1 =  0.654316, approx slack: 137827
rounded before pow |X_k-Y|_0 = 29059, f1 =  0.480867

Iteration 4280: Loss = 20004.421875
|Xk-Y|_F:  19729.068359, |X-X0|:  275.353577
rounded |X_k-Y|_0 = 19689, f1 =  0.655572, approx slack: 173799
rounded before pow |X_k-Y|_0 = 31481, f1 =  0.462426

Iteration 4300: Loss = 19984.972656
|Xk-Y|_F:  19721.294922, |X-X0|:  263.677704
rounded |X_k-Y|_0 = 19676, f1 =  0.655896, approx slack: 171263
rounded before pow |X_k-Y|_0 = 31324, f1 =  0.463543

Iteration 4320: Loss = 20014.966797
|Xk-Y|_F:  19726.179688, |X-X0|:  288.787476
rounded |X_k-Y|_0 = 19681, f1 =  0.655770, approx slack: 169676
rounded before pow |X_k-Y|_0 = 31150, f1 =  0.464951

Iteration 4340: Loss = 19996.992188
|Xk-Y|_F:  19729.494141, |X-X0|:  267.498932
rounded |X_k-Y|_0 = 19689, f1 =  0.655571, approx slack: 171147
rounded before pow |X_k-Y|_0 = 31238, f1 =  0.464153

Iteration 4360: Loss = 19968.363281
|Xk-Y|_F:  19711.828125, |X-X0|:  256.535675
rounded |X_k-Y|_0 = 19673, f1 =  0.655972, approx slack: 131693
rounded before pow |X_k-Y|_0 = 29350, f1 =  0.478894

Iteration 4380: Loss = 19966.126953
|Xk-Y|_F:  19711.009766, |X-X0|:  255.116364
rounded |X_k-Y|_0 = 19669, f1 =  0.656074, approx slack: 130749
rounded before pow |X_k-Y|_0 = 28916, f1 =  0.482794

Iteration 4400: Loss = 19961.675781
|Xk-Y|_F:  19709.832031, |X-X0|:  251.843582
rounded |X_k-Y|_0 = 19668, f1 =  0.656102, approx slack: 129676
rounded before pow |X_k-Y|_0 = 28816, f1 =  0.483723

Iteration 4420: Loss = 20144.853516
|Xk-Y|_F:  19753.652344, |X-X0|:  391.201782
rounded |X_k-Y|_0 = 19735, f1 =  0.654427, approx slack: 158086
rounded before pow |X_k-Y|_0 = 29688, f1 =  0.475961

Iteration 4440: Loss = 19995.851562
|Xk-Y|_F:  19722.113281, |X-X0|:  273.739014
rounded |X_k-Y|_0 = 19685, f1 =  0.655671, approx slack: 134002
rounded before pow |X_k-Y|_0 = 28934, f1 =  0.482436

Iteration 4460: Loss = 19973.927734
|Xk-Y|_F:  19713.554688, |X-X0|:  260.372894
rounded |X_k-Y|_0 = 19671, f1 =  0.656027, approx slack: 126834
rounded before pow |X_k-Y|_0 = 28752, f1 =  0.483957

Iteration 4480: Loss = 19960.275391
|Xk-Y|_F:  19711.421875, |X-X0|:  248.853226
rounded |X_k-Y|_0 = 19663, f1 =  0.656231, approx slack: 112417
rounded before pow |X_k-Y|_0 = 28425, f1 =  0.486990

Iteration 4500: Loss = 19959.599609
|Xk-Y|_F:  19710.359375, |X-X0|:  249.239471
rounded |X_k-Y|_0 = 19665, f1 =  0.656178, approx slack: 121115
rounded before pow |X_k-Y|_0 = 28316, f1 =  0.487826

Iteration 4520: Loss = 19980.707031
|Xk-Y|_F:  19729.781250, |X-X0|:  250.925430
rounded |X_k-Y|_0 = 19673, f1 =  0.655980, approx slack: 123620
rounded before pow |X_k-Y|_0 = 28587, f1 =  0.485465

Iteration 4540: Loss = 19947.146484
|Xk-Y|_F:  19704.519531, |X-X0|:  242.626892
rounded |X_k-Y|_0 = 19669, f1 =  0.656075, approx slack: 122243
rounded before pow |X_k-Y|_0 = 28376, f1 =  0.487507

Iteration 4560: Loss = 19969.365234
|Xk-Y|_F:  19712.183594, |X-X0|:  257.182251
rounded |X_k-Y|_0 = 19667, f1 =  0.656128, approx slack: 113674
rounded before pow |X_k-Y|_0 = 28182, f1 =  0.489118

Iteration 4580: Loss = 19951.548828
|Xk-Y|_F:  19709.193359, |X-X0|:  242.355011
rounded |X_k-Y|_0 = 19665, f1 =  0.656177, approx slack: 107137
rounded before pow |X_k-Y|_0 = 27819, f1 =  0.492007

Iteration 4600: Loss = 19943.511719
|Xk-Y|_F:  19703.916016, |X-X0|:  239.594757
rounded |X_k-Y|_0 = 19660, f1 =  0.656305, approx slack: 105856
rounded before pow |X_k-Y|_0 = 27697, f1 =  0.493014

Iteration 4620: Loss = 19982.767578
|Xk-Y|_F:  19707.677734, |X-X0|:  275.090454
rounded |X_k-Y|_0 = 19664, f1 =  0.656207, approx slack: 123042
rounded before pow |X_k-Y|_0 = 29067, f1 =  0.479999

Iteration 4640: Loss = 19967.808594
|Xk-Y|_F:  19713.216797, |X-X0|:  254.592041
rounded |X_k-Y|_0 = 19670, f1 =  0.656060, approx slack: 125294
rounded before pow |X_k-Y|_0 = 29154, f1 =  0.479310

Iteration 4660: Loss = 19982.070312
|Xk-Y|_F:  19713.228516, |X-X0|:  268.840820
rounded |X_k-Y|_0 = 19669, f1 =  0.656081, approx slack: 118385
rounded before pow |X_k-Y|_0 = 27819, f1 =  0.492007

Iteration 4680: Loss = 20194.708984
|Xk-Y|_F:  19766.044922, |X-X0|:  428.664825
rounded |X_k-Y|_0 = 19749, f1 =  0.654079, approx slack: 154424
rounded before pow |X_k-Y|_0 = 29547, f1 =  0.476578

Iteration 4700: Loss = 20011.779297
|Xk-Y|_F:  19726.402344, |X-X0|:  285.377136
rounded |X_k-Y|_0 = 19678, f1 =  0.655856, approx slack: 122851
rounded before pow |X_k-Y|_0 = 28141, f1 =  0.489607

Iteration 4720: Loss = 19982.074219
|Xk-Y|_F:  19712.894531, |X-X0|:  269.180573
rounded |X_k-Y|_0 = 19666, f1 =  0.656158, approx slack: 119391
rounded before pow |X_k-Y|_0 = 27878, f1 =  0.491316

Iteration 4740: Loss = 20100.603516
|Xk-Y|_F:  19749.769531, |X-X0|:  350.834351
rounded |X_k-Y|_0 = 19726, f1 =  0.654662, approx slack: 120752
rounded before pow |X_k-Y|_0 = 28033, f1 =  0.489803

Iteration 4760: Loss = 20104.265625
|Xk-Y|_F:  19740.781250, |X-X0|:  363.484497
rounded |X_k-Y|_0 = 19694, f1 =  0.655456, approx slack: 125958
rounded before pow |X_k-Y|_0 = 28798, f1 =  0.482946

Iteration 4780: Loss = 20040.123047
|Xk-Y|_F:  19721.242188, |X-X0|:  318.881256
rounded |X_k-Y|_0 = 19667, f1 =  0.656134, approx slack: 125031
rounded before pow |X_k-Y|_0 = 28199, f1 =  0.488676

Iteration 4800: Loss = 20083.039062
|Xk-Y|_F:  19767.013672, |X-X0|:  316.026123
rounded |X_k-Y|_0 = 19716, f1 =  0.654915, approx slack: 123809
rounded before pow |X_k-Y|_0 = 28158, f1 =  0.489028

Iteration 4820: Loss = 20018.509766
|Xk-Y|_F:  19716.425781, |X-X0|:  302.084167
rounded |X_k-Y|_0 = 19684, f1 =  0.655706, approx slack: 126513
rounded before pow |X_k-Y|_0 = 28358, f1 =  0.487587

Iteration 4840: Loss = 19996.931641
|Xk-Y|_F:  19709.218750, |X-X0|:  287.712677
rounded |X_k-Y|_0 = 19661, f1 =  0.656284, approx slack: 132102
rounded before pow |X_k-Y|_0 = 29359, f1 =  0.479349

Iteration 4860: Loss = 19977.097656
|Xk-Y|_F:  19701.191406, |X-X0|:  275.906158
rounded |X_k-Y|_0 = 19657, f1 =  0.656384, approx slack: 130165
rounded before pow |X_k-Y|_0 = 28666, f1 =  0.485193

Iteration 4880: Loss = 20029.402344
|Xk-Y|_F:  19718.748047, |X-X0|:  310.654724
rounded |X_k-Y|_0 = 19673, f1 =  0.655985, approx slack: 133447
rounded before pow |X_k-Y|_0 = 28924, f1 =  0.483027

Iteration 4900: Loss = 20000.099609
|Xk-Y|_F:  19711.656250, |X-X0|:  288.442413
rounded |X_k-Y|_0 = 19664, f1 =  0.656213, approx slack: 137627
rounded before pow |X_k-Y|_0 = 28894, f1 =  0.483572

Iteration 4920: Loss = 19986.931641
|Xk-Y|_F:  19709.039062, |X-X0|:  277.893372
rounded |X_k-Y|_0 = 19649, f1 =  0.656591, approx slack: 136686
rounded before pow |X_k-Y|_0 = 28806, f1 =  0.484123

Iteration 4940: Loss = 20062.722656
|Xk-Y|_F:  19719.537109, |X-X0|:  343.186035
rounded |X_k-Y|_0 = 19679, f1 =  0.655834, approx slack: 142235
rounded before pow |X_k-Y|_0 = 29267, f1 =  0.480221

Iteration 4960: Loss = 20193.160156
|Xk-Y|_F:  19742.707031, |X-X0|:  450.453339
rounded |X_k-Y|_0 = 19707, f1 =  0.655140, approx slack: 152514
rounded before pow |X_k-Y|_0 = 29738, f1 =  0.476258

Iteration 4980: Loss = 20087.126953
|Xk-Y|_F:  19724.474609, |X-X0|:  362.651428
rounded |X_k-Y|_0 = 19688, f1 =  0.655609, approx slack: 144166
rounded before pow |X_k-Y|_0 = 29217, f1 =  0.480592

Iteration 4999: Loss = 20018.917969
|Xk-Y|_F:  19715.320312, |X-X0|:  303.598114
rounded |X_k-Y|_0 = 19675, f1 =  0.655932, approx slack: 140998
rounded before pow |X_k-Y|_0 = 29110, f1 =  0.481288

------ ABL 1 after refine ------
--- eval ---
prediction result:
f1 on test:    0.3831
f1 on test:    0.6488 (micro)
f1 on KB:      0.4034
integrated f1: 0.3944, w_data: 0.4246, w_klg: 0.5754

integrated result:
f1 on test:    0.3533
f1 on test:    0.6744 (micro)
f1 on KB:      0.6054
integrated f1: 0.4984, w_data: 0.4246, w_klg: 0.5754
------------
integrated f1 0.3944
