Round 2 | ****EPOCH 0****
Step 00000050 L_out=1.357 Acc=0.47 ---41702.59 ms/batch
Step 00000100 L_out=0.901 Acc=0.46 ---78683.78 ms/batch
Step 00000150 L_out=1.595 Acc=0.66 ---115685.08 ms/batch
Step 00000200 L_out=1.123 Acc=0.60 ---153244.23 ms/batch
Step 00000250 L_out=0.842 Acc=0.68 ---189377.36 ms/batch
Step 00000300 L_out=1.617 Acc=0.52 ---225936.75 ms/batch
Step 00000350 L_out=2.090 Acc=0.57 ---263386.27 ms/batch
Step 00000400 L_out=1.533 Acc=0.27 ---299314.10 ms/batch
Step 00000450 L_out=0.466 Acc=0.36 ---336900.60 ms/batch
Step 00000500 L_out=1.807 Acc=0.61 ---374473.59 ms/batch
Step 00000550 L_out=1.079 Acc=0.53 ---411354.56 ms/batch
Step 00000600 L_out=1.665 Acc=0.54 ---449079.63 ms/batch
Step 00000650 L_out=1.780 Acc=0.58 ---486551.79 ms/batch
Round 2 | epoch=0, train costTime=499.96698355674744, | total_activation_sum=27536219
Round 2 | epoch=1, current m_iou=0.16066671444879133
Round 2 | Best m_IoU is: 0.161, OA is: 0.477 | val costTime=98.12981986999512
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.521 Acc=0.61 ---24534.80 ms/batch
Step 00000750 L_out=0.554 Acc=0.75 ---60943.14 ms/batch
Step 00000800 L_out=0.800 Acc=0.60 ---98147.25 ms/batch
Step 00000850 L_out=0.975 Acc=0.42 ---135799.22 ms/batch
Step 00000900 L_out=0.419 Acc=0.65 ---173736.00 ms/batch
Step 00000950 L_out=1.872 Acc=0.23 ---211203.44 ms/batch
Step 00001000 L_out=2.435 Acc=0.66 ---247049.16 ms/batch
Step 00001050 L_out=0.855 Acc=0.62 ---284789.19 ms/batch
Step 00001100 L_out=1.327 Acc=0.63 ---321681.68 ms/batch
Step 00001150 L_out=0.912 Acc=0.27 ---361591.35 ms/batch
Step 00001200 L_out=0.282 Acc=0.71 ---401719.81 ms/batch
Step 00001250 L_out=0.773 Acc=0.78 ---437444.57 ms/batch
Step 00001300 L_out=1.379 Acc=0.79 ---473321.53 ms/batch
Round 2 | epoch=1, train costTime=498.15889263153076, | total_activation_sum=26241426
Round 2 | epoch=2, current m_iou=0.3971730215579471
Round 2 | Best m_IoU is: 0.397, OA is: 0.646 | val costTime=94.5720591545105
Round 2 | ****EPOCH 2****
Step 00001350 L_out=1.881 Acc=0.78 ---12428.71 ms/batch
Step 00001400 L_out=1.307 Acc=0.66 ---48791.06 ms/batch
Step 00001450 L_out=0.542 Acc=0.28 ---86218.47 ms/batch
Step 00001500 L_out=0.828 Acc=0.52 ---123163.32 ms/batch
Step 00001550 L_out=0.674 Acc=0.60 ---158215.92 ms/batch
Step 00001600 L_out=1.950 Acc=0.63 ---191435.31 ms/batch
Step 00001650 L_out=0.855 Acc=0.63 ---224438.75 ms/batch
Step 00001700 L_out=0.564 Acc=0.62 ---257004.30 ms/batch
Step 00001750 L_out=0.962 Acc=0.52 ---289183.65 ms/batch
Step 00001800 L_out=1.334 Acc=0.73 ---321734.98 ms/batch
Step 00001850 L_out=1.037 Acc=0.50 ---354981.61 ms/batch
Step 00001900 L_out=0.841 Acc=0.53 ---388514.77 ms/batch
Step 00001950 L_out=0.340 Acc=0.81 ---421297.92 ms/batch
Step 00002000 L_out=0.711 Acc=0.68 ---454293.76 ms/batch
Round 2 | epoch=2, train costTime=454.9629099369049, | total_activation_sum=26190105
Round 2 | epoch=3, current m_iou=0.4662256768577393
Round 2 | Best m_IoU is: 0.466, OA is: 0.696 | val costTime=88.7291464805603
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.897 Acc=0.66 ---35346.69 ms/batch
Step 00002100 L_out=1.207 Acc=0.44 ---71027.83 ms/batch
Step 00002150 L_out=0.437 Acc=0.74 ---107472.98 ms/batch
Step 00002200 L_out=0.298 Acc=0.59 ---144331.91 ms/batch
Step 00002250 L_out=1.554 Acc=0.75 ---182389.31 ms/batch
Step 00002300 L_out=1.022 Acc=0.51 ---220657.63 ms/batch
Step 00002350 L_out=0.330 Acc=0.76 ---258241.41 ms/batch
Step 00002400 L_out=0.403 Acc=0.70 ---297987.19 ms/batch
Step 00002450 L_out=0.928 Acc=0.68 ---335283.47 ms/batch
Step 00002500 L_out=0.573 Acc=0.67 ---373140.93 ms/batch
Step 00002550 L_out=0.586 Acc=0.64 ---410286.83 ms/batch
Step 00002600 L_out=1.616 Acc=0.75 ---447228.01 ms/batch
Step 00002650 L_out=0.597 Acc=0.63 ---483900.73 ms/batch
Round 2 | epoch=3, train costTime=497.41189551353455, | total_activation_sum=26291850
Round 2 | epoch=4, current m_iou=0.4839414365000887
Round 2 | Best m_IoU is: 0.484, OA is: 0.730 | val costTime=93.52403378486633
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.956 Acc=0.71 ---24233.23 ms/batch
Step 00002750 L_out=1.480 Acc=0.78 ---61192.90 ms/batch
Step 00002800 L_out=1.147 Acc=0.69 ---98157.11 ms/batch
Step 00002850 L_out=0.512 Acc=0.85 ---135503.78 ms/batch
Step 00002900 L_out=0.783 Acc=0.73 ---174731.19 ms/batch
Step 00002950 L_out=0.818 Acc=0.66 ---212076.43 ms/batch
Step 00003000 L_out=1.111 Acc=0.54 ---248504.17 ms/batch
Step 00003050 L_out=1.136 Acc=0.60 ---284188.75 ms/batch
Step 00003100 L_out=0.944 Acc=0.66 ---321095.81 ms/batch
Step 00003150 L_out=0.841 Acc=0.60 ---357238.47 ms/batch
Step 00003200 L_out=0.459 Acc=0.51 ---391985.94 ms/batch
Step 00003250 L_out=0.366 Acc=0.75 ---428020.39 ms/batch
Step 00003300 L_out=0.578 Acc=0.78 ---464096.93 ms/batch
Round 2 | epoch=4, train costTime=488.9611442089081, | total_activation_sum=26337744
Round 2 | epoch=5, current m_iou=0.5307497359028444
Round 2 | Best m_IoU is: 0.531, OA is: 0.814 | val costTime=100.61198043823242
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.551 Acc=0.72 ---11320.11 ms/batch
Step 00003400 L_out=0.430 Acc=0.75 ---48936.59 ms/batch
Step 00003450 L_out=0.387 Acc=0.73 ---87532.05 ms/batch
Step 00003500 L_out=0.829 Acc=0.54 ---127304.45 ms/batch
Step 00003550 L_out=0.448 Acc=0.76 ---162415.24 ms/batch
Step 00003600 L_out=0.840 Acc=0.45 ---199604.54 ms/batch
Step 00003650 L_out=0.482 Acc=0.77 ---235832.03 ms/batch
Step 00003700 L_out=1.124 Acc=0.75 ---273054.75 ms/batch
Step 00003750 L_out=0.456 Acc=0.82 ---308092.75 ms/batch
Step 00003800 L_out=0.922 Acc=0.73 ---342626.54 ms/batch
Step 00003850 L_out=1.043 Acc=0.68 ---376998.33 ms/batch
Step 00003900 L_out=0.236 Acc=0.81 ---412386.09 ms/batch
Step 00003950 L_out=0.471 Acc=0.79 ---447134.89 ms/batch
Step 00004000 L_out=0.650 Acc=0.66 ---482778.01 ms/batch
Round 2 | epoch=5, train costTime=483.98970675468445, | total_activation_sum=26393876
Round 2 | epoch=6, current m_iou=0.6000576186514829
Round 2 | Best m_IoU is: 0.600, OA is: 0.854 | val costTime=98.26358127593994
Round 2 | ****EPOCH 6****
Step 00004050 L_out=1.279 Acc=0.71 ---37217.45 ms/batch
Step 00004100 L_out=0.619 Acc=0.81 ---74008.79 ms/batch
Step 00004150 L_out=1.697 Acc=0.39 ---111794.85 ms/batch
Step 00004200 L_out=0.970 Acc=0.83 ---150616.92 ms/batch
Step 00004250 L_out=1.152 Acc=0.73 ---187779.03 ms/batch
Step 00004300 L_out=0.640 Acc=0.82 ---223097.53 ms/batch
Step 00004350 L_out=0.955 Acc=0.86 ---259703.74 ms/batch
Step 00004400 L_out=0.693 Acc=0.67 ---294944.14 ms/batch
Step 00004450 L_out=0.877 Acc=0.78 ---331788.12 ms/batch
Step 00004500 L_out=0.666 Acc=0.74 ---367879.10 ms/batch
Step 00004550 L_out=1.381 Acc=0.84 ---406148.74 ms/batch
Step 00004600 L_out=0.425 Acc=0.85 ---444668.63 ms/batch
Step 00004650 L_out=0.463 Acc=0.82 ---483224.84 ms/batch
Round 2 | epoch=6, train costTime=498.37254452705383, | total_activation_sum=26441336
Round 2 | epoch=7, current m_iou=0.6407343898617891
Round 2 | Best m_IoU is: 0.641, OA is: 0.841 | val costTime=88.1324303150177
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.512 Acc=0.57 ---22484.56 ms/batch
Step 00004750 L_out=0.784 Acc=0.82 ---59641.24 ms/batch
Step 00004800 L_out=0.836 Acc=0.60 ---95777.34 ms/batch
Step 00004850 L_out=0.822 Acc=0.73 ---132497.40 ms/batch
Step 00004900 L_out=0.634 Acc=0.74 ---169838.83 ms/batch
Step 00004950 L_out=0.878 Acc=0.77 ---206572.94 ms/batch
Step 00005000 L_out=1.293 Acc=0.70 ---245577.00 ms/batch
Step 00005050 L_out=0.753 Acc=0.78 ---283910.48 ms/batch
Step 00005100 L_out=0.576 Acc=0.70 ---318974.94 ms/batch
Step 00005150 L_out=0.263 Acc=0.80 ---350241.97 ms/batch
Step 00005200 L_out=3.445 Acc=0.87 ---382627.21 ms/batch
Step 00005250 L_out=0.790 Acc=0.66 ---414539.83 ms/batch
Step 00005300 L_out=0.527 Acc=0.64 ---447418.86 ms/batch
Round 2 | epoch=7, train costTime=471.11025309562683, | total_activation_sum=26337997
Round 2 | epoch=8, current m_iou=0.5067212171479856
Round 2 | Best m_IoU is: 0.641, OA is: 0.841 | val costTime=90.5109794139862
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.353 Acc=0.69 --- 9292.77 ms/batch
Step 00005400 L_out=0.104 Acc=0.84 ---43089.86 ms/batch
Step 00005450 L_out=0.559 Acc=0.85 ---80543.97 ms/batch
Step 00005500 L_out=0.324 Acc=0.74 ---117471.83 ms/batch
Step 00005550 L_out=0.751 Acc=0.92 ---154091.88 ms/batch
Step 00005600 L_out=0.771 Acc=0.86 ---191839.97 ms/batch
Step 00005650 L_out=1.067 Acc=0.67 ---229169.12 ms/batch
Step 00005700 L_out=0.656 Acc=0.87 ---266046.62 ms/batch
Step 00005750 L_out=0.370 Acc=0.85 ---302868.88 ms/batch
Step 00005800 L_out=0.332 Acc=0.82 ---340593.52 ms/batch
Step 00005850 L_out=0.799 Acc=0.74 ---378557.25 ms/batch
Step 00005900 L_out=0.428 Acc=0.85 ---415936.71 ms/batch
Step 00005950 L_out=0.382 Acc=0.78 ---452631.83 ms/batch
Step 00006000 L_out=0.416 Acc=0.79 ---487845.61 ms/batch
Round 2 | epoch=8, train costTime=489.7818806171417, | total_activation_sum=26272501
Round 2 | epoch=9, current m_iou=0.668700345525501
Round 2 | Best m_IoU is: 0.669, OA is: 0.863 | val costTime=99.67081928253174
Round 2 | ****EPOCH 9****
Step 00006050 L_out=1.000 Acc=0.77 ---34436.06 ms/batch
Step 00006100 L_out=0.358 Acc=0.82 ---70649.26 ms/batch
Step 00006150 L_out=1.509 Acc=0.63 ---105994.40 ms/batch
Step 00006200 L_out=1.103 Acc=0.75 ---143145.11 ms/batch
Step 00006250 L_out=0.352 Acc=0.78 ---180624.01 ms/batch
Step 00006300 L_out=0.456 Acc=0.85 ---216521.15 ms/batch
Step 00006350 L_out=0.242 Acc=0.73 ---255071.82 ms/batch
Step 00006400 L_out=0.762 Acc=0.71 ---293737.76 ms/batch
Step 00006450 L_out=0.485 Acc=0.88 ---329922.13 ms/batch
Step 00006500 L_out=0.772 Acc=0.88 ---367189.11 ms/batch
Step 00006550 L_out=0.396 Acc=0.82 ---404148.45 ms/batch
Step 00006600 L_out=0.713 Acc=0.76 ---441549.51 ms/batch
Step 00006650 L_out=0.456 Acc=0.78 ---477935.23 ms/batch
Round 2 | epoch=9, train costTime=493.09996151924133, | total_activation_sum=26386747
Round 2 | epoch=10, current m_iou=0.6680414280266498
Round 2 | Best m_IoU is: 0.669, OA is: 0.863 | val costTime=101.80877804756165
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.425 Acc=0.75 ---22251.81 ms/batch
Step 00006750 L_out=0.238 Acc=0.85 ---58359.02 ms/batch
Step 00006800 L_out=0.999 Acc=0.59 ---96833.80 ms/batch
Step 00006850 L_out=0.278 Acc=0.69 ---133929.62 ms/batch
Step 00006900 L_out=1.076 Acc=0.68 ---171004.57 ms/batch
Step 00006950 L_out=0.352 Acc=0.74 ---210099.89 ms/batch
Step 00007000 L_out=0.863 Acc=0.71 ---242437.29 ms/batch
Step 00007050 L_out=0.527 Acc=0.85 ---278684.85 ms/batch
Step 00007100 L_out=0.961 Acc=0.83 ---316307.39 ms/batch
Step 00007150 L_out=0.455 Acc=0.72 ---351358.17 ms/batch
Step 00007200 L_out=0.429 Acc=0.86 ---388061.27 ms/batch
Step 00007250 L_out=0.615 Acc=0.75 ---423751.37 ms/batch
Step 00007300 L_out=0.544 Acc=0.77 ---459734.23 ms/batch
Round 2 | epoch=10, train costTime=486.04289507865906, | total_activation_sum=26304985
Round 2 | epoch=11, current m_iou=0.6834355761776248
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=97.94590377807617
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.368 Acc=0.83 --- 9697.92 ms/batch
Step 00007400 L_out=1.961 Acc=0.72 ---46365.07 ms/batch
Step 00007450 L_out=0.540 Acc=0.77 ---83793.95 ms/batch
Step 00007500 L_out=0.535 Acc=0.81 ---121010.16 ms/batch
Step 00007550 L_out=0.492 Acc=0.61 ---159394.19 ms/batch
Step 00007600 L_out=0.305 Acc=0.74 ---196718.83 ms/batch
Step 00007650 L_out=0.242 Acc=0.80 ---233478.05 ms/batch
Step 00007700 L_out=0.314 Acc=0.83 ---268650.90 ms/batch
Step 00007750 L_out=0.526 Acc=0.86 ---304582.79 ms/batch
Step 00007800 L_out=0.523 Acc=0.83 ---340245.33 ms/batch
Step 00007850 L_out=0.456 Acc=0.76 ---375744.03 ms/batch
Step 00007900 L_out=0.544 Acc=0.73 ---412869.89 ms/batch
Step 00007950 L_out=0.489 Acc=0.79 ---450036.11 ms/batch
Step 00008000 L_out=0.320 Acc=0.89 ---487045.29 ms/batch
Round 2 | epoch=11, train costTime=489.8718845844269, | total_activation_sum=26499336
Round 2 | epoch=12, current m_iou=0.6753727802486627
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=103.49975371360779
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.478 Acc=0.90 ---35775.72 ms/batch
Step 00008100 L_out=0.459 Acc=0.80 ---74270.55 ms/batch
Step 00008150 L_out=0.178 Acc=0.76 ---111944.77 ms/batch
Step 00008200 L_out=0.801 Acc=0.81 ---148213.80 ms/batch
Step 00008250 L_out=0.542 Acc=0.80 ---185625.52 ms/batch
Step 00008300 L_out=0.419 Acc=0.79 ---221914.62 ms/batch
Step 00008350 L_out=0.752 Acc=0.66 ---258120.06 ms/batch
Step 00008400 L_out=0.741 Acc=0.71 ---295019.14 ms/batch
Step 00008450 L_out=0.430 Acc=0.83 ---331510.44 ms/batch
Step 00008500 L_out=0.819 Acc=0.74 ---366808.14 ms/batch
Step 00008550 L_out=0.351 Acc=0.85 ---402287.14 ms/batch
Step 00008600 L_out=0.498 Acc=0.80 ---438531.45 ms/batch
Step 00008650 L_out=0.633 Acc=0.64 ---471449.59 ms/batch
Round 2 | epoch=12, train costTime=484.3117995262146, | total_activation_sum=26369585
Round 2 | epoch=13, current m_iou=0.6611450490131325
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=85.98116850852966
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.235 Acc=0.87 ---18590.35 ms/batch
Step 00008750 L_out=0.341 Acc=0.75 ---51936.56 ms/batch
Step 00008800 L_out=0.281 Acc=0.74 ---85338.96 ms/batch
Step 00008850 L_out=0.750 Acc=0.90 ---118200.97 ms/batch
Step 00008900 L_out=0.237 Acc=0.90 ---151098.03 ms/batch
Step 00008950 L_out=0.628 Acc=0.82 ---188540.26 ms/batch
Step 00009000 L_out=0.455 Acc=0.75 ---226242.58 ms/batch
Step 00009050 L_out=0.202 Acc=0.92 ---262503.85 ms/batch
Step 00009100 L_out=0.379 Acc=0.82 ---298719.21 ms/batch
Step 00009150 L_out=0.294 Acc=0.80 ---335931.63 ms/batch
Step 00009200 L_out=0.332 Acc=0.82 ---374346.51 ms/batch
Step 00009250 L_out=0.413 Acc=0.87 ---410751.30 ms/batch
Step 00009300 L_out=1.024 Acc=0.74 ---448561.57 ms/batch
Round 2 | epoch=13, train costTime=477.5701515674591, | total_activation_sum=26509091
Round 2 | epoch=14, current m_iou=0.6558353154868479
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=86.20448231697083
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.486 Acc=0.81 --- 9324.00 ms/batch
Step 00009400 L_out=0.232 Acc=0.76 ---46747.13 ms/batch
Step 00009450 L_out=0.415 Acc=0.89 ---82500.71 ms/batch
Step 00009500 L_out=0.698 Acc=0.86 ---119121.49 ms/batch
Step 00009550 L_out=0.178 Acc=0.88 ---154523.35 ms/batch
Step 00009600 L_out=0.521 Acc=0.78 ---192054.99 ms/batch
Step 00009650 L_out=0.418 Acc=0.81 ---226412.26 ms/batch
Step 00009700 L_out=0.275 Acc=0.93 ---262925.86 ms/batch
Step 00009750 L_out=1.713 Acc=0.84 ---301010.44 ms/batch
Step 00009800 L_out=0.092 Acc=0.72 ---336184.22 ms/batch
Step 00009850 L_out=0.384 Acc=0.81 ---371673.86 ms/batch
Step 00009900 L_out=1.001 Acc=0.86 ---409449.43 ms/batch
Step 00009950 L_out=0.291 Acc=0.91 ---447595.58 ms/batch
Step 00010000 L_out=0.461 Acc=0.80 ---484535.95 ms/batch
Round 2 | epoch=14, train costTime=488.3533911705017, | total_activation_sum=26264739
Round 2 | epoch=15, current m_iou=0.6559412923761505
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=95.1405074596405
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.385 Acc=0.86 ---32587.62 ms/batch
Step 00010100 L_out=0.651 Acc=0.87 ---68833.65 ms/batch
Step 00010150 L_out=0.383 Acc=0.71 ---105962.22 ms/batch
Step 00010200 L_out=0.502 Acc=0.89 ---142450.44 ms/batch
Step 00010250 L_out=1.367 Acc=0.58 ---179564.22 ms/batch
Step 00010300 L_out=0.237 Acc=0.91 ---216647.88 ms/batch
Step 00010350 L_out=0.426 Acc=0.82 ---253349.35 ms/batch
Step 00010400 L_out=0.243 Acc=0.85 ---290431.79 ms/batch
Step 00010450 L_out=0.432 Acc=0.90 ---326696.47 ms/batch
Step 00010500 L_out=0.159 Acc=0.82 ---364272.66 ms/batch
Step 00010550 L_out=0.319 Acc=0.67 ---401300.77 ms/batch
Step 00010600 L_out=0.311 Acc=0.82 ---439252.81 ms/batch
Step 00010650 L_out=0.512 Acc=0.87 ---476032.87 ms/batch
Round 2 | epoch=15, train costTime=491.4352970123291, | total_activation_sum=26136833
Round 2 | epoch=16, current m_iou=0.670560649845072
Round 2 | Best m_IoU is: 0.683, OA is: 0.847 | val costTime=101.150634765625
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.401 Acc=0.86 ---21005.57 ms/batch
Step 00010750 L_out=0.264 Acc=0.71 ---57996.31 ms/batch
Step 00010800 L_out=0.427 Acc=0.71 ---94828.58 ms/batch
Step 00010850 L_out=0.462 Acc=0.85 ---130941.85 ms/batch
Step 00010900 L_out=0.236 Acc=0.88 ---166580.35 ms/batch
Step 00010950 L_out=0.656 Acc=0.68 ---202539.51 ms/batch
Step 00011000 L_out=0.528 Acc=0.89 ---238166.25 ms/batch
Step 00011050 L_out=0.079 Acc=0.91 ---274253.81 ms/batch
Step 00011100 L_out=0.512 Acc=0.78 ---311579.70 ms/batch
Step 00011150 L_out=0.407 Acc=0.66 ---347259.28 ms/batch
Step 00011200 L_out=0.122 Acc=0.88 ---382948.19 ms/batch
Step 00011250 L_out=0.630 Acc=0.82 ---419426.56 ms/batch
Step 00011300 L_out=0.894 Acc=0.71 ---456574.47 ms/batch
Round 2 | epoch=16, train costTime=484.9097785949707, | total_activation_sum=26673487
Round 2 | epoch=17, current m_iou=0.7004500073539859
Round 2 | Best m_IoU is: 0.700, OA is: 0.859 | val costTime=96.59092879295349
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.757 Acc=0.88 --- 8210.01 ms/batch
Step 00011400 L_out=0.254 Acc=0.93 ---44543.51 ms/batch
Step 00011450 L_out=0.547 Acc=0.44 ---79681.17 ms/batch
Step 00011500 L_out=0.470 Acc=0.92 ---116727.94 ms/batch
Step 00011550 L_out=0.376 Acc=0.82 ---153741.67 ms/batch
Step 00011600 L_out=0.969 Acc=0.59 ---192135.83 ms/batch
Step 00011650 L_out=0.234 Acc=0.90 ---229807.07 ms/batch
Step 00011700 L_out=0.351 Acc=0.89 ---266205.35 ms/batch
Step 00011750 L_out=0.316 Acc=0.80 ---303570.18 ms/batch
Step 00011800 L_out=0.205 Acc=0.92 ---340402.53 ms/batch
Step 00011850 L_out=0.526 Acc=0.79 ---378643.45 ms/batch
Step 00011900 L_out=0.641 Acc=0.67 ---415598.91 ms/batch
Step 00011950 L_out=0.425 Acc=0.79 ---452211.70 ms/batch
Step 00012000 L_out=0.482 Acc=0.78 ---489683.79 ms/batch
Round 2 | epoch=17, train costTime=494.5695970058441, | total_activation_sum=26367752
Round 2 | epoch=18, current m_iou=0.7112272647789568
Round 2 | Best m_IoU is: 0.711, OA is: 0.870 | val costTime=96.80405759811401
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.382 Acc=0.81 ---29741.57 ms/batch
Step 00012100 L_out=0.164 Acc=0.93 ---62626.91 ms/batch
Step 00012150 L_out=0.287 Acc=0.92 ---95291.52 ms/batch
Step 00012200 L_out=0.271 Acc=0.72 ---127351.03 ms/batch
Step 00012250 L_out=0.206 Acc=0.71 ---159294.45 ms/batch
Step 00012300 L_out=0.322 Acc=0.90 ---190920.45 ms/batch
Step 00012350 L_out=0.200 Acc=0.92 ---223107.41 ms/batch
Step 00012400 L_out=0.278 Acc=0.91 ---254288.62 ms/batch
Step 00012450 L_out=0.378 Acc=0.94 ---291643.53 ms/batch
Step 00012500 L_out=0.294 Acc=0.90 ---330079.73 ms/batch
Step 00012550 L_out=0.383 Acc=0.93 ---366588.01 ms/batch
Step 00012600 L_out=0.252 Acc=0.83 ---404427.33 ms/batch
Step 00012650 L_out=0.377 Acc=0.91 ---441190.36 ms/batch
Round 2 | epoch=18, train costTime=458.42835664749146, | total_activation_sum=26295493
Round 2 | epoch=19, current m_iou=0.6842173710155209
Round 2 | Best m_IoU is: 0.711, OA is: 0.870 | val costTime=86.72280287742615
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.825 Acc=0.80 ---19685.49 ms/batch
Step 00012750 L_out=0.319 Acc=0.77 ---57533.25 ms/batch
Step 00012800 L_out=0.281 Acc=0.83 ---94862.50 ms/batch
Step 00012850 L_out=0.632 Acc=0.73 ---132031.79 ms/batch
Step 00012900 L_out=0.551 Acc=0.90 ---168086.86 ms/batch
Step 00012950 L_out=0.248 Acc=0.86 ---206832.76 ms/batch
Step 00013000 L_out=0.269 Acc=0.84 ---246182.11 ms/batch
Step 00013050 L_out=0.175 Acc=0.88 ---285052.20 ms/batch
Step 00013100 L_out=0.391 Acc=0.90 ---323694.14 ms/batch
Step 00013150 L_out=0.611 Acc=0.73 ---361982.57 ms/batch
Step 00013200 L_out=0.178 Acc=0.85 ---398651.04 ms/batch
Step 00013250 L_out=0.355 Acc=0.82 ---436132.66 ms/batch
Step 00013300 L_out=0.187 Acc=0.86 ---471908.79 ms/batch
Round 2 | epoch=19, train costTime=502.0575182437897, | total_activation_sum=26454523
Round 2 | epoch=20, current m_iou=0.698654569821834
Round 2 | Best m_IoU is: 0.711, OA is: 0.870 | val costTime=95.9474048614502
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.275 Acc=0.86 --- 7209.95 ms/batch
Step 00013400 L_out=0.182 Acc=0.83 ---43901.35 ms/batch
Step 00013450 L_out=0.184 Acc=0.88 ---81254.59 ms/batch
Step 00013500 L_out=0.194 Acc=0.92 ---118994.78 ms/batch
Step 00013550 L_out=0.347 Acc=0.89 ---156120.81 ms/batch
Step 00013600 L_out=0.188 Acc=0.94 ---192381.02 ms/batch
Step 00013650 L_out=0.368 Acc=0.78 ---228884.99 ms/batch
Step 00013700 L_out=0.441 Acc=0.73 ---266014.70 ms/batch
Step 00013750 L_out=0.654 Acc=0.79 ---302513.56 ms/batch
Step 00013800 L_out=0.658 Acc=0.83 ---339543.31 ms/batch
Step 00013850 L_out=0.229 Acc=0.82 ---375341.53 ms/batch
Step 00013900 L_out=0.364 Acc=0.82 ---411348.73 ms/batch
Step 00013950 L_out=0.316 Acc=0.88 ---448790.30 ms/batch
Step 00014000 L_out=0.186 Acc=0.87 ---486785.74 ms/batch
Round 2 | epoch=20, train costTime=491.9817373752594, | total_activation_sum=26331845
Round 2 | epoch=21, current m_iou=0.7132546113921915
Round 2 | Best m_IoU is: 0.713, OA is: 0.874 | val costTime=86.50866174697876
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.196 Acc=0.83 ---31900.93 ms/batch
Step 00014100 L_out=0.715 Acc=0.83 ---68948.91 ms/batch
Step 00014150 L_out=0.619 Acc=0.75 ---105942.60 ms/batch
Step 00014200 L_out=0.324 Acc=0.82 ---141914.86 ms/batch
Step 00014250 L_out=0.835 Acc=0.89 ---178928.07 ms/batch
Step 00014300 L_out=0.117 Acc=0.80 ---216422.37 ms/batch
Step 00014350 L_out=0.395 Acc=0.82 ---254560.03 ms/batch
Step 00014400 L_out=0.416 Acc=0.94 ---291211.57 ms/batch
Step 00014450 L_out=0.327 Acc=0.79 ---328262.48 ms/batch
Step 00014500 L_out=0.277 Acc=0.74 ---364572.95 ms/batch
Step 00014550 L_out=0.385 Acc=0.82 ---402322.09 ms/batch
Step 00014600 L_out=0.172 Acc=0.83 ---442048.30 ms/batch
Step 00014650 L_out=0.192 Acc=0.85 ---479245.98 ms/batch
Round 2 | epoch=21, train costTime=497.8370633125305, | total_activation_sum=26437097
Round 2 | epoch=22, current m_iou=0.7176704650357402
Round 2 | Best m_IoU is: 0.718, OA is: 0.878 | val costTime=96.12592124938965
Round 2 | ****EPOCH 22****
Step 00014700 L_out=1.729 Acc=0.62 ---18938.88 ms/batch
Step 00014750 L_out=0.292 Acc=0.83 ---56531.51 ms/batch
Step 00014800 L_out=0.351 Acc=0.92 ---95477.24 ms/batch
Step 00014850 L_out=0.266 Acc=0.88 ---131996.98 ms/batch
Step 00014900 L_out=0.079 Acc=0.82 ---167942.10 ms/batch
Step 00014950 L_out=0.756 Acc=0.72 ---204316.30 ms/batch
Step 00015000 L_out=0.179 Acc=0.94 ---242183.39 ms/batch
Step 00015050 L_out=0.276 Acc=0.91 ---280214.33 ms/batch
Step 00015100 L_out=0.318 Acc=0.94 ---318696.07 ms/batch
Step 00015150 L_out=0.157 Acc=0.81 ---357918.37 ms/batch
Step 00015200 L_out=0.283 Acc=0.90 ---397511.36 ms/batch
Step 00015250 L_out=0.187 Acc=0.88 ---434252.52 ms/batch
Step 00015300 L_out=0.331 Acc=0.89 ---469986.47 ms/batch
Round 2 | epoch=22, train costTime=499.4920377731323, | total_activation_sum=26218333
Round 2 | epoch=23, current m_iou=0.7103511523181985
Round 2 | Best m_IoU is: 0.718, OA is: 0.878 | val costTime=103.31179761886597
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.375 Acc=0.88 --- 6519.55 ms/batch
Step 00015400 L_out=0.354 Acc=0.91 ---42666.25 ms/batch
Step 00015450 L_out=0.204 Acc=0.93 ---81137.14 ms/batch
Step 00015500 L_out=0.407 Acc=0.92 ---115562.50 ms/batch
Step 00015550 L_out=0.523 Acc=0.84 ---149504.25 ms/batch
Step 00015600 L_out=0.161 Acc=0.90 ---182850.39 ms/batch
Step 00015650 L_out=0.222 Acc=0.90 ---220373.41 ms/batch
Step 00015700 L_out=0.454 Acc=0.85 ---258591.26 ms/batch
Step 00015750 L_out=0.296 Acc=0.92 ---297442.32 ms/batch
Step 00015800 L_out=0.876 Acc=0.88 ---329749.30 ms/batch
Step 00015850 L_out=0.303 Acc=0.89 ---361956.15 ms/batch
Step 00015900 L_out=0.088 Acc=0.94 ---392873.02 ms/batch
Step 00015950 L_out=0.574 Acc=0.83 ---423314.60 ms/batch
Step 00016000 L_out=0.477 Acc=0.91 ---456272.13 ms/batch
Round 2 | epoch=23, train costTime=461.2917342185974, | total_activation_sum=26318441
Round 2 | epoch=24, current m_iou=0.7167567580184979
Round 2 | Best m_IoU is: 0.718, OA is: 0.878 | val costTime=90.93866920471191
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.152 Acc=0.72 ---26677.99 ms/batch
Step 00016100 L_out=0.303 Acc=0.86 ---59592.79 ms/batch
Step 00016150 L_out=0.217 Acc=0.90 ---98745.99 ms/batch
Step 00016200 L_out=0.190 Acc=0.85 ---143192.29 ms/batch
Step 00016250 L_out=0.331 Acc=0.90 ---187345.16 ms/batch
Step 00016300 L_out=0.731 Acc=0.85 ---228502.53 ms/batch
Step 00016350 L_out=0.204 Acc=0.89 ---267932.06 ms/batch
Step 00016400 L_out=0.148 Acc=0.85 ---310979.31 ms/batch
Step 00016450 L_out=0.340 Acc=0.77 ---353092.06 ms/batch
Step 00016500 L_out=0.464 Acc=0.90 ---397524.92 ms/batch
Step 00016550 L_out=0.287 Acc=0.88 ---442040.41 ms/batch
Step 00016600 L_out=0.693 Acc=0.92 ---486270.20 ms/batch
Step 00016650 L_out=0.132 Acc=0.87 ---531201.57 ms/batch
Round 2 | epoch=24, train costTime=552.7123403549194, | total_activation_sum=26371790
Round 2 | epoch=25, current m_iou=0.7099631213336047
Round 2 | Best m_IoU is: 0.718, OA is: 0.878 | val costTime=110.17397856712341
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.599 Acc=0.81 ---22254.99 ms/batch
Step 00016750 L_out=0.552 Acc=0.84 ---67224.18 ms/batch
Step 00016800 L_out=0.169 Acc=0.88 ---112426.67 ms/batch
Step 00016850 L_out=0.807 Acc=0.81 ---156270.08 ms/batch
Step 00016900 L_out=0.512 Acc=0.83 ---202575.28 ms/batch
Step 00016950 L_out=0.349 Acc=0.86 ---250658.96 ms/batch
Step 00017000 L_out=0.430 Acc=0.89 ---295215.24 ms/batch
Step 00017050 L_out=0.126 Acc=0.94 ---341229.04 ms/batch
Step 00017100 L_out=0.156 Acc=0.88 ---386214.97 ms/batch
Step 00017150 L_out=0.547 Acc=0.84 ---430483.19 ms/batch
Step 00017200 L_out=0.249 Acc=0.84 ---474681.78 ms/batch
Step 00017250 L_out=0.108 Acc=0.88 ---519047.91 ms/batch
Step 00017300 L_out=0.211 Acc=0.88 ---564226.49 ms/batch
Round 2 | epoch=25, train costTime=602.1076948642731, | total_activation_sum=26433470
Round 2 | epoch=26, current m_iou=0.6999855574594797
Round 2 | Best m_IoU is: 0.718, OA is: 0.878 | val costTime=109.48968744277954
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.193 Acc=0.94 --- 7328.00 ms/batch
Step 00017400 L_out=0.349 Acc=0.82 ---53149.82 ms/batch
Step 00017450 L_out=0.274 Acc=0.88 ---98150.82 ms/batch
Step 00017500 L_out=0.244 Acc=0.93 ---145181.45 ms/batch
Step 00017550 L_out=0.583 Acc=0.86 ---192573.49 ms/batch
Step 00017600 L_out=0.335 Acc=0.89 ---238403.12 ms/batch
Step 00017650 L_out=0.218 Acc=0.94 ---282507.86 ms/batch
Step 00017700 L_out=0.296 Acc=0.83 ---327685.44 ms/batch
Step 00017750 L_out=0.363 Acc=0.87 ---372169.05 ms/batch
Step 00017800 L_out=0.780 Acc=0.88 ---415881.34 ms/batch
Step 00017850 L_out=0.163 Acc=0.91 ---460612.84 ms/batch
Step 00017900 L_out=0.309 Acc=0.86 ---505833.83 ms/batch
Step 00017950 L_out=0.384 Acc=0.95 ---552714.10 ms/batch
Step 00018000 L_out=0.158 Acc=0.87 ---597630.15 ms/batch
Round 2 | epoch=26, train costTime=605.5796453952789, | total_activation_sum=26435320
Round 2 | epoch=27, current m_iou=0.7259287856218742
Round 2 | Best m_IoU is: 0.726, OA is: 0.879 | val costTime=106.66376113891602
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.235 Acc=0.91 ---38881.23 ms/batch
Step 00018100 L_out=0.065 Acc=0.90 ---87094.30 ms/batch
Step 00018150 L_out=0.165 Acc=0.84 ---131351.50 ms/batch
Step 00018200 L_out=0.563 Acc=0.85 ---174615.83 ms/batch
Step 00018250 L_out=0.236 Acc=0.88 ---218739.93 ms/batch
Step 00018300 L_out=0.181 Acc=0.93 ---263439.83 ms/batch
Step 00018350 L_out=0.181 Acc=0.70 ---308188.28 ms/batch
Step 00018400 L_out=0.241 Acc=0.91 ---344277.73 ms/batch
Step 00018450 L_out=0.188 Acc=0.82 ---381931.51 ms/batch
Step 00018500 L_out=0.081 Acc=0.91 ---419768.50 ms/batch
Step 00018550 L_out=0.259 Acc=0.85 ---456117.61 ms/batch
Step 00018600 L_out=0.255 Acc=0.88 ---496135.00 ms/batch
Step 00018650 L_out=0.142 Acc=0.84 ---531983.94 ms/batch
Round 2 | epoch=27, train costTime=550.5829367637634, | total_activation_sum=26536108
Round 2 | epoch=28, current m_iou=0.7213410862972123
Round 2 | Best m_IoU is: 0.726, OA is: 0.879 | val costTime=91.82090783119202
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.254 Acc=0.95 ---18224.60 ms/batch
Step 00018750 L_out=0.329 Acc=0.79 ---55042.10 ms/batch
Step 00018800 L_out=0.330 Acc=0.86 ---91217.49 ms/batch
Step 00018850 L_out=0.309 Acc=0.89 ---127902.52 ms/batch
Step 00018900 L_out=0.308 Acc=0.87 ---162101.78 ms/batch
Step 00018950 L_out=0.273 Acc=0.87 ---195611.14 ms/batch
Step 00019000 L_out=0.162 Acc=0.92 ---229015.19 ms/batch
Step 00019050 L_out=0.646 Acc=0.64 ---261052.56 ms/batch
Step 00019100 L_out=0.279 Acc=0.79 ---294077.30 ms/batch
Step 00019150 L_out=0.239 Acc=0.85 ---327043.64 ms/batch
Step 00019200 L_out=0.314 Acc=0.82 ---360421.20 ms/batch
Step 00019250 L_out=0.186 Acc=0.93 ---392414.98 ms/batch
Step 00019300 L_out=0.223 Acc=0.87 ---428844.30 ms/batch
Round 2 | epoch=28, train costTime=459.91816997528076, | total_activation_sum=26205398
Round 2 | epoch=29, current m_iou=0.7274314287735592
Round 2 | Best m_IoU is: 0.727, OA is: 0.889 | val costTime=90.85874533653259
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.072 Acc=0.94 --- 4726.36 ms/batch
Step 00019400 L_out=0.244 Acc=0.87 ---41911.58 ms/batch
Step 00019450 L_out=0.304 Acc=0.89 ---78253.47 ms/batch
Step 00019500 L_out=0.231 Acc=0.87 ---114865.26 ms/batch
Step 00019550 L_out=0.175 Acc=0.94 ---152272.37 ms/batch
Step 00019600 L_out=0.353 Acc=0.87 ---187873.28 ms/batch
Step 00019650 L_out=0.303 Acc=0.86 ---224615.98 ms/batch
Step 00019700 L_out=0.178 Acc=0.85 ---261967.65 ms/batch
Step 00019750 L_out=0.303 Acc=0.93 ---296637.49 ms/batch
Step 00019800 L_out=0.764 Acc=0.78 ---333188.70 ms/batch
Step 00019850 L_out=0.131 Acc=0.90 ---369669.95 ms/batch
Step 00019900 L_out=0.187 Acc=0.83 ---404928.43 ms/batch
Step 00019950 L_out=0.307 Acc=0.93 ---443230.95 ms/batch
Step 00020000 L_out=0.479 Acc=0.85 ---481902.18 ms/batch
Round 2 | epoch=29, train costTime=489.8522572517395, | total_activation_sum=26279266
Round 2 | epoch=30, current m_iou=0.7257074977350653
Round 2 | Best m_IoU is: 0.727, OA is: 0.889 | val costTime=100.36979722976685
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=2.327 Acc=0.76 ---30049.81 ms/batch
Step 00020100 L_out=1.338 Acc=0.52 ---66298.24 ms/batch
Step 00020150 L_out=1.226 Acc=0.52 ---103814.89 ms/batch
Step 00020200 L_out=0.958 Acc=0.76 ---140962.05 ms/batch
Step 00020250 L_out=0.728 Acc=0.87 ---179358.27 ms/batch
Step 00020300 L_out=1.524 Acc=0.68 ---218292.12 ms/batch
Step 00020350 L_out=3.751 Acc=0.68 ---256313.70 ms/batch
Step 00020400 L_out=0.763 Acc=0.79 ---293215.33 ms/batch
Step 00020450 L_out=1.901 Acc=0.85 ---328487.56 ms/batch
Step 00020500 L_out=0.423 Acc=0.93 ---364504.14 ms/batch
Step 00020550 L_out=1.345 Acc=0.81 ---399937.70 ms/batch
Step 00020600 L_out=1.564 Acc=0.88 ---436700.48 ms/batch
Step 00020650 L_out=0.781 Acc=0.86 ---473152.52 ms/batch
Round 3 | epoch=0, train costTime=492.49728441238403, | total_activation_sum=43877470
Round 3 | epoch=1, current m_iou=0.6883022216286495
Round 3 | Best m_IoU is: 0.688, OA is: 0.858 | val costTime=114.48226404190063
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.528 Acc=0.90 ---14732.43 ms/batch
Step 00020750 L_out=0.767 Acc=0.84 ---46568.21 ms/batch
Step 00020800 L_out=0.759 Acc=0.76 ---79168.88 ms/batch
Step 00020850 L_out=1.134 Acc=0.86 ---111801.18 ms/batch
Step 00020900 L_out=1.101 Acc=0.87 ---144499.53 ms/batch
Step 00020950 L_out=2.985 Acc=0.78 ---177096.98 ms/batch
Step 00021000 L_out=2.264 Acc=0.81 ---209474.20 ms/batch
Step 00021050 L_out=0.799 Acc=0.70 ---242216.26 ms/batch
Step 00021100 L_out=0.435 Acc=0.90 ---277001.52 ms/batch
Step 00021150 L_out=0.957 Acc=0.78 ---313958.55 ms/batch
Step 00021200 L_out=1.189 Acc=0.77 ---350619.98 ms/batch
Step 00021250 L_out=0.764 Acc=0.83 ---388285.83 ms/batch
Step 00021300 L_out=1.434 Acc=0.75 ---423937.89 ms/batch
Round 3 | epoch=1, train costTime=456.97440457344055, | total_activation_sum=44317804
Round 3 | epoch=2, current m_iou=0.6908948685875522
Round 3 | Best m_IoU is: 0.691, OA is: 0.862 | val costTime=102.41764402389526
Round 3 | ****EPOCH 2****
Step 00021350 L_out=1.679 Acc=0.83 --- 4530.54 ms/batch
Step 00021400 L_out=0.872 Acc=0.72 ---41532.65 ms/batch
Step 00021450 L_out=0.784 Acc=0.77 ---78590.55 ms/batch
Step 00021500 L_out=1.029 Acc=0.82 ---114800.11 ms/batch
Step 00021550 L_out=1.660 Acc=0.87 ---151410.80 ms/batch
Step 00021600 L_out=0.919 Acc=0.90 ---188116.85 ms/batch
Step 00021650 L_out=0.464 Acc=0.61 ---224888.28 ms/batch
Step 00021700 L_out=0.567 Acc=0.75 ---261735.48 ms/batch
Step 00021750 L_out=1.304 Acc=0.74 ---298225.90 ms/batch
Step 00021800 L_out=1.651 Acc=0.63 ---335490.48 ms/batch
Step 00021850 L_out=0.910 Acc=0.80 ---372282.10 ms/batch
Step 00021900 L_out=0.692 Acc=0.77 ---409029.94 ms/batch
Step 00021950 L_out=0.642 Acc=0.79 ---445694.01 ms/batch
Step 00022000 L_out=1.284 Acc=0.85 ---483564.73 ms/batch
Round 3 | epoch=2, train costTime=491.8405513763428, | total_activation_sum=44095052
Round 3 | epoch=3, current m_iou=0.7250629529882759
Round 3 | Best m_IoU is: 0.725, OA is: 0.897 | val costTime=95.77133011817932
Round 3 | ****EPOCH 3****
Step 00022050 L_out=3.213 Acc=0.50 ---29288.33 ms/batch
Step 00022100 L_out=0.834 Acc=0.88 ---66365.07 ms/batch
Step 00022150 L_out=0.784 Acc=0.88 ---101392.95 ms/batch
Step 00022200 L_out=0.955 Acc=0.87 ---138387.87 ms/batch
Step 00022250 L_out=0.734 Acc=0.81 ---173425.16 ms/batch
Step 00022300 L_out=1.908 Acc=0.73 ---207708.20 ms/batch
Step 00022350 L_out=0.789 Acc=0.81 ---243272.36 ms/batch
Step 00022400 L_out=0.767 Acc=0.77 ---280671.98 ms/batch
Step 00022450 L_out=1.287 Acc=0.77 ---317946.79 ms/batch
Step 00022500 L_out=0.561 Acc=0.93 ---354117.13 ms/batch
Step 00022550 L_out=1.027 Acc=0.78 ---390285.76 ms/batch
Step 00022600 L_out=0.669 Acc=0.86 ---426286.49 ms/batch
Step 00022650 L_out=1.366 Acc=0.85 ---461903.39 ms/batch
Round 3 | epoch=3, train costTime=483.77194714546204, | total_activation_sum=43993235
Round 3 | epoch=4, current m_iou=0.726262587642146
Round 3 | Best m_IoU is: 0.726, OA is: 0.900 | val costTime=87.00836992263794
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.762 Acc=0.84 ---16104.35 ms/batch
Step 00022750 L_out=0.291 Acc=0.91 ---54175.51 ms/batch
Step 00022800 L_out=1.195 Acc=0.76 ---91566.96 ms/batch
Step 00022850 L_out=0.590 Acc=0.90 ---128873.18 ms/batch
Step 00022900 L_out=0.865 Acc=0.89 ---166217.05 ms/batch
Step 00022950 L_out=0.472 Acc=0.90 ---203762.33 ms/batch
Step 00023000 L_out=0.930 Acc=0.83 ---240463.03 ms/batch
Step 00023050 L_out=0.463 Acc=0.90 ---276863.36 ms/batch
Step 00023100 L_out=0.467 Acc=0.90 ---312996.07 ms/batch
Step 00023150 L_out=0.916 Acc=0.83 ---351289.65 ms/batch
Step 00023200 L_out=1.175 Acc=0.88 ---386871.01 ms/batch
Step 00023250 L_out=0.831 Acc=0.82 ---423653.11 ms/batch
Step 00023300 L_out=0.612 Acc=0.75 ---458994.80 ms/batch
Round 3 | epoch=4, train costTime=492.0790629386902, | total_activation_sum=44283118
Round 3 | epoch=5, current m_iou=0.7122112791783128
Round 3 | Best m_IoU is: 0.726, OA is: 0.900 | val costTime=96.25294041633606
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.612 Acc=0.92 --- 3847.80 ms/batch
Step 00023400 L_out=0.628 Acc=0.81 ---40675.65 ms/batch
Step 00023450 L_out=0.541 Acc=0.91 ---79061.23 ms/batch
Step 00023500 L_out=0.562 Acc=0.92 ---114930.64 ms/batch
Step 00023550 L_out=0.999 Acc=0.90 ---151431.13 ms/batch
Step 00023600 L_out=1.210 Acc=0.78 ---188774.82 ms/batch
Step 00023650 L_out=1.389 Acc=0.79 ---225218.42 ms/batch
Step 00023700 L_out=1.136 Acc=0.86 ---260859.78 ms/batch
Step 00023750 L_out=0.830 Acc=0.86 ---296696.24 ms/batch
Step 00023800 L_out=1.229 Acc=0.87 ---332425.69 ms/batch
Step 00023850 L_out=0.595 Acc=0.87 ---369537.52 ms/batch
Step 00023900 L_out=0.372 Acc=0.79 ---407759.47 ms/batch
Step 00023950 L_out=0.621 Acc=0.89 ---444984.69 ms/batch
Step 00024000 L_out=1.626 Acc=0.91 ---482074.49 ms/batch
Round 3 | epoch=5, train costTime=490.47636008262634, | total_activation_sum=44180897
Round 3 | epoch=6, current m_iou=0.726068662488408
Round 3 | Best m_IoU is: 0.726, OA is: 0.900 | val costTime=102.1502206325531
Round 3 | ****EPOCH 6****
Step 00024050 L_out=1.226 Acc=0.86 ---28855.93 ms/batch
Step 00024100 L_out=1.027 Acc=0.89 ---64998.30 ms/batch
Step 00024150 L_out=0.609 Acc=0.80 ---101797.66 ms/batch
Step 00024200 L_out=0.803 Acc=0.89 ---136377.55 ms/batch
Step 00024250 L_out=0.447 Acc=0.84 ---168397.40 ms/batch
Step 00024300 L_out=0.804 Acc=0.88 ---201925.69 ms/batch
Step 00024350 L_out=0.688 Acc=0.93 ---234534.56 ms/batch
Step 00024400 L_out=0.863 Acc=0.88 ---266741.38 ms/batch
Step 00024450 L_out=3.880 Acc=0.70 ---299811.92 ms/batch
Step 00024500 L_out=0.661 Acc=0.82 ---333610.27 ms/batch
Step 00024550 L_out=0.856 Acc=0.86 ---364681.51 ms/batch
Step 00024600 L_out=1.068 Acc=0.85 ---400165.69 ms/batch
Step 00024650 L_out=0.402 Acc=0.89 ---436983.20 ms/batch
Round 3 | epoch=6, train costTime=457.29322624206543, | total_activation_sum=44166760
Round 3 | epoch=7, current m_iou=0.7325856427745961
Round 3 | Best m_IoU is: 0.733, OA is: 0.895 | val costTime=102.18584442138672
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.436 Acc=0.87 ---14991.83 ms/batch
Step 00024750 L_out=0.530 Acc=0.87 ---51604.77 ms/batch
Step 00024800 L_out=0.470 Acc=0.85 ---88438.98 ms/batch
Step 00024850 L_out=0.319 Acc=0.93 ---123948.78 ms/batch
Step 00024900 L_out=0.639 Acc=0.87 ---159088.30 ms/batch
Step 00024950 L_out=2.128 Acc=0.83 ---195060.56 ms/batch
Step 00025000 L_out=0.713 Acc=0.84 ---232130.59 ms/batch
Step 00025050 L_out=0.517 Acc=0.74 ---268376.61 ms/batch
Step 00025100 L_out=0.861 Acc=0.87 ---304029.93 ms/batch
Step 00025150 L_out=0.668 Acc=0.88 ---340089.65 ms/batch
Step 00025200 L_out=0.592 Acc=0.91 ---376186.21 ms/batch
Step 00025250 L_out=0.845 Acc=0.94 ---412159.38 ms/batch
Step 00025300 L_out=0.547 Acc=0.91 ---448058.21 ms/batch
Round 3 | epoch=7, train costTime=481.6689670085907, | total_activation_sum=44023090
Round 3 | epoch=8, current m_iou=0.7406998949034732
Round 3 | Best m_IoU is: 0.741, OA is: 0.913 | val costTime=99.9993782043457
Round 3 | ****EPOCH 8****
Step 00025350 L_out=1.548 Acc=0.83 --- 2720.06 ms/batch
Step 00025400 L_out=0.831 Acc=0.81 ---39274.79 ms/batch
Step 00025450 L_out=0.435 Acc=0.93 ---75925.31 ms/batch
Step 00025500 L_out=0.714 Acc=0.87 ---114813.31 ms/batch
Step 00025550 L_out=0.698 Acc=0.87 ---151467.59 ms/batch
Step 00025600 L_out=0.952 Acc=0.84 ---189240.47 ms/batch
Step 00025650 L_out=0.827 Acc=0.85 ---225884.55 ms/batch
Step 00025700 L_out=0.723 Acc=0.92 ---263586.93 ms/batch
Step 00025750 L_out=0.581 Acc=0.90 ---300153.67 ms/batch
Step 00025800 L_out=0.423 Acc=0.86 ---335620.91 ms/batch
Step 00025850 L_out=0.444 Acc=0.91 ---371789.88 ms/batch
Step 00025900 L_out=0.547 Acc=0.81 ---408550.74 ms/batch
Step 00025950 L_out=0.484 Acc=0.89 ---444452.37 ms/batch
Step 00026000 L_out=0.449 Acc=0.79 ---479045.98 ms/batch
Round 3 | epoch=8, train costTime=488.427472114563, | total_activation_sum=44106335
Round 3 | epoch=9, current m_iou=0.7104011612775858
Round 3 | Best m_IoU is: 0.741, OA is: 0.913 | val costTime=102.64583158493042
Round 3 | ****EPOCH 9****
Step 00026050 L_out=1.566 Acc=0.73 ---26936.13 ms/batch
Step 00026100 L_out=0.317 Acc=0.94 ---63599.81 ms/batch
Step 00026150 L_out=0.749 Acc=0.84 ---102001.00 ms/batch
Step 00026200 L_out=0.245 Acc=0.93 ---138812.82 ms/batch
Step 00026250 L_out=0.816 Acc=0.86 ---175456.16 ms/batch
Step 00026300 L_out=0.869 Acc=0.86 ---211461.07 ms/batch
Step 00026350 L_out=0.943 Acc=0.83 ---248669.15 ms/batch
Step 00026400 L_out=1.119 Acc=0.84 ---286218.51 ms/batch
Step 00026450 L_out=0.609 Acc=0.86 ---322410.44 ms/batch
Step 00026500 L_out=0.753 Acc=0.94 ---357868.73 ms/batch
Step 00026550 L_out=0.610 Acc=0.88 ---394578.05 ms/batch
Step 00026600 L_out=0.607 Acc=0.92 ---430558.86 ms/batch
Step 00026650 L_out=0.432 Acc=0.91 ---467914.50 ms/batch
Round 3 | epoch=9, train costTime=489.9032804965973, | total_activation_sum=43996596
Round 3 | epoch=10, current m_iou=0.7522046010996293
Round 3 | Best m_IoU is: 0.752, OA is: 0.909 | val costTime=99.3911862373352
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.823 Acc=0.75 ---15194.75 ms/batch
Step 00026750 L_out=0.266 Acc=0.92 ---51019.81 ms/batch
Step 00026800 L_out=1.007 Acc=0.88 ---86051.99 ms/batch
Step 00026850 L_out=0.730 Acc=0.89 ---122455.38 ms/batch
Step 00026900 L_out=0.309 Acc=0.86 ---158141.69 ms/batch
Step 00026950 L_out=0.837 Acc=0.94 ---194489.32 ms/batch
Step 00027000 L_out=0.507 Acc=0.87 ---231057.75 ms/batch
Step 00027050 L_out=0.451 Acc=0.94 ---267618.27 ms/batch
Step 00027100 L_out=1.020 Acc=0.88 ---303342.78 ms/batch
Step 00027150 L_out=0.909 Acc=0.86 ---338630.36 ms/batch
Step 00027200 L_out=0.483 Acc=0.94 ---374757.04 ms/batch
Step 00027250 L_out=0.550 Acc=0.87 ---410842.76 ms/batch
Step 00027300 L_out=0.941 Acc=0.92 ---447074.03 ms/batch
Round 3 | epoch=10, train costTime=480.11305499076843, | total_activation_sum=44027413
Round 3 | epoch=11, current m_iou=0.7754581685367251
Round 3 | Best m_IoU is: 0.775, OA is: 0.924 | val costTime=86.88089179992676
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.244 Acc=0.91 --- 2116.51 ms/batch
Step 00027400 L_out=0.985 Acc=0.86 ---38520.33 ms/batch
Step 00027450 L_out=0.342 Acc=0.95 ---75325.41 ms/batch
Step 00027500 L_out=0.666 Acc=0.93 ---111527.07 ms/batch
Step 00027550 L_out=1.020 Acc=0.84 ---148415.60 ms/batch
Step 00027600 L_out=0.629 Acc=0.84 ---183553.73 ms/batch
Step 00027650 L_out=0.658 Acc=0.74 ---217631.30 ms/batch
Step 00027700 L_out=1.082 Acc=0.89 ---253589.10 ms/batch
Step 00027750 L_out=1.472 Acc=0.89 ---286967.29 ms/batch
Step 00027800 L_out=0.561 Acc=0.91 ---319907.38 ms/batch
Step 00027850 L_out=1.171 Acc=0.73 ---352717.99 ms/batch
Step 00027900 L_out=0.792 Acc=0.82 ---386929.21 ms/batch
Step 00027950 L_out=0.364 Acc=0.89 ---420149.64 ms/batch
Step 00028000 L_out=0.368 Acc=0.92 ---452505.18 ms/batch
Round 3 | epoch=11, train costTime=461.7007625102997, | total_activation_sum=44352630
Round 3 | epoch=12, current m_iou=0.7700201147429941
Round 3 | Best m_IoU is: 0.775, OA is: 0.924 | val costTime=94.04388976097107
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.651 Acc=0.86 ---27400.41 ms/batch
Step 00028100 L_out=0.615 Acc=0.91 ---63561.81 ms/batch
Step 00028150 L_out=0.497 Acc=0.89 ---100894.58 ms/batch
Step 00028200 L_out=0.521 Acc=0.89 ---136928.22 ms/batch
Step 00028250 L_out=0.344 Acc=0.92 ---174189.66 ms/batch
Step 00028300 L_out=0.436 Acc=0.95 ---211695.95 ms/batch
Step 00028350 L_out=1.018 Acc=0.84 ---248092.08 ms/batch
Step 00028400 L_out=0.109 Acc=0.96 ---285424.65 ms/batch
Step 00028450 L_out=0.301 Acc=0.85 ---321257.10 ms/batch
Step 00028500 L_out=0.439 Acc=0.90 ---358111.10 ms/batch
Step 00028550 L_out=0.561 Acc=0.92 ---399265.90 ms/batch
Step 00028600 L_out=0.621 Acc=0.89 ---440888.83 ms/batch
Step 00028650 L_out=0.629 Acc=0.74 ---484054.30 ms/batch
Round 3 | epoch=12, train costTime=512.2154860496521, | total_activation_sum=44042775
Round 3 | epoch=13, current m_iou=0.7647244868034128
Round 3 | Best m_IoU is: 0.775, OA is: 0.924 | val costTime=104.82535195350647
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.648 Acc=0.93 ---16810.91 ms/batch
Step 00028750 L_out=0.375 Acc=0.96 ---61226.41 ms/batch
Step 00028800 L_out=0.958 Acc=0.88 ---105600.99 ms/batch
Step 00028850 L_out=0.889 Acc=0.88 ---149970.57 ms/batch
Step 00028900 L_out=0.339 Acc=0.91 ---194825.12 ms/batch
Step 00028950 L_out=0.899 Acc=0.81 ---236930.54 ms/batch
Step 00029000 L_out=0.432 Acc=0.86 ---280344.39 ms/batch
Step 00029050 L_out=0.966 Acc=0.81 ---324445.81 ms/batch
Step 00029100 L_out=0.373 Acc=0.95 ---369344.12 ms/batch
Step 00029150 L_out=0.406 Acc=0.91 ---414302.26 ms/batch
Step 00029200 L_out=0.658 Acc=0.84 ---457917.63 ms/batch
Step 00029250 L_out=1.023 Acc=0.93 ---502252.89 ms/batch
Step 00029300 L_out=0.238 Acc=0.91 ---546720.39 ms/batch
Round 3 | epoch=13, train costTime=590.4907341003418, | total_activation_sum=44242306
Round 3 | epoch=14, current m_iou=0.7756694416460792
Round 3 | Best m_IoU is: 0.776, OA is: 0.925 | val costTime=116.17687010765076
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.165 Acc=0.97 --- 2118.55 ms/batch
Step 00029400 L_out=0.203 Acc=0.90 ---43553.88 ms/batch
Step 00029450 L_out=0.522 Acc=0.85 ---89987.81 ms/batch
Step 00029500 L_out=0.427 Acc=0.93 ---134058.53 ms/batch
Step 00029550 L_out=0.426 Acc=0.93 ---179651.17 ms/batch
Step 00029600 L_out=0.307 Acc=0.91 ---224361.84 ms/batch
Step 00029650 L_out=0.835 Acc=0.91 ---267022.70 ms/batch
Step 00029700 L_out=0.528 Acc=0.88 ---313089.37 ms/batch
Step 00029750 L_out=0.660 Acc=0.91 ---358130.00 ms/batch
Step 00029800 L_out=0.503 Acc=0.87 ---401761.95 ms/batch
Step 00029850 L_out=1.082 Acc=0.84 ---447834.74 ms/batch
Step 00029900 L_out=0.354 Acc=0.87 ---490357.54 ms/batch
Step 00029950 L_out=0.251 Acc=0.88 ---533928.15 ms/batch
Step 00030000 L_out=0.857 Acc=0.85 ---579769.32 ms/batch
Round 3 | epoch=14, train costTime=592.8321721553802, | total_activation_sum=44185499
Round 3 | epoch=15, current m_iou=0.7793137057346146
Round 3 | Best m_IoU is: 0.779, OA is: 0.924 | val costTime=102.94870615005493
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.245 Acc=0.97 ---31643.08 ms/batch
Step 00030100 L_out=0.738 Acc=0.83 ---74855.49 ms/batch
Step 00030150 L_out=0.940 Acc=0.87 ---120099.18 ms/batch
Step 00030200 L_out=0.400 Acc=0.92 ---163893.35 ms/batch
Step 00030250 L_out=0.486 Acc=0.89 ---208495.38 ms/batch
Step 00030300 L_out=0.362 Acc=0.96 ---254207.71 ms/batch
Step 00030350 L_out=0.350 Acc=0.85 ---299066.97 ms/batch
Step 00030400 L_out=0.686 Acc=0.86 ---342586.73 ms/batch
Step 00030450 L_out=1.145 Acc=0.86 ---386167.36 ms/batch
Step 00030500 L_out=0.668 Acc=0.89 ---428960.92 ms/batch
Step 00030550 L_out=0.274 Acc=0.80 ---471548.79 ms/batch
Step 00030600 L_out=0.743 Acc=0.91 ---515540.15 ms/batch
Step 00030650 L_out=0.265 Acc=0.93 ---559728.45 ms/batch
Round 3 | epoch=15, train costTime=587.8939547538757, | total_activation_sum=44041837
Round 3 | epoch=16, current m_iou=0.7438816182469551
Round 3 | Best m_IoU is: 0.779, OA is: 0.924 | val costTime=98.29097032546997
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.854 Acc=0.85 ---14218.91 ms/batch
Step 00030750 L_out=0.096 Acc=0.96 ---56719.47 ms/batch
Step 00030800 L_out=0.624 Acc=0.82 ---98097.91 ms/batch
Step 00030850 L_out=0.399 Acc=0.90 ---139129.23 ms/batch
Step 00030900 L_out=0.624 Acc=0.92 ---178508.30 ms/batch
Step 00030950 L_out=0.458 Acc=0.91 ---218993.78 ms/batch
Step 00031000 L_out=0.315 Acc=0.91 ---259869.91 ms/batch
Step 00031050 L_out=0.473 Acc=0.89 ---303124.24 ms/batch
Step 00031100 L_out=0.207 Acc=0.92 ---351245.86 ms/batch
Step 00031150 L_out=0.346 Acc=0.94 ---395460.46 ms/batch
Step 00031200 L_out=0.960 Acc=0.87 ---439847.54 ms/batch
Step 00031250 L_out=0.609 Acc=0.90 ---485382.48 ms/batch
Step 00031300 L_out=0.519 Acc=0.87 ---529869.27 ms/batch
Round 3 | epoch=16, train costTime=574.8115568161011, | total_activation_sum=44385598
Round 3 | epoch=17, current m_iou=0.7766545082311487
Round 3 | Best m_IoU is: 0.779, OA is: 0.924 | val costTime=110.97216987609863
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.525 Acc=0.75 --- 1040.01 ms/batch
Step 00031400 L_out=0.577 Acc=0.89 ---46296.14 ms/batch
Step 00031450 L_out=0.310 Acc=0.88 ---91624.67 ms/batch
Step 00031500 L_out=1.137 Acc=0.77 ---137311.31 ms/batch
Step 00031550 L_out=0.326 Acc=0.93 ---181288.66 ms/batch
Step 00031600 L_out=0.557 Acc=0.96 ---225236.46 ms/batch
Step 00031650 L_out=0.391 Acc=0.87 ---268539.20 ms/batch
Step 00031700 L_out=0.609 Acc=0.87 ---314099.55 ms/batch
Step 00031750 L_out=0.752 Acc=0.82 ---357048.80 ms/batch
Step 00031800 L_out=0.233 Acc=0.94 ---400326.83 ms/batch
Step 00031850 L_out=0.257 Acc=0.94 ---445818.50 ms/batch
Step 00031900 L_out=0.405 Acc=0.92 ---490749.37 ms/batch
Step 00031950 L_out=0.331 Acc=0.93 ---534949.96 ms/batch
Step 00032000 L_out=0.759 Acc=0.89 ---580364.73 ms/batch
Round 3 | epoch=17, train costTime=595.1996684074402, | total_activation_sum=43964035
Round 3 | epoch=18, current m_iou=0.7773859116011896
Round 3 | Best m_IoU is: 0.779, OA is: 0.924 | val costTime=100.4721450805664
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.416 Acc=0.80 ---32299.28 ms/batch
Step 00032100 L_out=0.778 Acc=0.92 ---77506.17 ms/batch
Step 00032150 L_out=0.976 Acc=0.88 ---122146.62 ms/batch
Step 00032200 L_out=0.167 Acc=0.95 ---165068.04 ms/batch
Step 00032250 L_out=0.482 Acc=0.93 ---208422.45 ms/batch
Step 00032300 L_out=0.314 Acc=0.80 ---252229.68 ms/batch
Step 00032350 L_out=1.759 Acc=0.76 ---296065.24 ms/batch
Step 00032400 L_out=0.544 Acc=0.89 ---340157.22 ms/batch
Step 00032450 L_out=0.278 Acc=0.96 ---383100.86 ms/batch
Step 00032500 L_out=0.436 Acc=0.86 ---425471.61 ms/batch
Step 00032550 L_out=0.327 Acc=0.91 ---469806.91 ms/batch
Step 00032600 L_out=0.415 Acc=0.96 ---516557.20 ms/batch
Step 00032650 L_out=0.899 Acc=0.92 ---560446.97 ms/batch
Round 3 | epoch=18, train costTime=590.346919298172, | total_activation_sum=44080016
Round 3 | epoch=19, current m_iou=0.7911645459126493
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=96.66712522506714
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.379 Acc=0.95 ---15866.07 ms/batch
Step 00032750 L_out=0.430 Acc=0.93 ---57829.54 ms/batch
Step 00032800 L_out=0.988 Acc=0.92 ---101577.94 ms/batch
Step 00032850 L_out=0.550 Acc=0.82 ---143151.08 ms/batch
Step 00032900 L_out=0.212 Acc=0.97 ---188374.37 ms/batch
Step 00032950 L_out=0.523 Acc=0.88 ---232608.57 ms/batch
Step 00033000 L_out=0.583 Acc=0.91 ---276526.00 ms/batch
Step 00033050 L_out=1.064 Acc=0.90 ---320778.32 ms/batch
Step 00033100 L_out=0.491 Acc=0.91 ---363160.65 ms/batch
Step 00033150 L_out=0.395 Acc=0.92 ---405357.17 ms/batch
Step 00033200 L_out=0.565 Acc=0.92 ---449050.82 ms/batch
Step 00033250 L_out=0.782 Acc=0.87 ---493182.02 ms/batch
Step 00033300 L_out=0.591 Acc=0.92 ---537598.50 ms/batch
Step 00033350 L_out=0.288 Acc=0.82 ---581793.77 ms/batch
Round 3 | epoch=19, train costTime=581.7939171791077, | total_activation_sum=44187913
Round 3 | epoch=20, current m_iou=0.7894141364701932
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=95.77535152435303
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.195 Acc=0.94 ---44544.32 ms/batch
Step 00033450 L_out=0.557 Acc=0.91 ---89693.35 ms/batch
Step 00033500 L_out=0.444 Acc=0.89 ---133748.93 ms/batch
Step 00033550 L_out=0.275 Acc=0.95 ---178246.27 ms/batch
Step 00033600 L_out=0.684 Acc=0.93 ---220678.83 ms/batch
Step 00033650 L_out=0.376 Acc=0.93 ---263330.68 ms/batch
Step 00033700 L_out=0.417 Acc=0.90 ---302546.46 ms/batch
Step 00033750 L_out=0.810 Acc=0.90 ---343074.57 ms/batch
Step 00033800 L_out=0.381 Acc=0.89 ---382392.81 ms/batch
Step 00033850 L_out=0.811 Acc=0.90 ---421558.84 ms/batch
Step 00033900 L_out=0.321 Acc=0.94 ---460063.38 ms/batch
Step 00033950 L_out=0.300 Acc=0.95 ---498175.61 ms/batch
Step 00034000 L_out=2.021 Acc=0.89 ---538176.64 ms/batch
Round 3 | epoch=20, train costTime=550.9917378425598, | total_activation_sum=44238512
Round 3 | epoch=21, current m_iou=0.7769413018628674
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=94.44367146492004
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.354 Acc=0.90 ---29338.14 ms/batch
Step 00034100 L_out=0.648 Acc=0.89 ---73291.91 ms/batch
Step 00034150 L_out=0.599 Acc=0.89 ---116927.90 ms/batch
Step 00034200 L_out=1.096 Acc=0.83 ---160821.12 ms/batch
Step 00034250 L_out=0.701 Acc=0.91 ---206349.21 ms/batch
Step 00034300 L_out=1.857 Acc=0.57 ---249656.47 ms/batch
Step 00034350 L_out=0.859 Acc=0.90 ---294430.49 ms/batch
Step 00034400 L_out=0.410 Acc=0.90 ---338191.84 ms/batch
Step 00034450 L_out=0.198 Acc=0.97 ---383194.34 ms/batch
Step 00034500 L_out=0.234 Acc=0.88 ---428232.06 ms/batch
Step 00034550 L_out=0.334 Acc=0.91 ---473405.53 ms/batch
Step 00034600 L_out=0.413 Acc=0.95 ---520511.40 ms/batch
Step 00034650 L_out=0.307 Acc=0.95 ---565193.04 ms/batch
Round 3 | epoch=21, train costTime=595.9675555229187, | total_activation_sum=44019542
Round 3 | epoch=22, current m_iou=0.7817642938552549
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=112.57823777198792
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.514 Acc=0.89 ---13638.74 ms/batch
Step 00034750 L_out=0.423 Acc=0.92 ---59064.65 ms/batch
Step 00034800 L_out=0.574 Acc=0.88 ---105015.93 ms/batch
Step 00034850 L_out=0.267 Acc=0.94 ---149507.00 ms/batch
Step 00034900 L_out=0.578 Acc=0.88 ---195387.07 ms/batch
Step 00034950 L_out=0.593 Acc=0.89 ---238603.88 ms/batch
Step 00035000 L_out=0.545 Acc=0.85 ---282280.74 ms/batch
Step 00035050 L_out=0.176 Acc=0.85 ---326823.97 ms/batch
Step 00035100 L_out=0.616 Acc=0.86 ---371037.81 ms/batch
Step 00035150 L_out=0.345 Acc=0.97 ---415153.61 ms/batch
Step 00035200 L_out=0.248 Acc=0.94 ---458909.28 ms/batch
Step 00035250 L_out=0.561 Acc=0.94 ---503575.83 ms/batch
Step 00035300 L_out=0.370 Acc=0.97 ---550363.80 ms/batch
Step 00035350 L_out=0.782 Acc=0.74 ---594693.15 ms/batch
Round 3 | epoch=22, train costTime=595.6101348400116, | total_activation_sum=44163280
Round 3 | epoch=23, current m_iou=0.787528050115297
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=108.68347072601318
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.374 Acc=0.93 ---43186.22 ms/batch
Step 00035450 L_out=0.407 Acc=0.89 ---86572.48 ms/batch
Step 00035500 L_out=0.200 Acc=0.98 ---131353.98 ms/batch
Step 00035550 L_out=0.259 Acc=0.90 ---174944.36 ms/batch
Step 00035600 L_out=0.671 Acc=0.94 ---219798.54 ms/batch
Step 00035650 L_out=0.930 Acc=0.93 ---264099.70 ms/batch
Step 00035700 L_out=0.321 Acc=0.92 ---306913.98 ms/batch
Step 00035750 L_out=0.917 Acc=0.77 ---352547.48 ms/batch
Step 00035800 L_out=0.396 Acc=0.90 ---397660.64 ms/batch
Step 00035850 L_out=0.641 Acc=0.90 ---441641.66 ms/batch
Step 00035900 L_out=0.262 Acc=0.96 ---487949.99 ms/batch
Step 00035950 L_out=0.515 Acc=0.87 ---533104.67 ms/batch
Step 00036000 L_out=0.288 Acc=0.91 ---578634.14 ms/batch
Round 3 | epoch=23, train costTime=595.6649298667908, | total_activation_sum=44196228
Round 3 | epoch=24, current m_iou=0.7735701324691084
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=113.05941557884216
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.553 Acc=0.91 ---28434.68 ms/batch
Step 00036100 L_out=0.269 Acc=0.84 ---73527.52 ms/batch
Step 00036150 L_out=0.301 Acc=0.92 ---119228.17 ms/batch
Step 00036200 L_out=1.125 Acc=0.92 ---163004.63 ms/batch
Step 00036250 L_out=0.679 Acc=0.86 ---207105.61 ms/batch
Step 00036300 L_out=0.726 Acc=0.79 ---254295.60 ms/batch
Step 00036350 L_out=0.572 Acc=0.87 ---302447.97 ms/batch
Step 00036400 L_out=0.209 Acc=0.95 ---347512.21 ms/batch
Step 00036450 L_out=0.375 Acc=0.89 ---393486.89 ms/batch
Step 00036500 L_out=0.295 Acc=0.95 ---437158.10 ms/batch
Step 00036550 L_out=0.466 Acc=0.93 ---481214.10 ms/batch
Step 00036600 L_out=0.680 Acc=0.87 ---525938.35 ms/batch
Step 00036650 L_out=0.188 Acc=0.95 ---569010.30 ms/batch
Round 3 | epoch=24, train costTime=597.8772151470184, | total_activation_sum=44231265
Round 3 | epoch=25, current m_iou=0.7798017268428438
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=103.10561728477478
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.279 Acc=0.93 ---12679.67 ms/batch
Step 00036750 L_out=0.846 Acc=0.93 ---52983.18 ms/batch
Step 00036800 L_out=0.252 Acc=0.93 ---93734.53 ms/batch
Step 00036850 L_out=0.473 Acc=0.95 ---134199.56 ms/batch
Step 00036900 L_out=0.529 Acc=0.90 ---172356.05 ms/batch
Step 00036950 L_out=0.051 Acc=0.93 ---218334.28 ms/batch
Step 00037000 L_out=0.217 Acc=0.96 ---262733.36 ms/batch
Step 00037050 L_out=0.328 Acc=0.96 ---306692.64 ms/batch
Step 00037100 L_out=0.750 Acc=0.96 ---351353.05 ms/batch
Step 00037150 L_out=0.489 Acc=0.90 ---396659.34 ms/batch
Step 00037200 L_out=0.230 Acc=0.96 ---440259.48 ms/batch
Step 00037250 L_out=0.442 Acc=0.92 ---483917.24 ms/batch
Step 00037300 L_out=0.600 Acc=0.86 ---527238.08 ms/batch
Step 00037350 L_out=0.871 Acc=0.92 ---571028.38 ms/batch
Round 3 | epoch=25, train costTime=572.7840738296509, | total_activation_sum=44036166
Round 3 | epoch=26, current m_iou=0.7887919897067552
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=106.18506717681885
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.463 Acc=0.94 ---34940.62 ms/batch
Step 00037450 L_out=0.137 Acc=0.94 ---73241.69 ms/batch
Step 00037500 L_out=0.217 Acc=0.94 ---110874.79 ms/batch
Step 00037550 L_out=0.073 Acc=0.95 ---148126.42 ms/batch
Step 00037600 L_out=0.494 Acc=0.92 ---185880.40 ms/batch
Step 00037650 L_out=0.270 Acc=0.90 ---224678.19 ms/batch
Step 00037700 L_out=0.380 Acc=0.89 ---261538.23 ms/batch
Step 00037750 L_out=0.776 Acc=0.87 ---297317.67 ms/batch
Step 00037800 L_out=0.393 Acc=0.89 ---334086.47 ms/batch
Step 00037850 L_out=0.266 Acc=0.97 ---371099.34 ms/batch
Step 00037900 L_out=0.520 Acc=0.86 ---408659.49 ms/batch
Step 00037950 L_out=0.809 Acc=0.89 ---444753.52 ms/batch
Step 00038000 L_out=0.600 Acc=0.89 ---480878.49 ms/batch
Round 3 | epoch=26, train costTime=494.127858877182, | total_activation_sum=44038679
Round 3 | epoch=27, current m_iou=0.7839236118335591
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=97.62394189834595
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.443 Acc=0.95 ---23311.79 ms/batch
Step 00038100 L_out=0.337 Acc=0.93 ---54063.28 ms/batch
Step 00038150 L_out=0.417 Acc=0.96 ---84164.79 ms/batch
Step 00038200 L_out=0.417 Acc=0.92 ---115145.71 ms/batch
Step 00038250 L_out=0.444 Acc=0.86 ---145017.40 ms/batch
Step 00038300 L_out=0.227 Acc=0.96 ---175065.08 ms/batch
Step 00038350 L_out=0.424 Acc=0.93 ---205664.34 ms/batch
Step 00038400 L_out=0.290 Acc=0.92 ---236237.76 ms/batch
Step 00038450 L_out=0.821 Acc=0.92 ---266771.67 ms/batch
Step 00038500 L_out=0.372 Acc=0.95 ---297114.91 ms/batch
Step 00038550 L_out=0.935 Acc=0.89 ---327173.81 ms/batch
Step 00038600 L_out=0.241 Acc=0.93 ---357972.32 ms/batch
Step 00038650 L_out=0.259 Acc=0.95 ---389017.97 ms/batch
Round 3 | epoch=27, train costTime=411.0331931114197, | total_activation_sum=44241945
Round 3 | epoch=28, current m_iou=0.7873446191685813
Round 3 | Best m_IoU is: 0.791, OA is: 0.932 | val costTime=71.69609594345093
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.261 Acc=0.92 --- 8772.06 ms/batch
Step 00038750 L_out=0.658 Acc=0.88 ---39158.41 ms/batch
Step 00038800 L_out=0.286 Acc=0.95 ---69410.56 ms/batch
Step 00038850 L_out=0.072 Acc=0.94 ---99482.98 ms/batch
Step 00038900 L_out=0.319 Acc=0.94 ---129486.95 ms/batch
Step 00038950 L_out=0.190 Acc=0.88 ---160430.37 ms/batch
Step 00039000 L_out=0.328 Acc=0.93 ---190716.35 ms/batch
Step 00039050 L_out=0.515 Acc=0.91 ---221019.02 ms/batch
Step 00039100 L_out=0.346 Acc=0.92 ---251200.16 ms/batch
Step 00039150 L_out=0.339 Acc=0.95 ---281973.03 ms/batch
Step 00039200 L_out=0.369 Acc=0.94 ---312043.83 ms/batch
Step 00039250 L_out=0.399 Acc=0.96 ---344082.09 ms/batch
Step 00039300 L_out=0.250 Acc=0.95 ---374574.92 ms/batch
Step 00039350 L_out=0.642 Acc=0.89 ---404703.31 ms/batch
Round 3 | epoch=28, train costTime=406.4862277507782, | total_activation_sum=44329142
Round 3 | epoch=29, current m_iou=0.7945839594520611
Round 3 | Best m_IoU is: 0.795, OA is: 0.934 | val costTime=86.53794503211975
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.228 Acc=0.96 ---29067.99 ms/batch
Step 00039450 L_out=0.309 Acc=0.93 ---59493.57 ms/batch
Step 00039500 L_out=0.247 Acc=0.93 ---90644.49 ms/batch
Step 00039550 L_out=0.520 Acc=0.93 ---120626.73 ms/batch
Step 00039600 L_out=0.131 Acc=0.96 ---151383.45 ms/batch
Step 00039650 L_out=0.395 Acc=0.92 ---181677.43 ms/batch
Step 00039700 L_out=0.930 Acc=0.85 ---213109.74 ms/batch
Step 00039750 L_out=0.410 Acc=0.97 ---243682.64 ms/batch
Step 00039800 L_out=0.261 Acc=0.95 ---275004.13 ms/batch
Step 00039850 L_out=0.416 Acc=0.95 ---304922.98 ms/batch
Step 00039900 L_out=0.398 Acc=0.91 ---335379.87 ms/batch
Step 00039950 L_out=0.223 Acc=0.87 ---365446.28 ms/batch
Step 00040000 L_out=0.210 Acc=0.95 ---395709.54 ms/batch
Round 3 | epoch=29, train costTime=407.6357316970825, | total_activation_sum=44238344
Round 3 | epoch=30, current m_iou=0.8011227670027897
Round 3 | Best m_IoU is: 0.801, OA is: 0.938 | val costTime=72.44856333732605
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=2.683 Acc=0.42 ---18785.08 ms/batch
Step 00040100 L_out=3.598 Acc=0.27 ---50194.12 ms/batch
Step 00040150 L_out=1.150 Acc=0.68 ---80496.83 ms/batch
Step 00040200 L_out=1.317 Acc=0.85 ---110368.52 ms/batch
Step 00040250 L_out=0.504 Acc=0.91 ---140920.15 ms/batch
Step 00040300 L_out=1.187 Acc=0.63 ---170927.25 ms/batch
Step 00040350 L_out=2.748 Acc=0.78 ---201894.11 ms/batch
Step 00040400 L_out=1.177 Acc=0.89 ---231913.51 ms/batch
Step 00040450 L_out=2.069 Acc=0.84 ---262480.53 ms/batch
Step 00040500 L_out=1.178 Acc=0.85 ---292630.07 ms/batch
Step 00040550 L_out=3.923 Acc=0.49 ---323343.75 ms/batch
Step 00040600 L_out=1.326 Acc=0.82 ---353485.63 ms/batch
Step 00040650 L_out=1.590 Acc=0.91 ---384551.27 ms/batch
Round 4 | epoch=0, train costTime=407.21579694747925, | total_activation_sum=54507678
Round 4 | epoch=1, current m_iou=0.3570927575897569
Round 4 | Best m_IoU is: 0.357, OA is: 0.646 | val costTime=78.34017181396484
Round 4 | ****EPOCH 1****
Step 00040700 L_out=1.220 Acc=0.91 --- 7832.32 ms/batch
Step 00040750 L_out=1.421 Acc=0.88 ---37888.47 ms/batch
Step 00040800 L_out=2.506 Acc=0.85 ---68110.36 ms/batch
Step 00040850 L_out=0.655 Acc=0.77 ---98584.85 ms/batch
Step 00040900 L_out=1.212 Acc=0.90 ---128532.31 ms/batch
Step 00040950 L_out=0.650 Acc=0.94 ---158762.71 ms/batch
Step 00041000 L_out=1.826 Acc=0.87 ---189142.11 ms/batch
Step 00041050 L_out=0.834 Acc=0.86 ---220650.76 ms/batch
Step 00041100 L_out=1.565 Acc=0.74 ---250998.75 ms/batch
Step 00041150 L_out=1.096 Acc=0.74 ---281073.80 ms/batch
Step 00041200 L_out=0.520 Acc=0.96 ---311074.75 ms/batch
Step 00041250 L_out=0.990 Acc=0.89 ---342284.21 ms/batch
Step 00041300 L_out=1.058 Acc=0.82 ---372892.44 ms/batch
Step 00041350 L_out=2.666 Acc=0.82 ---404319.15 ms/batch
Round 4 | epoch=1, train costTime=406.73628878593445, | total_activation_sum=54898740
Round 4 | epoch=2, current m_iou=0.6918248904835159
Round 4 | Best m_IoU is: 0.692, OA is: 0.860 | val costTime=81.9977674484253
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.752 Acc=0.92 ---28032.12 ms/batch
Step 00041450 L_out=1.199 Acc=0.92 ---58180.57 ms/batch
Step 00041500 L_out=0.758 Acc=0.85 ---88944.25 ms/batch
Step 00041550 L_out=0.614 Acc=0.91 ---119877.74 ms/batch
Step 00041600 L_out=0.745 Acc=0.93 ---150471.19 ms/batch
Step 00041650 L_out=1.082 Acc=0.85 ---180364.05 ms/batch
Step 00041700 L_out=0.941 Acc=0.88 ---211550.91 ms/batch
Step 00041750 L_out=0.948 Acc=0.90 ---242282.28 ms/batch
Step 00041800 L_out=0.628 Acc=0.88 ---273406.45 ms/batch
Step 00041850 L_out=2.194 Acc=0.79 ---303419.41 ms/batch
Step 00041900 L_out=1.539 Acc=0.75 ---333924.12 ms/batch
Step 00041950 L_out=0.724 Acc=0.81 ---363913.48 ms/batch
Step 00042000 L_out=1.667 Acc=0.82 ---394005.42 ms/batch
Round 4 | epoch=2, train costTime=406.7212886810303, | total_activation_sum=55025118
Round 4 | epoch=3, current m_iou=0.7478080363498774
Round 4 | Best m_IoU is: 0.748, OA is: 0.903 | val costTime=80.0185694694519
Round 4 | ****EPOCH 3****
Step 00042050 L_out=1.710 Acc=0.78 ---17722.26 ms/batch
Step 00042100 L_out=1.118 Acc=0.91 ---48247.14 ms/batch
Step 00042150 L_out=0.807 Acc=0.85 ---77889.99 ms/batch
Step 00042200 L_out=0.589 Acc=0.75 ---108758.74 ms/batch
Step 00042250 L_out=0.459 Acc=0.86 ---138785.44 ms/batch
Step 00042300 L_out=0.236 Acc=0.94 ---169414.45 ms/batch
Step 00042350 L_out=0.539 Acc=0.97 ---200716.88 ms/batch
Step 00042400 L_out=1.026 Acc=0.92 ---230663.92 ms/batch
Step 00042450 L_out=0.905 Acc=0.85 ---263773.09 ms/batch
Step 00042500 L_out=1.058 Acc=0.90 ---301221.54 ms/batch
Step 00042550 L_out=1.156 Acc=0.86 ---337705.24 ms/batch
Step 00042600 L_out=1.368 Acc=0.87 ---373676.02 ms/batch
Step 00042650 L_out=1.160 Acc=0.66 ---409399.01 ms/batch
Round 4 | epoch=3, train costTime=436.4696307182312, | total_activation_sum=54856917
Round 4 | epoch=4, current m_iou=0.777552516420681
Round 4 | Best m_IoU is: 0.778, OA is: 0.920 | val costTime=91.30340099334717
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.895 Acc=0.71 --- 8711.10 ms/batch
Step 00042750 L_out=1.139 Acc=0.93 ---44203.36 ms/batch
Step 00042800 L_out=0.969 Acc=0.79 ---80204.51 ms/batch
Step 00042850 L_out=1.147 Acc=0.87 ---117487.99 ms/batch
Step 00042900 L_out=0.743 Acc=0.92 ---155468.02 ms/batch
Step 00042950 L_out=1.095 Acc=0.85 ---193842.11 ms/batch
Step 00043000 L_out=0.488 Acc=0.90 ---229760.36 ms/batch
Step 00043050 L_out=0.734 Acc=0.92 ---261717.57 ms/batch
Step 00043100 L_out=0.582 Acc=0.90 ---293836.90 ms/batch
Step 00043150 L_out=1.224 Acc=0.92 ---325645.00 ms/batch
Step 00043200 L_out=0.671 Acc=0.86 ---357319.41 ms/batch
Step 00043250 L_out=0.990 Acc=0.91 ---390247.24 ms/batch
Step 00043300 L_out=0.545 Acc=0.96 ---423536.89 ms/batch
Step 00043350 L_out=0.696 Acc=0.91 ---461747.29 ms/batch
Round 4 | epoch=4, train costTime=465.8723678588867, | total_activation_sum=54830465
Round 4 | epoch=5, current m_iou=0.7641880802750116
Round 4 | Best m_IoU is: 0.778, OA is: 0.920 | val costTime=98.89891910552979
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.288 Acc=0.96 ---38381.00 ms/batch
Step 00043450 L_out=0.721 Acc=0.94 ---81560.68 ms/batch
Step 00043500 L_out=0.694 Acc=0.95 ---126121.09 ms/batch
Step 00043550 L_out=0.915 Acc=0.91 ---171031.59 ms/batch
Step 00043600 L_out=2.272 Acc=0.86 ---216609.75 ms/batch
Step 00043650 L_out=0.619 Acc=0.92 ---261698.81 ms/batch
Step 00043700 L_out=1.104 Acc=0.87 ---305735.81 ms/batch
Step 00043750 L_out=0.676 Acc=0.93 ---349350.77 ms/batch
Step 00043800 L_out=1.493 Acc=0.91 ---394610.52 ms/batch
Step 00043850 L_out=0.805 Acc=0.95 ---439144.33 ms/batch
Step 00043900 L_out=0.631 Acc=0.95 ---484273.73 ms/batch
Step 00043950 L_out=0.406 Acc=0.90 ---528999.33 ms/batch
Step 00044000 L_out=1.314 Acc=0.82 ---572520.20 ms/batch
Round 4 | epoch=5, train costTime=591.2022352218628, | total_activation_sum=54608184
Round 4 | epoch=6, current m_iou=0.6939579931083999
Round 4 | Best m_IoU is: 0.778, OA is: 0.920 | val costTime=91.89520573616028
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.183 Acc=0.97 ---20571.98 ms/batch
Step 00044100 L_out=1.856 Acc=0.53 ---59722.93 ms/batch
Step 00044150 L_out=0.817 Acc=0.89 ---97670.72 ms/batch
Step 00044200 L_out=0.974 Acc=0.85 ---134387.11 ms/batch
Step 00044250 L_out=0.432 Acc=0.96 ---172401.52 ms/batch
Step 00044300 L_out=0.881 Acc=0.91 ---211100.16 ms/batch
Step 00044350 L_out=0.807 Acc=0.89 ---248940.32 ms/batch
Step 00044400 L_out=0.909 Acc=0.82 ---286204.89 ms/batch
Step 00044450 L_out=0.688 Acc=0.93 ---322768.53 ms/batch
Step 00044500 L_out=0.705 Acc=0.71 ---358688.25 ms/batch
Step 00044550 L_out=0.949 Acc=0.92 ---398606.10 ms/batch
Step 00044600 L_out=0.901 Acc=0.91 ---439718.26 ms/batch
Step 00044650 L_out=0.681 Acc=0.91 ---475801.12 ms/batch
Round 4 | epoch=6, train costTime=507.58125948905945, | total_activation_sum=54835296
Round 4 | epoch=7, current m_iou=0.7334524460998804
Round 4 | Best m_IoU is: 0.778, OA is: 0.920 | val costTime=87.97580742835999
Round 4 | ****EPOCH 7****
Step 00044700 L_out=1.109 Acc=0.80 --- 7974.22 ms/batch
Step 00044750 L_out=0.511 Acc=0.91 ---43876.76 ms/batch
Step 00044800 L_out=0.666 Acc=0.92 ---80817.93 ms/batch
Step 00044850 L_out=0.799 Acc=0.92 ---118318.18 ms/batch
Step 00044900 L_out=0.977 Acc=0.87 ---154011.28 ms/batch
Step 00044950 L_out=0.673 Acc=0.93 ---190211.76 ms/batch
Step 00045000 L_out=0.490 Acc=0.90 ---228554.69 ms/batch
Step 00045050 L_out=0.907 Acc=0.93 ---265110.77 ms/batch
Step 00045100 L_out=0.904 Acc=0.86 ---302019.85 ms/batch
Step 00045150 L_out=1.657 Acc=0.87 ---340016.72 ms/batch
Step 00045200 L_out=0.588 Acc=0.87 ---374414.73 ms/batch
Step 00045250 L_out=0.930 Acc=0.87 ---410304.92 ms/batch
Step 00045300 L_out=0.773 Acc=0.97 ---449201.85 ms/batch
Step 00045350 L_out=0.549 Acc=0.88 ---486427.76 ms/batch
Round 4 | epoch=7, train costTime=490.8800814151764, | total_activation_sum=55083060
Round 4 | epoch=8, current m_iou=0.757309681554104
Round 4 | Best m_IoU is: 0.778, OA is: 0.920 | val costTime=91.49503493309021
Round 4 | ****EPOCH 8****
Step 00045400 L_out=1.240 Acc=0.84 ---32199.80 ms/batch
Step 00045450 L_out=0.774 Acc=0.91 ---68786.84 ms/batch
Step 00045500 L_out=1.228 Acc=0.88 ---106375.38 ms/batch
Step 00045550 L_out=0.952 Acc=0.87 ---143083.09 ms/batch
Step 00045600 L_out=1.091 Acc=0.84 ---177809.03 ms/batch
Step 00045650 L_out=1.381 Acc=0.78 ---213029.57 ms/batch
Step 00045700 L_out=0.750 Acc=0.82 ---251016.76 ms/batch
Step 00045750 L_out=0.446 Acc=0.84 ---287603.88 ms/batch
Step 00045800 L_out=0.463 Acc=0.89 ---325645.23 ms/batch
Step 00045850 L_out=0.507 Acc=0.97 ---360327.66 ms/batch
Step 00045900 L_out=0.566 Acc=0.95 ---396853.53 ms/batch
Step 00045950 L_out=1.072 Acc=0.91 ---434211.53 ms/batch
Step 00046000 L_out=0.878 Acc=0.93 ---472383.14 ms/batch
Round 4 | epoch=8, train costTime=489.0561628341675, | total_activation_sum=54803000
Round 4 | epoch=9, current m_iou=0.8148046429898381
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=93.69525599479675
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.347 Acc=0.95 ---19637.61 ms/batch
Step 00046100 L_out=0.586 Acc=0.94 ---55678.23 ms/batch
Step 00046150 L_out=1.577 Acc=0.86 ---91630.09 ms/batch
Step 00046200 L_out=0.637 Acc=0.90 ---128109.71 ms/batch
Step 00046250 L_out=0.497 Acc=0.93 ---165119.25 ms/batch
Step 00046300 L_out=0.300 Acc=0.88 ---201444.04 ms/batch
Step 00046350 L_out=0.878 Acc=0.94 ---238870.85 ms/batch
Step 00046400 L_out=0.471 Acc=0.94 ---273775.77 ms/batch
Step 00046450 L_out=1.097 Acc=0.84 ---307525.23 ms/batch
Step 00046500 L_out=0.460 Acc=0.97 ---340469.13 ms/batch
Step 00046550 L_out=0.603 Acc=0.77 ---372645.36 ms/batch
Step 00046600 L_out=0.221 Acc=0.94 ---404960.27 ms/batch
Step 00046650 L_out=1.569 Acc=0.83 ---436850.23 ms/batch
Round 4 | epoch=9, train costTime=462.53490018844604, | total_activation_sum=54960158
Round 4 | epoch=10, current m_iou=0.7762201970237445
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=84.8470847606659
Round 4 | ****EPOCH 10****
Step 00046700 L_out=1.214 Acc=0.94 --- 7159.22 ms/batch
Step 00046750 L_out=0.611 Acc=0.95 ---43283.97 ms/batch
Step 00046800 L_out=0.508 Acc=0.92 ---78804.82 ms/batch
Step 00046850 L_out=1.515 Acc=0.87 ---114882.46 ms/batch
Step 00046900 L_out=0.542 Acc=0.91 ---150726.80 ms/batch
Step 00046950 L_out=0.829 Acc=0.92 ---187879.65 ms/batch
Step 00047000 L_out=0.864 Acc=0.89 ---225531.00 ms/batch
Step 00047050 L_out=0.649 Acc=0.92 ---262757.15 ms/batch
Step 00047100 L_out=0.636 Acc=0.88 ---298854.73 ms/batch
Step 00047150 L_out=1.209 Acc=0.82 ---334660.44 ms/batch
Step 00047200 L_out=0.129 Acc=0.89 ---371046.44 ms/batch
Step 00047250 L_out=0.320 Acc=0.98 ---407661.58 ms/batch
Step 00047300 L_out=0.255 Acc=0.94 ---443248.73 ms/batch
Step 00047350 L_out=0.539 Acc=0.89 ---479507.47 ms/batch
Round 4 | epoch=10, train costTime=484.35956263542175, | total_activation_sum=54716824
Round 4 | epoch=11, current m_iou=0.7971121094096563
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=86.55350494384766
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.666 Acc=0.95 ---31720.36 ms/batch
Step 00047450 L_out=0.412 Acc=0.91 ---69130.70 ms/batch
Step 00047500 L_out=1.068 Acc=0.90 ---104876.75 ms/batch
Step 00047550 L_out=0.419 Acc=0.95 ---142170.36 ms/batch
Step 00047600 L_out=0.532 Acc=0.93 ---178733.67 ms/batch
Step 00047650 L_out=0.556 Acc=0.95 ---215286.64 ms/batch
Step 00047700 L_out=0.415 Acc=0.98 ---252684.71 ms/batch
Step 00047750 L_out=0.368 Acc=0.86 ---289201.04 ms/batch
Step 00047800 L_out=1.369 Acc=0.86 ---323671.25 ms/batch
Step 00047850 L_out=1.065 Acc=0.72 ---358905.09 ms/batch
Step 00047900 L_out=0.622 Acc=0.94 ---396397.87 ms/batch
Step 00047950 L_out=0.537 Acc=0.96 ---433918.92 ms/batch
Step 00048000 L_out=0.500 Acc=0.95 ---469990.70 ms/batch
Round 4 | epoch=11, train costTime=488.2567799091339, | total_activation_sum=54680412
Round 4 | epoch=12, current m_iou=0.7948926001959445
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=90.63903951644897
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.765 Acc=0.95 ---18579.24 ms/batch
Step 00048100 L_out=0.780 Acc=0.85 ---56020.43 ms/batch
Step 00048150 L_out=0.624 Acc=0.95 ---94107.43 ms/batch
Step 00048200 L_out=0.670 Acc=0.95 ---130886.02 ms/batch
Step 00048250 L_out=0.540 Acc=0.87 ---167808.88 ms/batch
Step 00048300 L_out=0.760 Acc=0.94 ---203730.30 ms/batch
Step 00048350 L_out=1.452 Acc=0.91 ---240038.04 ms/batch
Step 00048400 L_out=0.253 Acc=0.91 ---274946.79 ms/batch
Step 00048450 L_out=1.064 Acc=0.90 ---311656.73 ms/batch
Step 00048500 L_out=0.795 Acc=0.92 ---345971.80 ms/batch
Step 00048550 L_out=0.254 Acc=0.87 ---380239.04 ms/batch
Step 00048600 L_out=0.538 Acc=0.92 ---417517.38 ms/batch
Step 00048650 L_out=0.512 Acc=0.95 ---453555.16 ms/batch
Round 4 | epoch=12, train costTime=481.832200050354, | total_activation_sum=55062119
Round 4 | epoch=13, current m_iou=0.8034301223247999
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=90.68394207954407
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.711 Acc=0.92 --- 6891.41 ms/batch
Step 00048750 L_out=0.542 Acc=0.91 ---42958.72 ms/batch
Step 00048800 L_out=0.498 Acc=0.91 ---78241.07 ms/batch
Step 00048850 L_out=0.349 Acc=0.97 ---114600.46 ms/batch
Step 00048900 L_out=0.452 Acc=0.92 ---151611.44 ms/batch
Step 00048950 L_out=0.741 Acc=0.95 ---189012.42 ms/batch
Step 00049000 L_out=0.518 Acc=0.94 ---226051.12 ms/batch
Step 00049050 L_out=0.620 Acc=0.93 ---262984.01 ms/batch
Step 00049100 L_out=1.433 Acc=0.90 ---298257.68 ms/batch
Step 00049150 L_out=0.644 Acc=0.91 ---335753.01 ms/batch
Step 00049200 L_out=0.618 Acc=0.90 ---372001.72 ms/batch
Step 00049250 L_out=0.604 Acc=0.96 ---408350.86 ms/batch
Step 00049300 L_out=0.360 Acc=0.95 ---446492.51 ms/batch
Step 00049350 L_out=0.517 Acc=0.94 ---483482.60 ms/batch
Round 4 | epoch=13, train costTime=489.235392332077, | total_activation_sum=54818143
Round 4 | epoch=14, current m_iou=0.8016608741094979
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=90.31208610534668
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.373 Acc=0.90 ---30500.31 ms/batch
Step 00049450 L_out=0.631 Acc=0.94 ---66988.09 ms/batch
Step 00049500 L_out=0.779 Acc=0.92 ---103080.65 ms/batch
Step 00049550 L_out=0.244 Acc=0.96 ---140246.95 ms/batch
Step 00049600 L_out=0.727 Acc=0.94 ---176566.56 ms/batch
Step 00049650 L_out=0.739 Acc=0.88 ---212568.11 ms/batch
Step 00049700 L_out=0.758 Acc=0.92 ---248137.74 ms/batch
Step 00049750 L_out=0.470 Acc=0.92 ---283393.78 ms/batch
Step 00049800 L_out=0.911 Acc=0.93 ---320270.79 ms/batch
Step 00049850 L_out=0.633 Acc=0.90 ---356654.95 ms/batch
Step 00049900 L_out=1.270 Acc=0.85 ---395642.05 ms/batch
Step 00049950 L_out=0.475 Acc=0.88 ---432183.64 ms/batch
Step 00050000 L_out=1.001 Acc=0.90 ---465677.78 ms/batch
Round 4 | epoch=14, train costTime=482.15955209732056, | total_activation_sum=54667664
Round 4 | epoch=15, current m_iou=0.7943060274846219
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=84.41535091400146
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.784 Acc=0.94 ---16770.88 ms/batch
Step 00050100 L_out=0.708 Acc=0.96 ---48884.89 ms/batch
Step 00050150 L_out=0.435 Acc=0.92 ---81619.64 ms/batch
Step 00050200 L_out=0.723 Acc=0.89 ---113512.29 ms/batch
Step 00050250 L_out=0.786 Acc=0.91 ---145449.05 ms/batch
Step 00050300 L_out=0.770 Acc=0.92 ---177813.19 ms/batch
Step 00050350 L_out=0.739 Acc=0.94 ---214248.80 ms/batch
Step 00050400 L_out=0.376 Acc=0.96 ---250661.69 ms/batch
Step 00050450 L_out=0.254 Acc=0.93 ---287374.03 ms/batch
Step 00050500 L_out=0.528 Acc=0.93 ---325039.72 ms/batch
Step 00050550 L_out=0.612 Acc=0.96 ---361142.13 ms/batch
Step 00050600 L_out=0.436 Acc=0.96 ---397815.90 ms/batch
Step 00050650 L_out=0.640 Acc=0.96 ---434834.61 ms/batch
Round 4 | epoch=15, train costTime=465.1706483364105, | total_activation_sum=54993234
Round 4 | epoch=16, current m_iou=0.7772807366296892
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=92.49804496765137
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.380 Acc=0.83 --- 5652.47 ms/batch
Step 00050750 L_out=0.837 Acc=0.92 ---43174.61 ms/batch
Step 00050800 L_out=0.310 Acc=0.90 ---80035.45 ms/batch
Step 00050850 L_out=0.307 Acc=0.95 ---116417.38 ms/batch
Step 00050900 L_out=1.135 Acc=0.86 ---153807.77 ms/batch
Step 00050950 L_out=0.736 Acc=0.92 ---189581.68 ms/batch
Step 00051000 L_out=0.618 Acc=0.95 ---227034.20 ms/batch
Step 00051050 L_out=0.396 Acc=0.92 ---266275.53 ms/batch
Step 00051100 L_out=1.028 Acc=0.95 ---303221.67 ms/batch
Step 00051150 L_out=0.489 Acc=0.92 ---338882.60 ms/batch
Step 00051200 L_out=0.392 Acc=0.93 ---374510.15 ms/batch
Step 00051250 L_out=0.541 Acc=0.94 ---411512.27 ms/batch
Step 00051300 L_out=0.270 Acc=0.89 ---448790.92 ms/batch
Step 00051350 L_out=0.859 Acc=0.86 ---483581.70 ms/batch
Round 4 | epoch=16, train costTime=490.07153129577637, | total_activation_sum=54829693
Round 4 | epoch=17, current m_iou=0.7929912246424569
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=84.71605587005615
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.646 Acc=0.93 ---29529.60 ms/batch
Step 00051450 L_out=0.450 Acc=0.93 ---65459.27 ms/batch
Step 00051500 L_out=0.658 Acc=0.94 ---101349.85 ms/batch
Step 00051550 L_out=0.613 Acc=0.96 ---137951.09 ms/batch
Step 00051600 L_out=1.032 Acc=0.82 ---175550.11 ms/batch
Step 00051650 L_out=0.933 Acc=0.89 ---212531.19 ms/batch
Step 00051700 L_out=0.552 Acc=0.93 ---250247.00 ms/batch
Step 00051750 L_out=0.921 Acc=0.91 ---287612.49 ms/batch
Step 00051800 L_out=0.161 Acc=0.92 ---323677.77 ms/batch
Step 00051850 L_out=0.338 Acc=0.94 ---361402.44 ms/batch
Step 00051900 L_out=1.017 Acc=0.92 ---396157.05 ms/batch
Step 00051950 L_out=0.701 Acc=0.94 ---433543.81 ms/batch
Step 00052000 L_out=0.266 Acc=0.92 ---470296.82 ms/batch
Round 4 | epoch=17, train costTime=489.4578015804291, | total_activation_sum=55053145
Round 4 | epoch=18, current m_iou=0.7901808218931412
Round 4 | Best m_IoU is: 0.815, OA is: 0.937 | val costTime=93.2323305606842
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.480 Acc=0.94 ---17242.29 ms/batch
Step 00052100 L_out=0.303 Acc=0.96 ---54052.55 ms/batch
Step 00052150 L_out=0.382 Acc=0.92 ---91239.07 ms/batch
Step 00052200 L_out=0.630 Acc=0.83 ---129385.13 ms/batch
Step 00052250 L_out=0.177 Acc=0.97 ---168689.47 ms/batch
Step 00052300 L_out=0.966 Acc=0.80 ---206955.10 ms/batch
Step 00052350 L_out=0.986 Acc=0.91 ---244303.34 ms/batch
Step 00052400 L_out=1.843 Acc=0.93 ---282152.14 ms/batch
Step 00052450 L_out=0.479 Acc=0.93 ---319627.73 ms/batch
Step 00052500 L_out=0.323 Acc=0.96 ---354409.80 ms/batch
Step 00052550 L_out=0.567 Acc=0.93 ---391423.31 ms/batch
Step 00052600 L_out=0.235 Acc=0.94 ---426778.59 ms/batch
Step 00052650 L_out=0.421 Acc=0.95 ---463256.59 ms/batch
Round 4 | epoch=18, train costTime=495.1833567619324, | total_activation_sum=54720763
Round 4 | epoch=19, current m_iou=0.8208364435808045
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=96.30054593086243
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.858 Acc=0.91 --- 5217.83 ms/batch
Step 00052750 L_out=0.541 Acc=0.85 ---43624.14 ms/batch
Step 00052800 L_out=0.494 Acc=0.95 ---81313.81 ms/batch
Step 00052850 L_out=0.283 Acc=0.94 ---117440.86 ms/batch
Step 00052900 L_out=0.899 Acc=0.88 ---153537.74 ms/batch
Step 00052950 L_out=0.456 Acc=0.94 ---190557.27 ms/batch
Step 00053000 L_out=0.268 Acc=0.95 ---225142.15 ms/batch
Step 00053050 L_out=0.662 Acc=0.91 ---260998.86 ms/batch
Step 00053100 L_out=0.938 Acc=0.89 ---297211.89 ms/batch
Step 00053150 L_out=0.477 Acc=0.88 ---332209.05 ms/batch
Step 00053200 L_out=0.714 Acc=0.94 ---369678.47 ms/batch
Step 00053250 L_out=0.601 Acc=0.91 ---406452.15 ms/batch
Step 00053300 L_out=0.284 Acc=0.97 ---443440.55 ms/batch
Step 00053350 L_out=0.441 Acc=0.94 ---481292.85 ms/batch
Round 4 | epoch=19, train costTime=489.501745223999, | total_activation_sum=54934265
Round 4 | epoch=20, current m_iou=0.8108283848936544
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=94.96599006652832
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.434 Acc=0.96 ---28012.09 ms/batch
Step 00053450 L_out=0.542 Acc=0.89 ---62263.66 ms/batch
Step 00053500 L_out=0.558 Acc=0.94 ---95200.88 ms/batch
Step 00053550 L_out=0.443 Acc=0.95 ---128336.68 ms/batch
Step 00053600 L_out=0.464 Acc=0.94 ---161953.51 ms/batch
Step 00053650 L_out=0.459 Acc=0.91 ---194313.31 ms/batch
Step 00053700 L_out=0.507 Acc=0.91 ---225875.49 ms/batch
Step 00053750 L_out=0.371 Acc=0.97 ---258630.25 ms/batch
Step 00053800 L_out=0.655 Acc=0.87 ---290646.42 ms/batch
Step 00053850 L_out=0.181 Acc=0.95 ---322868.81 ms/batch
Step 00053900 L_out=3.321 Acc=0.79 ---355665.73 ms/batch
Step 00053950 L_out=0.817 Acc=0.92 ---393333.97 ms/batch
Step 00054000 L_out=0.497 Acc=0.89 ---431760.82 ms/batch
Round 4 | epoch=20, train costTime=451.22749876976013, | total_activation_sum=54799844
Round 4 | epoch=21, current m_iou=0.8108167171280222
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=94.27213382720947
Round 4 | ****EPOCH 21****
Step 00054050 L_out=1.180 Acc=0.90 ---17120.78 ms/batch
Step 00054100 L_out=0.250 Acc=0.96 ---54012.52 ms/batch
Step 00054150 L_out=0.492 Acc=0.92 ---90982.84 ms/batch
Step 00054200 L_out=0.562 Acc=0.90 ---127621.38 ms/batch
Step 00054250 L_out=0.531 Acc=0.91 ---163830.02 ms/batch
Step 00054300 L_out=0.426 Acc=0.91 ---201772.58 ms/batch
Step 00054350 L_out=0.391 Acc=0.94 ---237257.68 ms/batch
Step 00054400 L_out=0.679 Acc=0.95 ---273880.85 ms/batch
Step 00054450 L_out=1.721 Acc=0.69 ---308947.15 ms/batch
Step 00054500 L_out=0.273 Acc=0.93 ---346346.40 ms/batch
Step 00054550 L_out=0.225 Acc=0.91 ---386862.92 ms/batch
Step 00054600 L_out=0.529 Acc=0.91 ---423445.95 ms/batch
Step 00054650 L_out=0.404 Acc=0.90 ---459477.92 ms/batch
Round 4 | epoch=21, train costTime=491.2101058959961, | total_activation_sum=54802086
Round 4 | epoch=22, current m_iou=0.8039560563419561
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=96.12767362594604
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.835 Acc=0.91 --- 4546.17 ms/batch
Step 00054750 L_out=0.239 Acc=0.97 ---41246.26 ms/batch
Step 00054800 L_out=0.212 Acc=0.97 ---78620.91 ms/batch
Step 00054850 L_out=0.837 Acc=0.93 ---115707.25 ms/batch
Step 00054900 L_out=1.027 Acc=0.90 ---151235.91 ms/batch
Step 00054950 L_out=0.872 Acc=0.92 ---188112.45 ms/batch
Step 00055000 L_out=0.351 Acc=0.92 ---224781.03 ms/batch
Step 00055050 L_out=0.672 Acc=0.96 ---262598.37 ms/batch
Step 00055100 L_out=0.900 Acc=0.96 ---299673.18 ms/batch
Step 00055150 L_out=0.687 Acc=0.93 ---335536.32 ms/batch
Step 00055200 L_out=0.854 Acc=0.86 ---371112.99 ms/batch
Step 00055250 L_out=0.421 Acc=0.96 ---408757.91 ms/batch
Step 00055300 L_out=0.469 Acc=0.96 ---444854.91 ms/batch
Step 00055350 L_out=0.273 Acc=0.95 ---479605.84 ms/batch
Round 4 | epoch=22, train costTime=488.35416984558105, | total_activation_sum=55131390
Round 4 | epoch=23, current m_iou=0.8120017583761308
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=99.93021774291992
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.771 Acc=0.93 ---28536.08 ms/batch
Step 00055450 L_out=0.552 Acc=0.92 ---65071.85 ms/batch
Step 00055500 L_out=0.430 Acc=0.93 ---101394.58 ms/batch
Step 00055550 L_out=1.200 Acc=0.89 ---136645.83 ms/batch
Step 00055600 L_out=1.876 Acc=0.88 ---173615.02 ms/batch
Step 00055650 L_out=0.421 Acc=0.91 ---212297.98 ms/batch
Step 00055700 L_out=0.117 Acc=0.91 ---249399.85 ms/batch
Step 00055750 L_out=0.259 Acc=0.94 ---286126.75 ms/batch
Step 00055800 L_out=0.387 Acc=0.92 ---324086.26 ms/batch
Step 00055850 L_out=0.455 Acc=0.92 ---360319.90 ms/batch
Step 00055900 L_out=0.650 Acc=0.95 ---396569.00 ms/batch
Step 00055950 L_out=0.501 Acc=0.93 ---433941.81 ms/batch
Step 00056000 L_out=0.341 Acc=0.93 ---470828.87 ms/batch
Round 4 | epoch=23, train costTime=491.5976650714874, | total_activation_sum=54804347
Round 4 | epoch=24, current m_iou=0.817031841354754
Round 4 | Best m_IoU is: 0.821, OA is: 0.944 | val costTime=102.11999154090881
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.196 Acc=0.94 ---15672.16 ms/batch
Step 00056100 L_out=1.000 Acc=0.95 ---52566.96 ms/batch
Step 00056150 L_out=0.526 Acc=0.95 ---89880.65 ms/batch
Step 00056200 L_out=0.506 Acc=0.92 ---129880.54 ms/batch
Step 00056250 L_out=0.334 Acc=0.95 ---166399.44 ms/batch
Step 00056300 L_out=0.266 Acc=0.96 ---203952.50 ms/batch
Step 00056350 L_out=0.477 Acc=0.92 ---240977.64 ms/batch
Step 00056400 L_out=0.428 Acc=0.95 ---276373.95 ms/batch
Step 00056450 L_out=0.170 Acc=0.94 ---313433.67 ms/batch
Step 00056500 L_out=0.229 Acc=0.91 ---350285.15 ms/batch
Step 00056550 L_out=0.741 Acc=0.94 ---388822.31 ms/batch
Step 00056600 L_out=0.486 Acc=0.96 ---424729.02 ms/batch
Step 00056650 L_out=0.452 Acc=0.96 ---461850.07 ms/batch
Round 4 | epoch=24, train costTime=494.90125846862793, | total_activation_sum=54735704
Round 4 | epoch=25, current m_iou=0.8309973640433849
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=96.337815284729
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.294 Acc=0.97 --- 3865.32 ms/batch
Step 00056750 L_out=0.335 Acc=0.91 ---43613.13 ms/batch
Step 00056800 L_out=0.846 Acc=0.90 ---77027.58 ms/batch
Step 00056850 L_out=0.512 Acc=0.94 ---112537.84 ms/batch
Step 00056900 L_out=0.417 Acc=0.96 ---148647.60 ms/batch
Step 00056950 L_out=2.591 Acc=0.57 ---185498.40 ms/batch
Step 00057000 L_out=0.312 Acc=0.96 ---219898.88 ms/batch
Step 00057050 L_out=0.424 Acc=0.96 ---252064.28 ms/batch
Step 00057100 L_out=0.669 Acc=0.93 ---285213.50 ms/batch
Step 00057150 L_out=0.317 Acc=0.93 ---317554.32 ms/batch
Step 00057200 L_out=0.539 Acc=0.97 ---350853.87 ms/batch
Step 00057250 L_out=0.350 Acc=0.96 ---383449.43 ms/batch
Step 00057300 L_out=1.090 Acc=0.93 ---415962.60 ms/batch
Step 00057350 L_out=0.185 Acc=0.98 ---448044.62 ms/batch
Round 4 | epoch=25, train costTime=456.0490608215332, | total_activation_sum=54633826
Round 4 | epoch=26, current m_iou=0.7951971964996586
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=96.18931150436401
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.311 Acc=0.93 ---29511.97 ms/batch
Step 00057450 L_out=0.199 Acc=0.97 ---66435.34 ms/batch
Step 00057500 L_out=0.889 Acc=0.91 ---103516.00 ms/batch
Step 00057550 L_out=1.186 Acc=0.91 ---139273.56 ms/batch
Step 00057600 L_out=0.722 Acc=0.93 ---175029.29 ms/batch
Step 00057650 L_out=0.294 Acc=0.92 ---211526.43 ms/batch
Step 00057700 L_out=0.356 Acc=0.94 ---248323.75 ms/batch
Step 00057750 L_out=0.376 Acc=0.93 ---284215.01 ms/batch
Step 00057800 L_out=0.459 Acc=0.91 ---320655.18 ms/batch
Step 00057850 L_out=0.738 Acc=0.90 ---357556.17 ms/batch
Step 00057900 L_out=0.333 Acc=0.94 ---395765.29 ms/batch
Step 00057950 L_out=0.227 Acc=0.97 ---433240.49 ms/batch
Step 00058000 L_out=0.200 Acc=0.98 ---469003.32 ms/batch
Round 4 | epoch=26, train costTime=491.18441247940063, | total_activation_sum=54970515
Round 4 | epoch=27, current m_iou=0.8027814503892465
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=92.5906183719635
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.846 Acc=0.92 ---15093.68 ms/batch
Step 00058100 L_out=0.467 Acc=0.90 ---50431.71 ms/batch
Step 00058150 L_out=0.319 Acc=0.97 ---87438.73 ms/batch
Step 00058200 L_out=0.373 Acc=0.92 ---124264.29 ms/batch
Step 00058250 L_out=0.230 Acc=0.95 ---160725.20 ms/batch
Step 00058300 L_out=0.153 Acc=0.96 ---197897.83 ms/batch
Step 00058350 L_out=0.499 Acc=0.94 ---234314.47 ms/batch
Step 00058400 L_out=0.337 Acc=0.95 ---271034.00 ms/batch
Step 00058450 L_out=0.169 Acc=0.91 ---306910.25 ms/batch
Step 00058500 L_out=0.247 Acc=0.91 ---343900.90 ms/batch
Step 00058550 L_out=0.331 Acc=0.93 ---380544.69 ms/batch
Step 00058600 L_out=0.549 Acc=0.93 ---417640.73 ms/batch
Step 00058650 L_out=0.319 Acc=0.87 ---455002.66 ms/batch
Round 4 | epoch=27, train costTime=489.09745693206787, | total_activation_sum=55247305
Round 4 | epoch=28, current m_iou=0.8090680168454982
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=91.01762366294861
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.422 Acc=0.94 --- 2731.99 ms/batch
Step 00058750 L_out=0.251 Acc=0.96 ---39316.45 ms/batch
Step 00058800 L_out=0.701 Acc=0.93 ---76268.25 ms/batch
Step 00058850 L_out=0.777 Acc=0.90 ---113155.39 ms/batch
Step 00058900 L_out=0.413 Acc=0.92 ---150017.76 ms/batch
Step 00058950 L_out=0.476 Acc=0.94 ---187487.78 ms/batch
Step 00059000 L_out=0.579 Acc=0.93 ---224814.55 ms/batch
Step 00059050 L_out=0.388 Acc=0.97 ---262011.24 ms/batch
Step 00059100 L_out=0.523 Acc=0.95 ---297817.14 ms/batch
Step 00059150 L_out=0.330 Acc=0.98 ---334029.97 ms/batch
Step 00059200 L_out=0.814 Acc=0.97 ---371873.42 ms/batch
Step 00059250 L_out=0.697 Acc=0.87 ---407595.08 ms/batch
Step 00059300 L_out=0.559 Acc=0.93 ---444996.51 ms/batch
Step 00059350 L_out=0.261 Acc=0.95 ---482350.85 ms/batch
Round 4 | epoch=28, train costTime=491.58625864982605, | total_activation_sum=54778400
Round 4 | epoch=29, current m_iou=0.8085519969811088
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=93.87636590003967
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.477 Acc=0.90 ---25614.76 ms/batch
Step 00059450 L_out=0.496 Acc=0.94 ---62011.12 ms/batch
Step 00059500 L_out=0.516 Acc=0.94 ---97661.97 ms/batch
Step 00059550 L_out=0.701 Acc=0.95 ---133401.48 ms/batch
Step 00059600 L_out=0.367 Acc=0.95 ---170527.17 ms/batch
Step 00059650 L_out=0.534 Acc=0.88 ---208405.08 ms/batch
Step 00059700 L_out=0.890 Acc=0.83 ---245213.87 ms/batch
Step 00059750 L_out=0.598 Acc=0.94 ---284181.95 ms/batch
Step 00059800 L_out=0.933 Acc=0.95 ---322411.19 ms/batch
Step 00059850 L_out=0.425 Acc=0.95 ---359851.79 ms/batch
Step 00059900 L_out=0.798 Acc=0.84 ---396604.78 ms/batch
Step 00059950 L_out=0.429 Acc=0.95 ---433960.36 ms/batch
Step 00060000 L_out=0.310 Acc=0.95 ---471291.53 ms/batch
Round 4 | epoch=29, train costTime=491.96634435653687, | total_activation_sum=54814728
Round 4 | epoch=30, current m_iou=0.8230661932066756
Round 4 | Best m_IoU is: 0.831, OA is: 0.945 | val costTime=96.57067823410034
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.277 Acc=0.96 ---15114.08 ms/batch
Step 00060100 L_out=2.075 Acc=0.69 ---52473.17 ms/batch
Step 00060150 L_out=4.106 Acc=0.50 ---89618.89 ms/batch
Step 00060200 L_out=0.817 Acc=0.89 ---127288.66 ms/batch
Step 00060250 L_out=1.374 Acc=0.68 ---164334.11 ms/batch
Step 00060300 L_out=1.582 Acc=0.69 ---202760.18 ms/batch
Step 00060350 L_out=1.228 Acc=0.82 ---240456.80 ms/batch
Step 00060400 L_out=0.680 Acc=0.97 ---278598.67 ms/batch
Step 00060450 L_out=2.345 Acc=0.74 ---315109.27 ms/batch
Step 00060500 L_out=1.050 Acc=0.90 ---352896.58 ms/batch
Step 00060550 L_out=0.862 Acc=0.94 ---389734.85 ms/batch
Step 00060600 L_out=1.108 Acc=0.83 ---426776.95 ms/batch
Step 00060650 L_out=1.716 Acc=0.70 ---463246.96 ms/batch
Round 5 | epoch=0, train costTime=497.7122571468353, | total_activation_sum=62566001
Round 5 | epoch=1, current m_iou=0.7650286379111113
Round 5 | Best m_IoU is: 0.765, OA is: 0.904 | val costTime=102.1765558719635
Round 5 | ****EPOCH 1****
Step 00060700 L_out=2.835 Acc=0.81 --- 2383.83 ms/batch
Step 00060750 L_out=1.619 Acc=0.78 ---42506.22 ms/batch
Step 00060800 L_out=1.127 Acc=0.91 ---80493.95 ms/batch
Step 00060850 L_out=1.394 Acc=0.87 ---118346.43 ms/batch
Step 00060900 L_out=0.413 Acc=0.94 ---155073.38 ms/batch
Step 00060950 L_out=0.570 Acc=0.88 ---192797.59 ms/batch
Step 00061000 L_out=1.005 Acc=0.93 ---228224.20 ms/batch
Step 00061050 L_out=0.567 Acc=0.97 ---265900.25 ms/batch
Step 00061100 L_out=1.181 Acc=0.92 ---302792.62 ms/batch
Step 00061150 L_out=0.566 Acc=0.90 ---339944.72 ms/batch
Step 00061200 L_out=0.734 Acc=0.94 ---378233.69 ms/batch
Step 00061250 L_out=0.787 Acc=0.87 ---415100.68 ms/batch
Step 00061300 L_out=1.024 Acc=0.86 ---451234.34 ms/batch
Step 00061350 L_out=0.734 Acc=0.90 ---487842.65 ms/batch
Round 5 | epoch=1, train costTime=498.83130168914795, | total_activation_sum=62707378
Round 5 | epoch=2, current m_iou=0.7731662837996118
Round 5 | Best m_IoU is: 0.773, OA is: 0.915 | val costTime=88.54028153419495
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.986 Acc=0.92 ---26132.92 ms/batch
Step 00061450 L_out=1.435 Acc=0.94 ---64258.60 ms/batch
Step 00061500 L_out=1.169 Acc=0.91 ---100557.75 ms/batch
Step 00061550 L_out=0.836 Acc=0.90 ---136911.81 ms/batch
Step 00061600 L_out=0.449 Acc=0.96 ---172988.36 ms/batch
Step 00061650 L_out=1.632 Acc=0.85 ---209998.82 ms/batch
Step 00061700 L_out=0.693 Acc=0.93 ---247493.51 ms/batch
Step 00061750 L_out=0.331 Acc=0.95 ---283822.42 ms/batch
Step 00061800 L_out=0.557 Acc=0.91 ---322055.79 ms/batch
Step 00061850 L_out=1.274 Acc=0.80 ---358166.81 ms/batch
Step 00061900 L_out=0.545 Acc=0.95 ---396063.68 ms/batch
Step 00061950 L_out=0.626 Acc=0.95 ---435429.80 ms/batch
Step 00062000 L_out=1.268 Acc=0.68 ---473492.59 ms/batch
Round 5 | epoch=2, train costTime=495.4167664051056, | total_activation_sum=62935283
Round 5 | epoch=3, current m_iou=0.7601681039699589
Round 5 | Best m_IoU is: 0.773, OA is: 0.915 | val costTime=102.07452321052551
Round 5 | ****EPOCH 3****
Step 00062050 L_out=1.224 Acc=0.86 ---14958.03 ms/batch
Step 00062100 L_out=1.215 Acc=0.84 ---50910.54 ms/batch
Step 00062150 L_out=1.395 Acc=0.88 ---86767.45 ms/batch
Step 00062200 L_out=0.779 Acc=0.92 ---124331.45 ms/batch
Step 00062250 L_out=0.485 Acc=0.94 ---160729.85 ms/batch
Step 00062300 L_out=1.122 Acc=0.85 ---197800.35 ms/batch
Step 00062350 L_out=1.060 Acc=0.88 ---235607.29 ms/batch
Step 00062400 L_out=0.934 Acc=0.74 ---271383.47 ms/batch
Step 00062450 L_out=0.741 Acc=0.86 ---309544.35 ms/batch
Step 00062500 L_out=1.414 Acc=0.86 ---346913.51 ms/batch
Step 00062550 L_out=0.483 Acc=0.94 ---379774.54 ms/batch
Step 00062600 L_out=0.830 Acc=0.92 ---413045.95 ms/batch
Step 00062650 L_out=1.779 Acc=0.79 ---446109.72 ms/batch
Round 5 | epoch=3, train costTime=478.11151695251465, | total_activation_sum=62964535
Round 5 | epoch=4, current m_iou=0.7460983680986291
Round 5 | Best m_IoU is: 0.773, OA is: 0.915 | val costTime=97.60425972938538
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.599 Acc=0.96 --- 1180.83 ms/batch
Step 00062750 L_out=0.934 Acc=0.91 ---34157.05 ms/batch
Step 00062800 L_out=0.686 Acc=0.86 ---71737.48 ms/batch
Step 00062850 L_out=0.941 Acc=0.94 ---108653.11 ms/batch
Step 00062900 L_out=0.415 Acc=0.92 ---145531.31 ms/batch
Step 00062950 L_out=0.889 Acc=0.89 ---182200.35 ms/batch
Step 00063000 L_out=0.564 Acc=0.88 ---217766.49 ms/batch
Step 00063050 L_out=0.847 Acc=0.93 ---254572.52 ms/batch
Step 00063100 L_out=1.043 Acc=0.91 ---292656.59 ms/batch
Step 00063150 L_out=1.195 Acc=0.91 ---329874.49 ms/batch
Step 00063200 L_out=0.755 Acc=0.86 ---365871.47 ms/batch
Step 00063250 L_out=0.570 Acc=0.95 ---401689.46 ms/batch
Step 00063300 L_out=0.888 Acc=0.92 ---437912.62 ms/batch
Step 00063350 L_out=1.251 Acc=0.91 ---476583.02 ms/batch
Round 5 | epoch=4, train costTime=487.4773590564728, | total_activation_sum=62900724
Round 5 | epoch=5, current m_iou=0.7933176640376303
Round 5 | Best m_IoU is: 0.793, OA is: 0.915 | val costTime=92.57525086402893
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.666 Acc=0.94 ---25830.73 ms/batch
Step 00063450 L_out=0.692 Acc=0.96 ---61900.12 ms/batch
Step 00063500 L_out=0.689 Acc=0.86 ---98596.24 ms/batch
Step 00063550 L_out=0.629 Acc=0.93 ---136164.32 ms/batch
Step 00063600 L_out=0.598 Acc=0.95 ---175395.79 ms/batch
Step 00063650 L_out=0.757 Acc=0.93 ---211804.86 ms/batch
Step 00063700 L_out=0.805 Acc=0.90 ---247770.71 ms/batch
Step 00063750 L_out=1.080 Acc=0.81 ---284686.08 ms/batch
Step 00063800 L_out=1.414 Acc=0.85 ---321369.08 ms/batch
Step 00063850 L_out=0.865 Acc=0.90 ---358202.61 ms/batch
Step 00063900 L_out=0.560 Acc=0.91 ---394940.06 ms/batch
Step 00063950 L_out=0.954 Acc=0.91 ---431263.63 ms/batch
Step 00064000 L_out=0.586 Acc=0.95 ---468554.03 ms/batch
Round 5 | epoch=5, train costTime=492.8588328361511, | total_activation_sum=62593825
Round 5 | epoch=6, current m_iou=0.8301234692149884
Round 5 | Best m_IoU is: 0.830, OA is: 0.937 | val costTime=97.10838890075684
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.555 Acc=0.91 ---13328.22 ms/batch
Step 00064100 L_out=0.675 Acc=0.89 ---48755.90 ms/batch
Step 00064150 L_out=0.968 Acc=0.92 ---86510.78 ms/batch
Step 00064200 L_out=0.396 Acc=0.94 ---124611.04 ms/batch
Step 00064250 L_out=0.881 Acc=0.90 ---163227.66 ms/batch
Step 00064300 L_out=2.686 Acc=0.92 ---201256.50 ms/batch
Step 00064350 L_out=0.652 Acc=0.94 ---236310.65 ms/batch
Step 00064400 L_out=0.465 Acc=0.96 ---273859.22 ms/batch
Step 00064450 L_out=0.919 Acc=0.93 ---310686.63 ms/batch
Step 00064500 L_out=1.112 Acc=0.88 ---346210.14 ms/batch
Step 00064550 L_out=0.376 Acc=0.93 ---383836.89 ms/batch
Step 00064600 L_out=0.678 Acc=0.84 ---419908.20 ms/batch
Step 00064650 L_out=0.815 Acc=0.95 ---456589.90 ms/batch
Round 5 | epoch=6, train costTime=493.48823165893555, | total_activation_sum=63042179
Round 5 | epoch=7, current m_iou=0.8143054202964166
Round 5 | Best m_IoU is: 0.830, OA is: 0.937 | val costTime=101.58310461044312
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.362 Acc=0.98 ---  874.65 ms/batch
Step 00064750 L_out=0.501 Acc=0.96 ---39892.78 ms/batch
Step 00064800 L_out=1.147 Acc=0.87 ---77647.88 ms/batch
Step 00064850 L_out=0.819 Acc=0.90 ---114233.78 ms/batch
Step 00064900 L_out=0.607 Acc=0.91 ---150932.95 ms/batch
Step 00064950 L_out=0.651 Acc=0.93 ---187040.06 ms/batch
Step 00065000 L_out=0.733 Acc=0.88 ---224137.78 ms/batch
Step 00065050 L_out=0.642 Acc=0.92 ---260575.17 ms/batch
Step 00065100 L_out=1.074 Acc=0.95 ---297517.04 ms/batch
Step 00065150 L_out=1.002 Acc=0.89 ---334039.25 ms/batch
Step 00065200 L_out=0.917 Acc=0.91 ---370228.81 ms/batch
Step 00065250 L_out=0.663 Acc=0.90 ---406861.19 ms/batch
Step 00065300 L_out=1.006 Acc=0.91 ---443701.17 ms/batch
Step 00065350 L_out=0.312 Acc=0.93 ---482037.64 ms/batch
Round 5 | epoch=7, train costTime=494.6137270927429, | total_activation_sum=62904734
Round 5 | epoch=8, current m_iou=0.8227340066763336
Round 5 | Best m_IoU is: 0.830, OA is: 0.937 | val costTime=87.97933626174927
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.738 Acc=0.96 ---24964.30 ms/batch
Step 00065450 L_out=0.586 Acc=0.91 ---60721.19 ms/batch
Step 00065500 L_out=0.921 Acc=0.92 ---97992.67 ms/batch
Step 00065550 L_out=0.574 Acc=0.95 ---134538.47 ms/batch
Step 00065600 L_out=1.215 Acc=0.82 ---171346.24 ms/batch
Step 00065650 L_out=0.716 Acc=0.86 ---207443.75 ms/batch
Step 00065700 L_out=0.896 Acc=0.96 ---245928.46 ms/batch
Step 00065750 L_out=0.773 Acc=0.91 ---283439.15 ms/batch
Step 00065800 L_out=0.215 Acc=0.93 ---320129.78 ms/batch
Step 00065850 L_out=1.405 Acc=0.80 ---357002.93 ms/batch
Step 00065900 L_out=0.884 Acc=0.92 ---394642.68 ms/batch
Step 00065950 L_out=0.825 Acc=0.89 ---432747.79 ms/batch
Step 00066000 L_out=0.749 Acc=0.89 ---469608.86 ms/batch
Round 5 | epoch=8, train costTime=492.4168004989624, | total_activation_sum=62577719
Round 5 | epoch=9, current m_iou=0.8341916368439743
Round 5 | Best m_IoU is: 0.834, OA is: 0.923 | val costTime=84.08386301994324
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.508 Acc=0.86 ---10824.23 ms/batch
Step 00066100 L_out=0.502 Acc=0.96 ---43092.04 ms/batch
Step 00066150 L_out=1.375 Acc=0.88 ---75456.24 ms/batch
Step 00066200 L_out=0.932 Acc=0.93 ---107750.55 ms/batch
Step 00066250 L_out=0.585 Acc=0.98 ---140436.07 ms/batch
Step 00066300 L_out=0.970 Acc=0.94 ---178559.27 ms/batch
Step 00066350 L_out=2.350 Acc=0.81 ---215969.36 ms/batch
Step 00066400 L_out=0.392 Acc=0.94 ---254061.12 ms/batch
Step 00066450 L_out=0.586 Acc=0.94 ---292420.43 ms/batch
Step 00066500 L_out=0.408 Acc=0.94 ---328904.32 ms/batch
Step 00066550 L_out=0.645 Acc=0.91 ---367302.22 ms/batch
Step 00066600 L_out=1.146 Acc=0.82 ---405765.51 ms/batch
Step 00066650 L_out=0.612 Acc=0.94 ---441901.64 ms/batch
Step 00066700 L_out=0.541 Acc=0.96 ---478537.30 ms/batch
Round 5 | epoch=9, train costTime=478.537556886673, | total_activation_sum=62919867
Round 5 | epoch=10, current m_iou=0.8252504366511308
Round 5 | Best m_IoU is: 0.834, OA is: 0.923 | val costTime=97.16815090179443
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.331 Acc=0.95 ---36886.87 ms/batch
Step 00066800 L_out=0.846 Acc=0.94 ---75121.12 ms/batch
Step 00066850 L_out=0.567 Acc=0.94 ---113562.92 ms/batch
Step 00066900 L_out=0.761 Acc=0.92 ---151061.72 ms/batch
Step 00066950 L_out=0.518 Acc=0.95 ---187380.69 ms/batch
Step 00067000 L_out=0.632 Acc=0.95 ---224196.27 ms/batch
Step 00067050 L_out=0.419 Acc=0.93 ---259704.98 ms/batch
Step 00067100 L_out=0.442 Acc=0.92 ---296590.64 ms/batch
Step 00067150 L_out=0.368 Acc=0.98 ---336375.66 ms/batch
Step 00067200 L_out=0.590 Acc=0.96 ---372105.63 ms/batch
Step 00067250 L_out=0.407 Acc=0.91 ---408817.48 ms/batch
Step 00067300 L_out=1.071 Acc=0.83 ---446165.48 ms/batch
Step 00067350 L_out=0.682 Acc=0.87 ---484032.18 ms/batch
Round 5 | epoch=10, train costTime=495.9768898487091, | total_activation_sum=62987056
Round 5 | epoch=11, current m_iou=0.8399406158645446
Round 5 | Best m_IoU is: 0.840, OA is: 0.945 | val costTime=100.28028631210327
Round 5 | ****EPOCH 11****
Step 00067400 L_out=1.539 Acc=0.93 ---23583.84 ms/batch
Step 00067450 L_out=0.802 Acc=0.95 ---60946.88 ms/batch
Step 00067500 L_out=1.082 Acc=0.82 ---96901.93 ms/batch
Step 00067550 L_out=0.532 Acc=0.94 ---134447.83 ms/batch
Step 00067600 L_out=0.381 Acc=0.96 ---172501.43 ms/batch
Step 00067650 L_out=1.016 Acc=0.91 ---210840.62 ms/batch
Step 00067700 L_out=0.693 Acc=0.94 ---251088.25 ms/batch
Step 00067750 L_out=0.766 Acc=0.87 ---287949.76 ms/batch
Step 00067800 L_out=0.228 Acc=0.96 ---326391.35 ms/batch
Step 00067850 L_out=0.502 Acc=0.96 ---362517.36 ms/batch
Step 00067900 L_out=0.722 Acc=0.93 ---399599.54 ms/batch
Step 00067950 L_out=0.454 Acc=0.98 ---436776.64 ms/batch
Step 00068000 L_out=0.531 Acc=0.94 ---474833.09 ms/batch
Round 5 | epoch=11, train costTime=500.040958404541, | total_activation_sum=62772800
Round 5 | epoch=12, current m_iou=0.826540367730054
Round 5 | Best m_IoU is: 0.840, OA is: 0.945 | val costTime=99.11940097808838
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.651 Acc=0.87 ---12526.22 ms/batch
Step 00068100 L_out=1.119 Acc=0.93 ---49847.45 ms/batch
Step 00068150 L_out=0.471 Acc=0.92 ---87659.05 ms/batch
Step 00068200 L_out=1.024 Acc=0.90 ---124995.01 ms/batch
Step 00068250 L_out=0.462 Acc=0.89 ---161546.35 ms/batch
Step 00068300 L_out=0.253 Acc=0.97 ---199143.08 ms/batch
Step 00068350 L_out=0.645 Acc=0.91 ---235311.36 ms/batch
Step 00068400 L_out=0.602 Acc=0.94 ---271278.53 ms/batch
Step 00068450 L_out=0.285 Acc=0.95 ---306403.05 ms/batch
Step 00068500 L_out=1.080 Acc=0.90 ---344568.90 ms/batch
Step 00068550 L_out=0.338 Acc=0.96 ---381400.52 ms/batch
Step 00068600 L_out=0.452 Acc=0.94 ---417373.20 ms/batch
Step 00068650 L_out=0.756 Acc=0.96 ---453297.52 ms/batch
Step 00068700 L_out=0.703 Acc=0.88 ---490276.66 ms/batch
Round 5 | epoch=12, train costTime=490.96307468414307, | total_activation_sum=62921027
Round 5 | epoch=13, current m_iou=0.8547274892176415
Round 5 | Best m_IoU is: 0.855, OA is: 0.954 | val costTime=102.95207929611206
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.621 Acc=0.92 ---39178.90 ms/batch
Step 00068800 L_out=0.830 Acc=0.92 ---77631.18 ms/batch
Step 00068850 L_out=0.520 Acc=0.91 ---115003.84 ms/batch
Step 00068900 L_out=0.314 Acc=0.96 ---151502.39 ms/batch
Step 00068950 L_out=1.134 Acc=0.93 ---187352.24 ms/batch
Step 00069000 L_out=0.445 Acc=0.97 ---224596.41 ms/batch
Step 00069050 L_out=0.534 Acc=0.95 ---261148.00 ms/batch
Step 00069100 L_out=0.331 Acc=0.97 ---296652.96 ms/batch
Step 00069150 L_out=1.217 Acc=0.94 ---333136.51 ms/batch
Step 00069200 L_out=0.552 Acc=0.91 ---370181.40 ms/batch
Step 00069250 L_out=0.362 Acc=0.90 ---407115.31 ms/batch
Step 00069300 L_out=0.567 Acc=0.95 ---444405.24 ms/batch
Step 00069350 L_out=0.911 Acc=0.89 ---483090.03 ms/batch
Round 5 | epoch=13, train costTime=496.52291655540466, | total_activation_sum=62712863
Round 5 | epoch=14, current m_iou=0.8442611986219827
Round 5 | Best m_IoU is: 0.855, OA is: 0.954 | val costTime=83.50449538230896
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.748 Acc=0.91 ---21131.38 ms/batch
Step 00069450 L_out=0.415 Acc=0.92 ---54336.44 ms/batch
Step 00069500 L_out=0.682 Acc=0.94 ---87195.02 ms/batch
Step 00069550 L_out=0.728 Acc=0.96 ---120982.51 ms/batch
Step 00069600 L_out=0.818 Acc=0.95 ---153528.71 ms/batch
Step 00069650 L_out=0.994 Acc=0.90 ---186759.10 ms/batch
Step 00069700 L_out=0.464 Acc=0.93 ---219767.12 ms/batch
Step 00069750 L_out=0.545 Acc=0.92 ---256763.25 ms/batch
Step 00069800 L_out=0.427 Acc=0.97 ---294194.48 ms/batch
Step 00069850 L_out=1.126 Acc=0.92 ---331934.58 ms/batch
Step 00069900 L_out=0.565 Acc=0.95 ---368211.29 ms/batch
Step 00069950 L_out=0.510 Acc=0.95 ---405365.97 ms/batch
Step 00070000 L_out=1.196 Acc=0.95 ---444281.71 ms/batch
Round 5 | epoch=14, train costTime=471.1411199569702, | total_activation_sum=62822814
Round 5 | epoch=15, current m_iou=0.8450369796689998
Round 5 | Best m_IoU is: 0.855, OA is: 0.954 | val costTime=86.84867119789124
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.345 Acc=0.95 ---11838.74 ms/batch
Step 00070100 L_out=0.566 Acc=0.95 ---49878.70 ms/batch
Step 00070150 L_out=0.755 Acc=0.90 ---87374.37 ms/batch
Step 00070200 L_out=0.313 Acc=0.96 ---124228.03 ms/batch
Step 00070250 L_out=0.524 Acc=0.93 ---161620.89 ms/batch
Step 00070300 L_out=0.360 Acc=0.95 ---199132.74 ms/batch
Step 00070350 L_out=0.455 Acc=0.93 ---236370.27 ms/batch
Step 00070400 L_out=0.478 Acc=0.94 ---274957.89 ms/batch
Step 00070450 L_out=0.901 Acc=0.84 ---310992.13 ms/batch
Step 00070500 L_out=0.540 Acc=0.96 ---348009.20 ms/batch
Step 00070550 L_out=0.501 Acc=0.91 ---385744.62 ms/batch
Step 00070600 L_out=0.550 Acc=0.94 ---423348.60 ms/batch
Step 00070650 L_out=0.556 Acc=0.93 ---460539.18 ms/batch
Step 00070700 L_out=0.597 Acc=0.92 ---496721.71 ms/batch
Round 5 | epoch=15, train costTime=498.2494821548462, | total_activation_sum=62783785
Round 5 | epoch=16, current m_iou=0.8544818903930433
Round 5 | Best m_IoU is: 0.855, OA is: 0.954 | val costTime=105.24763083457947
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.336 Acc=0.98 ---34934.90 ms/batch
Step 00070800 L_out=0.577 Acc=0.97 ---71136.18 ms/batch
Step 00070850 L_out=0.468 Acc=0.96 ---108534.15 ms/batch
Step 00070900 L_out=0.218 Acc=0.93 ---145709.22 ms/batch
Step 00070950 L_out=0.446 Acc=0.97 ---183464.69 ms/batch
Step 00071000 L_out=0.656 Acc=0.93 ---221948.67 ms/batch
Step 00071050 L_out=0.508 Acc=0.94 ---259508.58 ms/batch
Step 00071100 L_out=0.502 Acc=0.94 ---296670.59 ms/batch
Step 00071150 L_out=0.323 Acc=0.94 ---334226.67 ms/batch
Step 00071200 L_out=0.719 Acc=0.90 ---371454.27 ms/batch
Step 00071250 L_out=0.504 Acc=0.96 ---408946.87 ms/batch
Step 00071300 L_out=0.934 Acc=0.92 ---445667.08 ms/batch
Step 00071350 L_out=0.456 Acc=0.95 ---482918.35 ms/batch
Round 5 | epoch=16, train costTime=496.81663250923157, | total_activation_sum=63027726
Round 5 | epoch=17, current m_iou=0.8455123840440453
Round 5 | Best m_IoU is: 0.855, OA is: 0.954 | val costTime=103.9982738494873
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.712 Acc=0.94 ---23300.44 ms/batch
Step 00071450 L_out=0.621 Acc=0.94 ---59474.71 ms/batch
Step 00071500 L_out=0.384 Acc=0.96 ---94930.72 ms/batch
Step 00071550 L_out=0.267 Acc=0.97 ---130904.48 ms/batch
Step 00071600 L_out=0.406 Acc=0.93 ---169806.87 ms/batch
Step 00071650 L_out=0.569 Acc=0.95 ---208019.58 ms/batch
Step 00071700 L_out=0.512 Acc=0.97 ---246410.29 ms/batch
Step 00071750 L_out=0.809 Acc=0.89 ---283830.91 ms/batch
Step 00071800 L_out=0.568 Acc=0.96 ---320219.98 ms/batch
Step 00071850 L_out=0.148 Acc=0.98 ---356599.75 ms/batch
Step 00071900 L_out=0.629 Acc=0.93 ---393425.58 ms/batch
Step 00071950 L_out=0.627 Acc=0.88 ---428558.82 ms/batch
Step 00072000 L_out=0.801 Acc=0.90 ---466006.66 ms/batch
Round 5 | epoch=17, train costTime=493.3713104724884, | total_activation_sum=62895274
Round 5 | epoch=18, current m_iou=0.8617295281518988
Round 5 | Best m_IoU is: 0.862, OA is: 0.946 | val costTime=101.88752222061157
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.193 Acc=0.97 ---10291.25 ms/batch
Step 00072100 L_out=0.443 Acc=0.94 ---47665.40 ms/batch
Step 00072150 L_out=0.454 Acc=0.91 ---85251.65 ms/batch
Step 00072200 L_out=0.106 Acc=0.97 ---124918.94 ms/batch
Step 00072250 L_out=0.184 Acc=0.97 ---162010.61 ms/batch
Step 00072300 L_out=0.212 Acc=0.97 ---199131.51 ms/batch
Step 00072350 L_out=0.538 Acc=0.96 ---236319.37 ms/batch
Step 00072400 L_out=0.569 Acc=0.97 ---272354.21 ms/batch
Step 00072450 L_out=0.607 Acc=0.95 ---308843.49 ms/batch
Step 00072500 L_out=0.726 Acc=0.96 ---345596.05 ms/batch
Step 00072550 L_out=0.327 Acc=0.95 ---381672.50 ms/batch
Step 00072600 L_out=0.583 Acc=0.97 ---420022.00 ms/batch
Step 00072650 L_out=0.981 Acc=0.95 ---456831.37 ms/batch
Step 00072700 L_out=0.679 Acc=0.92 ---493910.19 ms/batch
Round 5 | epoch=18, train costTime=496.0267684459686, | total_activation_sum=62818516
Round 5 | epoch=19, current m_iou=0.8695850780889055
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=100.46450591087341
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.907 Acc=0.93 ---33201.54 ms/batch
Step 00072800 L_out=0.528 Acc=0.94 ---63587.29 ms/batch
Step 00072850 L_out=0.763 Acc=0.88 ---96924.93 ms/batch
Step 00072900 L_out=0.545 Acc=0.96 ---130698.08 ms/batch
Step 00072950 L_out=0.728 Acc=0.91 ---164036.60 ms/batch
Step 00073000 L_out=0.680 Acc=0.94 ---197419.67 ms/batch
Step 00073050 L_out=0.384 Acc=0.97 ---230704.73 ms/batch
Step 00073100 L_out=0.387 Acc=0.97 ---263429.03 ms/batch
Step 00073150 L_out=0.297 Acc=0.97 ---298546.19 ms/batch
Step 00073200 L_out=0.409 Acc=0.94 ---334830.02 ms/batch
Step 00073250 L_out=0.529 Acc=0.93 ---371330.70 ms/batch
Step 00073300 L_out=0.651 Acc=0.93 ---407736.81 ms/batch
Step 00073350 L_out=0.486 Acc=0.96 ---445026.27 ms/batch
Round 5 | epoch=19, train costTime=460.29086327552795, | total_activation_sum=62769076
Round 5 | epoch=20, current m_iou=0.8371174491588866
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=102.12780237197876
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.178 Acc=0.97 ---21890.07 ms/batch
Step 00073450 L_out=1.066 Acc=0.93 ---59242.33 ms/batch
Step 00073500 L_out=0.516 Acc=0.95 ---95003.11 ms/batch
Step 00073550 L_out=0.459 Acc=0.99 ---132471.45 ms/batch
Step 00073600 L_out=0.502 Acc=0.94 ---169949.39 ms/batch
Step 00073650 L_out=0.637 Acc=0.93 ---206164.42 ms/batch
Step 00073700 L_out=0.934 Acc=0.91 ---242110.14 ms/batch
Step 00073750 L_out=0.233 Acc=0.96 ---278761.79 ms/batch
Step 00073800 L_out=0.577 Acc=0.97 ---314933.66 ms/batch
Step 00073850 L_out=1.809 Acc=0.82 ---349562.55 ms/batch
Step 00073900 L_out=0.309 Acc=0.94 ---386280.46 ms/batch
Step 00073950 L_out=0.438 Acc=0.91 ---422644.65 ms/batch
Step 00074000 L_out=0.576 Acc=0.90 ---458796.63 ms/batch
Round 5 | epoch=20, train costTime=488.18168783187866, | total_activation_sum=62801758
Round 5 | epoch=21, current m_iou=0.8475917477802288
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=87.02134323120117
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.478 Acc=0.96 ---10411.46 ms/batch
Step 00074100 L_out=0.533 Acc=0.95 ---47467.54 ms/batch
Step 00074150 L_out=0.511 Acc=0.96 ---84973.02 ms/batch
Step 00074200 L_out=0.335 Acc=0.97 ---122212.19 ms/batch
Step 00074250 L_out=0.415 Acc=0.92 ---160366.87 ms/batch
Step 00074300 L_out=0.517 Acc=0.94 ---197846.28 ms/batch
Step 00074350 L_out=0.348 Acc=0.96 ---235028.67 ms/batch
Step 00074400 L_out=0.377 Acc=0.96 ---271121.23 ms/batch
Step 00074450 L_out=0.432 Acc=0.95 ---306055.11 ms/batch
Step 00074500 L_out=0.621 Acc=0.92 ---342243.15 ms/batch
Step 00074550 L_out=0.346 Acc=0.96 ---379489.87 ms/batch
Step 00074600 L_out=0.512 Acc=0.97 ---419271.96 ms/batch
Step 00074650 L_out=0.793 Acc=0.97 ---457130.11 ms/batch
Step 00074700 L_out=0.281 Acc=0.93 ---495376.23 ms/batch
Round 5 | epoch=21, train costTime=498.1303904056549, | total_activation_sum=63061746
Round 5 | epoch=22, current m_iou=0.8450616452264524
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=106.73700141906738
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.943 Acc=0.92 ---34809.85 ms/batch
Step 00074800 L_out=0.332 Acc=0.96 ---71718.30 ms/batch
Step 00074850 L_out=0.694 Acc=0.94 ---108388.14 ms/batch
Step 00074900 L_out=0.483 Acc=0.93 ---143863.90 ms/batch
Step 00074950 L_out=0.602 Acc=0.95 ---180607.49 ms/batch
Step 00075000 L_out=0.625 Acc=0.94 ---216613.16 ms/batch
Step 00075050 L_out=0.587 Acc=0.95 ---253021.33 ms/batch
Step 00075100 L_out=0.367 Acc=0.95 ---293654.75 ms/batch
Step 00075150 L_out=0.632 Acc=0.94 ---332731.54 ms/batch
Step 00075200 L_out=0.258 Acc=0.98 ---369971.74 ms/batch
Step 00075250 L_out=0.366 Acc=0.96 ---406116.91 ms/batch
Step 00075300 L_out=0.780 Acc=0.94 ---443478.11 ms/batch
Step 00075350 L_out=0.428 Acc=0.94 ---480606.48 ms/batch
Round 5 | epoch=22, train costTime=497.0487411022186, | total_activation_sum=62832656
Round 5 | epoch=23, current m_iou=0.8561068669126413
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=105.6944510936737
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.480 Acc=0.92 ---20185.31 ms/batch
Step 00075450 L_out=0.432 Acc=0.97 ---57133.36 ms/batch
Step 00075500 L_out=0.441 Acc=0.95 ---93685.35 ms/batch
Step 00075550 L_out=0.491 Acc=0.95 ---131080.31 ms/batch
Step 00075600 L_out=0.467 Acc=0.98 ---168418.67 ms/batch
Step 00075650 L_out=0.392 Acc=0.96 ---205606.34 ms/batch
Step 00075700 L_out=0.579 Acc=0.94 ---243217.07 ms/batch
Step 00075750 L_out=0.383 Acc=0.96 ---279281.37 ms/batch
Step 00075800 L_out=0.227 Acc=0.98 ---314937.21 ms/batch
Step 00075850 L_out=1.020 Acc=0.92 ---350776.56 ms/batch
Step 00075900 L_out=0.488 Acc=0.94 ---388801.49 ms/batch
Step 00075950 L_out=0.519 Acc=0.93 ---424772.72 ms/batch
Step 00076000 L_out=0.194 Acc=0.97 ---461675.63 ms/batch
Round 5 | epoch=23, train costTime=488.2166938781738, | total_activation_sum=62727802
Round 5 | epoch=24, current m_iou=0.853614827548345
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=97.51398992538452
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.921 Acc=0.94 --- 8154.68 ms/batch
Step 00076100 L_out=0.628 Acc=0.94 ---45928.22 ms/batch
Step 00076150 L_out=0.506 Acc=0.95 ---83514.18 ms/batch
Step 00076200 L_out=0.363 Acc=0.88 ---119766.28 ms/batch
Step 00076250 L_out=0.490 Acc=0.97 ---153387.44 ms/batch
Step 00076300 L_out=0.246 Acc=0.95 ---186758.92 ms/batch
Step 00076350 L_out=0.417 Acc=0.96 ---220402.45 ms/batch
Step 00076400 L_out=0.690 Acc=0.94 ---253360.31 ms/batch
Step 00076450 L_out=0.271 Acc=0.97 ---286976.34 ms/batch
Step 00076500 L_out=0.745 Acc=0.91 ---319876.23 ms/batch
Step 00076550 L_out=0.277 Acc=0.94 ---353034.44 ms/batch
Step 00076600 L_out=0.152 Acc=0.97 ---388313.19 ms/batch
Step 00076650 L_out=0.270 Acc=0.94 ---424713.69 ms/batch
Step 00076700 L_out=0.482 Acc=0.96 ---460834.85 ms/batch
Round 5 | epoch=24, train costTime=464.50306487083435, | total_activation_sum=62894929
Round 5 | epoch=25, current m_iou=0.8540234794578903
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=98.38821482658386
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.248 Acc=0.97 ---34827.41 ms/batch
Step 00076800 L_out=0.208 Acc=0.93 ---74057.70 ms/batch
Step 00076850 L_out=0.799 Acc=0.95 ---111743.40 ms/batch
Step 00076900 L_out=0.520 Acc=0.96 ---147565.97 ms/batch
Step 00076950 L_out=0.509 Acc=0.93 ---183539.53 ms/batch
Step 00077000 L_out=0.393 Acc=0.98 ---220742.25 ms/batch
Step 00077050 L_out=0.482 Acc=0.85 ---258164.33 ms/batch
Step 00077100 L_out=0.179 Acc=0.98 ---292890.21 ms/batch
Step 00077150 L_out=0.406 Acc=0.97 ---330605.75 ms/batch
Step 00077200 L_out=0.712 Acc=0.94 ---366372.42 ms/batch
Step 00077250 L_out=0.608 Acc=0.92 ---403885.48 ms/batch
Step 00077300 L_out=0.689 Acc=0.95 ---440337.47 ms/batch
Step 00077350 L_out=0.408 Acc=0.93 ---476601.89 ms/batch
Round 5 | epoch=25, train costTime=492.5534393787384, | total_activation_sum=62860179
Round 5 | epoch=26, current m_iou=0.8571802742066105
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=95.6976900100708
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.280 Acc=0.96 ---20881.74 ms/batch
Step 00077450 L_out=0.606 Acc=0.91 ---58421.03 ms/batch
Step 00077500 L_out=0.361 Acc=0.95 ---95994.31 ms/batch
Step 00077550 L_out=0.451 Acc=0.94 ---132310.45 ms/batch
Step 00077600 L_out=0.782 Acc=0.93 ---167545.06 ms/batch
Step 00077650 L_out=0.568 Acc=0.95 ---203960.87 ms/batch
Step 00077700 L_out=0.419 Acc=0.96 ---240478.97 ms/batch
Step 00077750 L_out=0.391 Acc=0.93 ---276950.53 ms/batch
Step 00077800 L_out=0.190 Acc=0.97 ---313142.69 ms/batch
Step 00077850 L_out=0.766 Acc=0.94 ---350540.46 ms/batch
Step 00077900 L_out=0.742 Acc=0.95 ---387804.78 ms/batch
Step 00077950 L_out=0.588 Acc=0.93 ---425213.23 ms/batch
Step 00078000 L_out=0.726 Acc=0.94 ---465241.34 ms/batch
Round 5 | epoch=26, train costTime=494.6171271800995, | total_activation_sum=62758002
Round 5 | epoch=27, current m_iou=0.8657200384294874
Round 5 | Best m_IoU is: 0.870, OA is: 0.958 | val costTime=97.05463910102844
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.666 Acc=0.93 --- 8065.49 ms/batch
Step 00078100 L_out=0.474 Acc=0.95 ---43795.73 ms/batch
Step 00078150 L_out=0.622 Acc=0.94 ---81498.11 ms/batch
Step 00078200 L_out=0.578 Acc=0.95 ---117536.03 ms/batch
Step 00078250 L_out=0.600 Acc=0.95 ---157182.98 ms/batch
Step 00078300 L_out=0.396 Acc=0.94 ---195982.08 ms/batch
Step 00078350 L_out=0.526 Acc=0.92 ---233836.16 ms/batch
Step 00078400 L_out=0.325 Acc=0.92 ---270573.49 ms/batch
Step 00078450 L_out=0.315 Acc=0.96 ---306430.78 ms/batch
Step 00078500 L_out=1.031 Acc=0.88 ---347242.06 ms/batch
Step 00078550 L_out=0.357 Acc=0.95 ---385364.53 ms/batch
Step 00078600 L_out=0.572 Acc=0.96 ---422585.43 ms/batch
Step 00078650 L_out=0.575 Acc=0.97 ---460407.89 ms/batch
Step 00078700 L_out=0.794 Acc=0.91 ---498457.32 ms/batch
Round 5 | epoch=27, train costTime=503.22637724876404, | total_activation_sum=62919026
Round 5 | epoch=28, current m_iou=0.8751557548325024
Round 5 | Best m_IoU is: 0.875, OA is: 0.959 | val costTime=92.22983527183533
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.517 Acc=0.93 ---32935.78 ms/batch
Step 00078800 L_out=0.453 Acc=0.93 ---69434.68 ms/batch
Step 00078850 L_out=0.416 Acc=0.95 ---105016.64 ms/batch
Step 00078900 L_out=0.240 Acc=0.96 ---141888.12 ms/batch
Step 00078950 L_out=0.416 Acc=0.96 ---177137.68 ms/batch
Step 00079000 L_out=0.612 Acc=0.96 ---213167.37 ms/batch
Step 00079050 L_out=0.571 Acc=0.96 ---251341.88 ms/batch
Step 00079100 L_out=0.410 Acc=0.92 ---289557.39 ms/batch
Step 00079150 L_out=0.241 Acc=0.97 ---328767.28 ms/batch
Step 00079200 L_out=0.460 Acc=0.96 ---366716.24 ms/batch
Step 00079250 L_out=0.704 Acc=0.92 ---403974.87 ms/batch
Step 00079300 L_out=0.603 Acc=0.90 ---440232.63 ms/batch
Step 00079350 L_out=0.418 Acc=0.96 ---477741.79 ms/batch
Round 5 | epoch=28, train costTime=494.67098736763, | total_activation_sum=62991001
Round 5 | epoch=29, current m_iou=0.8843995258693809
Round 5 | Best m_IoU is: 0.884, OA is: 0.965 | val costTime=107.9959237575531
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.521 Acc=0.94 ---19812.03 ms/batch
Step 00079450 L_out=0.351 Acc=0.97 ---57507.30 ms/batch
Step 00079500 L_out=1.519 Acc=0.92 ---94281.27 ms/batch
Step 00079550 L_out=0.260 Acc=0.96 ---131346.84 ms/batch
Step 00079600 L_out=0.223 Acc=0.95 ---168634.29 ms/batch
Step 00079650 L_out=0.303 Acc=0.97 ---204028.09 ms/batch
Step 00079700 L_out=0.352 Acc=0.94 ---237825.63 ms/batch
Step 00079750 L_out=0.336 Acc=0.96 ---270851.81 ms/batch
Step 00079800 L_out=0.373 Acc=0.97 ---304316.30 ms/batch
Step 00079850 L_out=0.326 Acc=0.96 ---337053.73 ms/batch
Step 00079900 L_out=0.559 Acc=0.95 ---370197.11 ms/batch
Step 00079950 L_out=0.565 Acc=0.93 ---402802.09 ms/batch
Step 00080000 L_out=0.883 Acc=0.97 ---436175.67 ms/batch
Round 5 | epoch=29, train costTime=465.1180067062378, | total_activation_sum=62521495
Round 5 | epoch=30, current m_iou=0.8825254082343028
Round 5 | Best m_IoU is: 0.884, OA is: 0.965 | val costTime=93.7675952911377
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=1.173 Acc=0.86 --- 7769.88 ms/batch
Step 00080100 L_out=2.293 Acc=0.79 ---43470.70 ms/batch
Step 00080150 L_out=1.474 Acc=0.79 ---79796.44 ms/batch
Step 00080200 L_out=1.467 Acc=0.83 ---115961.16 ms/batch
Step 00080250 L_out=1.209 Acc=0.87 ---152972.67 ms/batch
Step 00080300 L_out=1.540 Acc=0.89 ---191614.79 ms/batch
Step 00080350 L_out=1.313 Acc=0.89 ---230023.45 ms/batch
Step 00080400 L_out=1.045 Acc=0.75 ---267935.45 ms/batch
Step 00080450 L_out=0.826 Acc=0.87 ---302864.66 ms/batch
Step 00080500 L_out=1.267 Acc=0.88 ---339099.78 ms/batch
Step 00080550 L_out=1.540 Acc=0.91 ---375241.88 ms/batch
Step 00080600 L_out=0.997 Acc=0.94 ---412453.52 ms/batch
Step 00080650 L_out=0.660 Acc=0.95 ---449073.15 ms/batch
Step 00080700 L_out=0.686 Acc=0.96 ---482982.74 ms/batch
Round 6 | epoch=0, train costTime=488.0311918258667, | total_activation_sum=68731719
Round 6 | epoch=1, current m_iou=0.4656294589695952
Round 6 | Best m_IoU is: 0.466, OA is: 0.698 | val costTime=87.48077464103699
Round 6 | ****EPOCH 1****
Step 00080750 L_out=2.901 Acc=0.84 ---31417.70 ms/batch
Step 00080800 L_out=0.642 Acc=0.92 ---70288.62 ms/batch
Step 00080850 L_out=1.094 Acc=0.93 ---107737.05 ms/batch
Step 00080900 L_out=0.692 Acc=0.96 ---145349.36 ms/batch
Step 00080950 L_out=0.752 Acc=0.95 ---183130.17 ms/batch
Step 00081000 L_out=0.784 Acc=0.91 ---220242.70 ms/batch
Step 00081050 L_out=0.679 Acc=0.93 ---257877.01 ms/batch
Step 00081100 L_out=0.898 Acc=0.90 ---295891.78 ms/batch
Step 00081150 L_out=1.401 Acc=0.90 ---333251.76 ms/batch
Step 00081200 L_out=1.029 Acc=0.94 ---368535.82 ms/batch
Step 00081250 L_out=1.105 Acc=0.93 ---404031.10 ms/batch
Step 00081300 L_out=0.438 Acc=0.94 ---440060.32 ms/batch
Step 00081350 L_out=0.955 Acc=0.94 ---476350.49 ms/batch
Round 6 | epoch=1, train costTime=494.4735643863678, | total_activation_sum=69431110
Round 6 | epoch=2, current m_iou=0.5426352280591739
Round 6 | Best m_IoU is: 0.543, OA is: 0.822 | val costTime=112.01464414596558
Round 6 | ****EPOCH 2****
Step 00081400 L_out=1.942 Acc=0.82 ---20139.77 ms/batch
Step 00081450 L_out=1.195 Acc=0.87 ---58784.81 ms/batch
Step 00081500 L_out=1.114 Acc=0.83 ---93918.01 ms/batch
Step 00081550 L_out=1.334 Acc=0.90 ---130295.66 ms/batch
Step 00081600 L_out=1.424 Acc=0.93 ---165892.85 ms/batch
Step 00081650 L_out=1.341 Acc=0.90 ---202634.12 ms/batch
Step 00081700 L_out=1.203 Acc=0.89 ---238361.35 ms/batch
Step 00081750 L_out=0.695 Acc=0.94 ---272438.41 ms/batch
Step 00081800 L_out=0.453 Acc=0.95 ---305089.16 ms/batch
Step 00081850 L_out=0.976 Acc=0.87 ---335485.66 ms/batch
Step 00081900 L_out=0.533 Acc=0.91 ---362871.85 ms/batch
Step 00081950 L_out=0.454 Acc=0.95 ---390414.21 ms/batch
Step 00082000 L_out=1.919 Acc=0.84 ---419219.66 ms/batch
Round 6 | epoch=2, train costTime=442.5050377845764, | total_activation_sum=69238065
Round 6 | epoch=3, current m_iou=0.7727671150964608
Round 6 | Best m_IoU is: 0.773, OA is: 0.914 | val costTime=76.26533079147339
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.342 Acc=0.94 --- 5057.01 ms/batch
Step 00082100 L_out=0.979 Acc=0.89 ---38175.87 ms/batch
Step 00082150 L_out=0.938 Acc=0.93 ---71100.33 ms/batch
Step 00082200 L_out=0.521 Acc=0.95 ---103929.23 ms/batch
Step 00082250 L_out=1.421 Acc=0.88 ---135653.15 ms/batch
Step 00082300 L_out=0.905 Acc=0.91 ---168639.76 ms/batch
Step 00082350 L_out=0.534 Acc=0.97 ---201323.89 ms/batch
Step 00082400 L_out=0.858 Acc=0.88 ---234195.71 ms/batch
Step 00082450 L_out=0.638 Acc=0.92 ---266727.82 ms/batch
Step 00082500 L_out=0.560 Acc=0.95 ---298583.88 ms/batch
Step 00082550 L_out=0.332 Acc=0.95 ---331237.94 ms/batch
Step 00082600 L_out=0.482 Acc=0.93 ---361628.83 ms/batch
Step 00082650 L_out=1.059 Acc=0.93 ---391289.68 ms/batch
Step 00082700 L_out=0.883 Acc=0.92 ---420648.66 ms/batch
Round 6 | epoch=3, train costTime=425.5019941329956, | total_activation_sum=69104898
Round 6 | epoch=4, current m_iou=0.8398740587699943
Round 6 | Best m_IoU is: 0.840, OA is: 0.942 | val costTime=71.24523735046387
Round 6 | ****EPOCH 4****
Step 00082750 L_out=1.179 Acc=0.87 ---26979.84 ms/batch
Step 00082800 L_out=1.036 Acc=0.93 ---57737.18 ms/batch
Step 00082850 L_out=2.188 Acc=0.84 ---89690.17 ms/batch
Step 00082900 L_out=1.299 Acc=0.92 ---122257.81 ms/batch
Step 00082950 L_out=0.543 Acc=0.96 ---154913.48 ms/batch
Step 00083000 L_out=0.292 Acc=0.97 ---186851.84 ms/batch
Step 00083050 L_out=0.540 Acc=0.95 ---218426.29 ms/batch
Step 00083100 L_out=0.611 Acc=0.97 ---250572.36 ms/batch
Step 00083150 L_out=0.834 Acc=0.94 ---283098.72 ms/batch
Step 00083200 L_out=1.036 Acc=0.94 ---313789.36 ms/batch
Step 00083250 L_out=1.117 Acc=0.94 ---345790.47 ms/batch
Step 00083300 L_out=0.351 Acc=0.96 ---378052.13 ms/batch
Step 00083350 L_out=0.657 Acc=0.96 ---409522.20 ms/batch
Round 6 | epoch=4, train costTime=424.93183398246765, | total_activation_sum=69088222
Round 6 | epoch=5, current m_iou=0.813324441716731
Round 6 | Best m_IoU is: 0.840, OA is: 0.942 | val costTime=89.27471971511841
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.838 Acc=0.86 ---16412.33 ms/batch
Step 00083450 L_out=0.940 Acc=0.94 ---50812.60 ms/batch
Step 00083500 L_out=0.852 Acc=0.92 ---87140.40 ms/batch
Step 00083550 L_out=0.816 Acc=0.91 ---126951.62 ms/batch
Step 00083600 L_out=1.248 Acc=0.91 ---165705.13 ms/batch
Step 00083650 L_out=0.509 Acc=0.92 ---205628.79 ms/batch
Step 00083700 L_out=0.370 Acc=0.96 ---243753.48 ms/batch
Step 00083750 L_out=0.428 Acc=0.93 ---282739.35 ms/batch
Step 00083800 L_out=0.637 Acc=0.95 ---322716.26 ms/batch
Step 00083850 L_out=0.637 Acc=0.96 ---363572.09 ms/batch
Step 00083900 L_out=1.079 Acc=0.94 ---404401.33 ms/batch
Step 00083950 L_out=0.834 Acc=0.96 ---442591.99 ms/batch
Step 00084000 L_out=0.599 Acc=0.97 ---481874.55 ms/batch
Round 6 | epoch=5, train costTime=514.2098548412323, | total_activation_sum=69548262
Round 6 | epoch=6, current m_iou=0.8313826332956853
Round 6 | Best m_IoU is: 0.840, OA is: 0.942 | val costTime=99.97718071937561
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.407 Acc=0.95 --- 5974.31 ms/batch
Step 00084100 L_out=0.757 Acc=0.86 ---43949.58 ms/batch
Step 00084150 L_out=0.705 Acc=0.92 ---83879.24 ms/batch
Step 00084200 L_out=0.786 Acc=0.94 ---124553.37 ms/batch
Step 00084250 L_out=0.963 Acc=0.90 ---164184.33 ms/batch
Step 00084300 L_out=0.686 Acc=0.94 ---202252.64 ms/batch
Step 00084350 L_out=0.662 Acc=0.92 ---239860.22 ms/batch
Step 00084400 L_out=1.994 Acc=0.66 ---277203.67 ms/batch
Step 00084450 L_out=0.176 Acc=0.98 ---313724.97 ms/batch
Step 00084500 L_out=0.655 Acc=0.92 ---352758.81 ms/batch
Step 00084550 L_out=2.253 Acc=0.87 ---392845.19 ms/batch
Step 00084600 L_out=1.276 Acc=0.88 ---432491.19 ms/batch
Step 00084650 L_out=0.332 Acc=0.94 ---472723.15 ms/batch
Step 00084700 L_out=0.686 Acc=0.94 ---513974.96 ms/batch
Round 6 | epoch=6, train costTime=521.1630504131317, | total_activation_sum=69237248
Round 6 | epoch=7, current m_iou=0.7989147733479838
Round 6 | Best m_IoU is: 0.840, OA is: 0.942 | val costTime=87.39136123657227
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.495 Acc=0.95 ---32264.25 ms/batch
Step 00084800 L_out=0.807 Acc=0.94 ---70362.88 ms/batch
Step 00084850 L_out=0.775 Acc=0.94 ---108038.43 ms/batch
Step 00084900 L_out=0.634 Acc=0.94 ---144539.60 ms/batch
Step 00084950 L_out=1.276 Acc=0.82 ---182636.53 ms/batch
Step 00085000 L_out=0.431 Acc=0.98 ---215007.21 ms/batch
Step 00085050 L_out=0.594 Acc=0.95 ---245849.62 ms/batch
Step 00085100 L_out=0.349 Acc=0.97 ---277321.10 ms/batch
Step 00085150 L_out=0.942 Acc=0.90 ---310122.74 ms/batch
Step 00085200 L_out=0.521 Acc=0.95 ---340238.77 ms/batch
Step 00085250 L_out=0.812 Acc=0.92 ---372195.10 ms/batch
Step 00085300 L_out=0.369 Acc=0.94 ---403277.24 ms/batch
Step 00085350 L_out=0.971 Acc=0.89 ---434615.64 ms/batch
Round 6 | epoch=7, train costTime=450.66597270965576, | total_activation_sum=69224430
Round 6 | epoch=8, current m_iou=0.8356328621358814
Round 6 | Best m_IoU is: 0.840, OA is: 0.942 | val costTime=75.98870921134949
Round 6 | ****EPOCH 8****
Step 00085400 L_out=1.091 Acc=0.87 ---15110.06 ms/batch
Step 00085450 L_out=1.116 Acc=0.89 ---42527.38 ms/batch
Step 00085500 L_out=0.598 Acc=0.94 ---71362.33 ms/batch
Step 00085550 L_out=0.860 Acc=0.82 ---99097.25 ms/batch
Step 00085600 L_out=0.681 Acc=0.95 ---126407.27 ms/batch
Step 00085650 L_out=0.873 Acc=0.92 ---155657.15 ms/batch
Step 00085700 L_out=0.528 Acc=0.94 ---184464.69 ms/batch
Step 00085750 L_out=0.857 Acc=0.93 ---210829.18 ms/batch
Step 00085800 L_out=1.220 Acc=0.89 ---239845.78 ms/batch
Step 00085850 L_out=1.184 Acc=0.92 ---268482.37 ms/batch
Step 00085900 L_out=0.661 Acc=0.96 ---298022.42 ms/batch
Step 00085950 L_out=0.825 Acc=0.93 ---329859.90 ms/batch
Step 00086000 L_out=0.414 Acc=0.95 ---362411.66 ms/batch
Round 6 | epoch=8, train costTime=389.951575756073, | total_activation_sum=69302834
Round 6 | epoch=9, current m_iou=0.8545288240749799
Round 6 | Best m_IoU is: 0.855, OA is: 0.957 | val costTime=76.24715900421143
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.408 Acc=0.93 --- 4155.21 ms/batch
Step 00086100 L_out=0.684 Acc=0.92 ---35927.13 ms/batch
Step 00086150 L_out=0.826 Acc=0.94 ---66268.34 ms/batch
Step 00086200 L_out=2.775 Acc=0.85 ---100491.56 ms/batch
Step 00086250 L_out=0.410 Acc=0.95 ---134305.61 ms/batch
Step 00086300 L_out=0.722 Acc=0.95 ---165975.95 ms/batch
Step 00086350 L_out=0.574 Acc=0.97 ---198784.42 ms/batch
Step 00086400 L_out=0.734 Acc=0.90 ---230223.08 ms/batch
Step 00086450 L_out=0.640 Acc=0.91 ---263949.16 ms/batch
Step 00086500 L_out=0.804 Acc=0.94 ---296091.14 ms/batch
Step 00086550 L_out=0.735 Acc=0.94 ---330803.28 ms/batch
Step 00086600 L_out=0.442 Acc=0.97 ---367176.69 ms/batch
Step 00086650 L_out=0.458 Acc=0.94 ---405821.65 ms/batch
Step 00086700 L_out=0.378 Acc=0.94 ---446412.91 ms/batch
Round 6 | epoch=9, train costTime=454.63193821907043, | total_activation_sum=69145495
Round 6 | epoch=10, current m_iou=0.8484679438286228
Round 6 | Best m_IoU is: 0.855, OA is: 0.957 | val costTime=84.27509355545044
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.980 Acc=0.92 ---30753.86 ms/batch
Step 00086800 L_out=0.727 Acc=0.92 ---71383.81 ms/batch
Step 00086850 L_out=1.188 Acc=0.91 ---111901.56 ms/batch
Step 00086900 L_out=0.760 Acc=0.91 ---152358.72 ms/batch
Step 00086950 L_out=0.484 Acc=0.95 ---191661.05 ms/batch
Step 00087000 L_out=0.740 Acc=0.94 ---230561.40 ms/batch
Step 00087050 L_out=0.359 Acc=0.95 ---269607.41 ms/batch
Step 00087100 L_out=0.346 Acc=0.98 ---308727.86 ms/batch
Step 00087150 L_out=0.708 Acc=0.93 ---346545.58 ms/batch
Step 00087200 L_out=0.449 Acc=0.97 ---386286.29 ms/batch
Step 00087250 L_out=0.692 Acc=0.93 ---425200.79 ms/batch
Step 00087300 L_out=0.516 Acc=0.93 ---464183.88 ms/batch
Step 00087350 L_out=0.535 Acc=0.93 ---501628.21 ms/batch
Round 6 | epoch=10, train costTime=522.5812878608704, | total_activation_sum=69235445
Round 6 | epoch=11, current m_iou=0.8506374397217402
Round 6 | Best m_IoU is: 0.855, OA is: 0.957 | val costTime=84.81248807907104
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.600 Acc=0.91 ---17653.16 ms/batch
Step 00087450 L_out=0.521 Acc=0.96 ---57539.33 ms/batch
Step 00087500 L_out=0.922 Acc=0.95 ---97912.03 ms/batch
Step 00087550 L_out=0.998 Acc=0.85 ---137995.59 ms/batch
Step 00087600 L_out=1.726 Acc=0.73 ---177768.91 ms/batch
Step 00087650 L_out=0.813 Acc=0.90 ---219632.19 ms/batch
Step 00087700 L_out=0.503 Acc=0.91 ---257556.95 ms/batch
Step 00087750 L_out=1.272 Acc=0.91 ---297177.30 ms/batch
Step 00087800 L_out=1.048 Acc=0.80 ---337182.94 ms/batch
Step 00087850 L_out=0.463 Acc=0.93 ---376783.09 ms/batch
Step 00087900 L_out=0.577 Acc=0.96 ---414456.61 ms/batch
Step 00087950 L_out=0.912 Acc=0.92 ---455240.35 ms/batch
Step 00088000 L_out=1.152 Acc=0.83 ---495866.10 ms/batch
Round 6 | epoch=11, train costTime=531.439781665802, | total_activation_sum=69133305
Round 6 | epoch=12, current m_iou=0.8617832639761107
Round 6 | Best m_IoU is: 0.862, OA is: 0.959 | val costTime=89.37189531326294
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.631 Acc=0.92 --- 4504.30 ms/batch
Step 00088100 L_out=1.055 Acc=0.95 ---42417.26 ms/batch
Step 00088150 L_out=0.663 Acc=0.93 ---79997.07 ms/batch
Step 00088200 L_out=0.679 Acc=0.95 ---117021.62 ms/batch
Step 00088250 L_out=0.535 Acc=0.96 ---156492.40 ms/batch
Step 00088300 L_out=0.921 Acc=0.95 ---196572.93 ms/batch
Step 00088350 L_out=0.498 Acc=0.97 ---235524.33 ms/batch
Step 00088400 L_out=0.578 Acc=0.97 ---272786.35 ms/batch
Step 00088450 L_out=0.623 Acc=0.94 ---309073.12 ms/batch
Step 00088500 L_out=0.684 Acc=0.95 ---347382.57 ms/batch
Step 00088550 L_out=0.839 Acc=0.89 ---385010.44 ms/batch
Step 00088600 L_out=0.555 Acc=0.95 ---422757.78 ms/batch
Step 00088650 L_out=1.130 Acc=0.95 ---462723.91 ms/batch
Step 00088700 L_out=1.091 Acc=0.93 ---500321.69 ms/batch
Round 6 | epoch=12, train costTime=508.6235649585724, | total_activation_sum=69259077
Round 6 | epoch=13, current m_iou=0.8543083282688371
Round 6 | Best m_IoU is: 0.862, OA is: 0.959 | val costTime=86.55055952072144
Round 6 | ****EPOCH 13****
Step 00088750 L_out=1.068 Acc=0.91 ---29173.45 ms/batch
Step 00088800 L_out=0.757 Acc=0.90 ---65842.05 ms/batch
Step 00088850 L_out=0.457 Acc=0.96 ---105748.54 ms/batch
Step 00088900 L_out=0.898 Acc=0.92 ---146827.77 ms/batch
Step 00088950 L_out=2.331 Acc=0.92 ---185969.65 ms/batch
Step 00089000 L_out=0.460 Acc=0.97 ---219926.53 ms/batch
Step 00089050 L_out=0.426 Acc=0.95 ---252901.52 ms/batch
Step 00089100 L_out=0.924 Acc=0.89 ---285035.80 ms/batch
Step 00089150 L_out=0.683 Acc=0.97 ---315823.55 ms/batch
Step 00089200 L_out=0.877 Acc=0.95 ---346719.15 ms/batch
Step 00089250 L_out=0.579 Acc=0.94 ---378393.35 ms/batch
Step 00089300 L_out=0.434 Acc=0.97 ---410153.17 ms/batch
Step 00089350 L_out=0.745 Acc=0.94 ---441014.43 ms/batch
Round 6 | epoch=13, train costTime=457.8625247478485, | total_activation_sum=69512853
Round 6 | epoch=14, current m_iou=0.84213113505555
Round 6 | Best m_IoU is: 0.862, OA is: 0.959 | val costTime=88.98671817779541
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.955 Acc=0.89 ---14740.03 ms/batch
Step 00089450 L_out=0.907 Acc=0.90 ---47017.85 ms/batch
Step 00089500 L_out=0.820 Acc=0.95 ---86250.78 ms/batch
Step 00089550 L_out=0.683 Acc=0.97 ---124069.10 ms/batch
Step 00089600 L_out=0.660 Acc=0.96 ---161474.72 ms/batch
Step 00089650 L_out=0.549 Acc=0.94 ---198850.13 ms/batch
Step 00089700 L_out=0.632 Acc=0.94 ---237718.90 ms/batch
Step 00089750 L_out=1.518 Acc=0.83 ---277420.46 ms/batch
Step 00089800 L_out=0.985 Acc=0.94 ---316415.11 ms/batch
Step 00089850 L_out=0.660 Acc=0.92 ---353968.04 ms/batch
Step 00089900 L_out=0.774 Acc=0.93 ---393018.37 ms/batch
Step 00089950 L_out=0.699 Acc=0.96 ---433269.24 ms/batch
Step 00090000 L_out=0.475 Acc=0.96 ---474624.18 ms/batch
Round 6 | epoch=14, train costTime=510.2163918018341, | total_activation_sum=68974550
Round 6 | epoch=15, current m_iou=0.8563466149346365
Round 6 | Best m_IoU is: 0.862, OA is: 0.959 | val costTime=89.82418870925903
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.334 Acc=0.97 --- 4049.10 ms/batch
Step 00090100 L_out=0.489 Acc=0.94 ---41145.83 ms/batch
Step 00090150 L_out=0.635 Acc=0.93 ---82788.01 ms/batch
Step 00090200 L_out=0.485 Acc=0.95 ---122561.79 ms/batch
Step 00090250 L_out=1.124 Acc=0.95 ---162957.16 ms/batch
Step 00090300 L_out=0.783 Acc=0.93 ---201233.88 ms/batch
Step 00090350 L_out=0.642 Acc=0.92 ---240797.59 ms/batch
Step 00090400 L_out=0.294 Acc=0.96 ---280079.40 ms/batch
Step 00090450 L_out=0.586 Acc=0.92 ---318673.11 ms/batch
Step 00090500 L_out=0.446 Acc=0.96 ---356539.82 ms/batch
Step 00090550 L_out=0.795 Acc=0.94 ---395842.96 ms/batch
Step 00090600 L_out=0.243 Acc=0.95 ---434837.29 ms/batch
Step 00090650 L_out=0.587 Acc=0.96 ---474380.97 ms/batch
Step 00090700 L_out=0.414 Acc=0.96 ---511561.26 ms/batch
Round 6 | epoch=15, train costTime=521.1645843982697, | total_activation_sum=69407612
Round 6 | epoch=16, current m_iou=0.8662575419673708
Round 6 | Best m_IoU is: 0.866, OA is: 0.952 | val costTime=92.45939302444458
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.368 Acc=0.94 ---24648.49 ms/batch
Step 00090800 L_out=0.579 Acc=0.94 ---61365.46 ms/batch
Step 00090850 L_out=0.770 Acc=0.94 ---99796.98 ms/batch
Step 00090900 L_out=0.526 Acc=0.93 ---137466.69 ms/batch
Step 00090950 L_out=0.845 Acc=0.92 ---175500.68 ms/batch
Step 00091000 L_out=0.826 Acc=0.95 ---214167.67 ms/batch
Step 00091050 L_out=0.776 Acc=0.92 ---251476.94 ms/batch
Step 00091100 L_out=0.714 Acc=0.94 ---287561.15 ms/batch
Step 00091150 L_out=0.974 Acc=0.94 ---325585.14 ms/batch
Step 00091200 L_out=0.441 Acc=0.93 ---362467.75 ms/batch
Step 00091250 L_out=0.850 Acc=0.94 ---399508.10 ms/batch
Step 00091300 L_out=0.305 Acc=0.97 ---437454.40 ms/batch
Step 00091350 L_out=0.672 Acc=0.96 ---475939.03 ms/batch
Round 6 | epoch=16, train costTime=498.3157091140747, | total_activation_sum=69102182
Round 6 | epoch=17, current m_iou=0.8614558964096024
Round 6 | Best m_IoU is: 0.866, OA is: 0.952 | val costTime=95.44997715950012
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.497 Acc=0.95 ---15179.40 ms/batch
Step 00091450 L_out=0.387 Acc=0.96 ---53282.15 ms/batch
Step 00091500 L_out=1.233 Acc=0.91 ---94304.81 ms/batch
Step 00091550 L_out=0.605 Acc=0.96 ---132240.02 ms/batch
Step 00091600 L_out=0.946 Acc=0.90 ---170868.36 ms/batch
Step 00091650 L_out=0.456 Acc=0.94 ---209112.79 ms/batch
Step 00091700 L_out=0.499 Acc=0.96 ---247108.13 ms/batch
Step 00091750 L_out=1.581 Acc=0.94 ---283781.19 ms/batch
Step 00091800 L_out=0.529 Acc=0.97 ---320670.50 ms/batch
Step 00091850 L_out=0.495 Acc=0.97 ---358116.07 ms/batch
Step 00091900 L_out=0.327 Acc=0.97 ---398305.76 ms/batch
Step 00091950 L_out=0.720 Acc=0.96 ---439224.36 ms/batch
Step 00092000 L_out=0.363 Acc=0.97 ---478742.02 ms/batch
Round 6 | epoch=17, train costTime=515.1265904903412, | total_activation_sum=69378607
Round 6 | epoch=18, current m_iou=0.86079421496322
Round 6 | Best m_IoU is: 0.866, OA is: 0.952 | val costTime=101.65918278694153
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.687 Acc=0.95 --- 2827.43 ms/batch
Step 00092100 L_out=1.320 Acc=0.91 ---39733.57 ms/batch
Step 00092150 L_out=1.051 Acc=0.94 ---78715.31 ms/batch
Step 00092200 L_out=1.037 Acc=0.94 ---119579.25 ms/batch
Step 00092250 L_out=0.792 Acc=0.95 ---159959.76 ms/batch
Step 00092300 L_out=0.492 Acc=0.96 ---200884.53 ms/batch
Step 00092350 L_out=0.701 Acc=0.90 ---239837.87 ms/batch
Step 00092400 L_out=0.579 Acc=0.95 ---277812.90 ms/batch
Step 00092450 L_out=0.446 Acc=0.97 ---317933.91 ms/batch
Step 00092500 L_out=0.630 Acc=0.94 ---355834.09 ms/batch
Step 00092550 L_out=0.630 Acc=0.93 ---387200.15 ms/batch
Step 00092600 L_out=0.352 Acc=0.93 ---419711.75 ms/batch
Step 00092650 L_out=0.400 Acc=0.95 ---452019.82 ms/batch
Step 00092700 L_out=0.303 Acc=0.94 ---485083.41 ms/batch
Round 6 | epoch=18, train costTime=493.87752532958984, | total_activation_sum=69059897
Round 6 | epoch=19, current m_iou=0.8669422446179644
Round 6 | Best m_IoU is: 0.867, OA is: 0.958 | val costTime=82.97187399864197
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.584 Acc=0.95 ---24705.09 ms/batch
Step 00092800 L_out=0.669 Acc=0.97 ---58089.97 ms/batch
Step 00092850 L_out=0.416 Acc=0.95 ---89787.71 ms/batch
Step 00092900 L_out=0.407 Acc=0.95 ---121651.69 ms/batch
Step 00092950 L_out=0.839 Acc=0.87 ---154105.52 ms/batch
Step 00093000 L_out=0.605 Acc=0.90 ---187932.95 ms/batch
Step 00093050 L_out=0.727 Acc=0.94 ---225377.78 ms/batch
Step 00093100 L_out=1.044 Acc=0.92 ---265933.60 ms/batch
Step 00093150 L_out=0.927 Acc=0.91 ---305168.60 ms/batch
Step 00093200 L_out=0.195 Acc=0.94 ---344273.14 ms/batch
Step 00093250 L_out=0.644 Acc=0.95 ---382854.07 ms/batch
Step 00093300 L_out=0.825 Acc=0.94 ---422065.49 ms/batch
Step 00093350 L_out=0.560 Acc=0.95 ---461917.02 ms/batch
Round 6 | epoch=19, train costTime=484.55331683158875, | total_activation_sum=69323479
Round 6 | epoch=20, current m_iou=0.8681887468486462
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=93.4717128276825
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.579 Acc=0.91 ---15450.72 ms/batch
Step 00093450 L_out=0.361 Acc=0.97 ---56829.60 ms/batch
Step 00093500 L_out=0.710 Acc=0.94 ---99732.37 ms/batch
Step 00093550 L_out=0.501 Acc=0.97 ---140254.56 ms/batch
Step 00093600 L_out=0.725 Acc=0.92 ---179217.03 ms/batch
Step 00093650 L_out=0.324 Acc=0.97 ---221610.94 ms/batch
Step 00093700 L_out=0.510 Acc=0.96 ---261987.88 ms/batch
Step 00093750 L_out=0.263 Acc=0.96 ---302304.38 ms/batch
Step 00093800 L_out=0.305 Acc=0.95 ---340566.00 ms/batch
Step 00093850 L_out=0.553 Acc=0.92 ---381270.06 ms/batch
Step 00093900 L_out=0.436 Acc=0.96 ---421890.89 ms/batch
Step 00093950 L_out=0.581 Acc=0.95 ---459658.88 ms/batch
Step 00094000 L_out=0.414 Acc=0.95 ---498459.53 ms/batch
Round 6 | epoch=20, train costTime=535.9720747470856, | total_activation_sum=69172323
Round 6 | epoch=21, current m_iou=0.8629779360859542
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=106.4242615699768
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.202 Acc=0.98 --- 2455.92 ms/batch
Step 00094100 L_out=0.464 Acc=0.95 ---42398.62 ms/batch
Step 00094150 L_out=0.785 Acc=0.90 ---85322.16 ms/batch
Step 00094200 L_out=1.297 Acc=0.91 ---125662.70 ms/batch
Step 00094250 L_out=0.487 Acc=0.97 ---166778.40 ms/batch
Step 00094300 L_out=0.395 Acc=0.97 ---206823.53 ms/batch
Step 00094350 L_out=0.520 Acc=0.91 ---248954.78 ms/batch
Step 00094400 L_out=0.670 Acc=0.95 ---289394.46 ms/batch
Step 00094450 L_out=0.559 Acc=0.98 ---328070.72 ms/batch
Step 00094500 L_out=0.437 Acc=0.95 ---368123.03 ms/batch
Step 00094550 L_out=0.459 Acc=0.95 ---408312.63 ms/batch
Step 00094600 L_out=0.564 Acc=0.97 ---447182.54 ms/batch
Step 00094650 L_out=0.461 Acc=0.95 ---487744.98 ms/batch
Step 00094700 L_out=0.298 Acc=0.97 ---525546.14 ms/batch
Round 6 | epoch=21, train costTime=536.6335361003876, | total_activation_sum=69141836
Round 6 | epoch=22, current m_iou=0.8619743216259798
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=95.40913510322571
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.487 Acc=0.94 ---29845.54 ms/batch
Step 00094800 L_out=0.570 Acc=0.95 ---72604.46 ms/batch
Step 00094850 L_out=0.336 Acc=0.96 ---111014.22 ms/batch
Step 00094900 L_out=0.288 Acc=0.97 ---151070.70 ms/batch
Step 00094950 L_out=0.519 Acc=0.91 ---191919.12 ms/batch
Step 00095000 L_out=0.779 Acc=0.95 ---233258.98 ms/batch
Step 00095050 L_out=1.086 Acc=0.93 ---274353.16 ms/batch
Step 00095100 L_out=0.323 Acc=0.98 ---312975.59 ms/batch
Step 00095150 L_out=0.358 Acc=0.94 ---352894.18 ms/batch
Step 00095200 L_out=0.492 Acc=0.97 ---392403.39 ms/batch
Step 00095250 L_out=0.308 Acc=0.97 ---433506.95 ms/batch
Step 00095300 L_out=0.923 Acc=0.92 ---473840.82 ms/batch
Step 00095350 L_out=0.657 Acc=0.96 ---514626.95 ms/batch
Round 6 | epoch=22, train costTime=539.1903924942017, | total_activation_sum=69270152
Round 6 | epoch=23, current m_iou=0.8604398735942498
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=95.85876536369324
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.460 Acc=0.94 ---15020.10 ms/batch
Step 00095450 L_out=0.335 Acc=0.97 ---52689.10 ms/batch
Step 00095500 L_out=0.322 Acc=0.94 ---93880.32 ms/batch
Step 00095550 L_out=1.257 Acc=0.89 ---134366.51 ms/batch
Step 00095600 L_out=0.561 Acc=0.95 ---173873.57 ms/batch
Step 00095650 L_out=0.866 Acc=0.92 ---212826.40 ms/batch
Step 00095700 L_out=0.382 Acc=0.96 ---247112.97 ms/batch
Step 00095750 L_out=0.749 Acc=0.94 ---282311.57 ms/batch
Step 00095800 L_out=0.379 Acc=0.95 ---314820.55 ms/batch
Step 00095850 L_out=0.830 Acc=0.86 ---350134.78 ms/batch
Step 00095900 L_out=0.869 Acc=0.94 ---384486.88 ms/batch
Step 00095950 L_out=0.313 Acc=0.94 ---419040.30 ms/batch
Step 00096000 L_out=0.562 Acc=0.95 ---454998.47 ms/batch
Round 6 | epoch=23, train costTime=487.9998576641083, | total_activation_sum=69429234
Round 6 | epoch=24, current m_iou=0.8619913377478425
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=88.66071009635925
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.522 Acc=0.92 --- 1476.00 ms/batch
Step 00096100 L_out=0.486 Acc=0.96 ---33305.87 ms/batch
Step 00096150 L_out=0.659 Acc=0.94 ---68782.53 ms/batch
Step 00096200 L_out=0.525 Acc=0.93 ---105687.97 ms/batch
Step 00096250 L_out=0.211 Acc=0.96 ---144528.24 ms/batch
Step 00096300 L_out=0.289 Acc=0.97 ---176955.66 ms/batch
Step 00096350 L_out=0.903 Acc=0.91 ---209427.10 ms/batch
Step 00096400 L_out=0.569 Acc=0.94 ---241035.53 ms/batch
Step 00096450 L_out=0.500 Acc=0.96 ---273352.58 ms/batch
Step 00096500 L_out=1.115 Acc=0.88 ---306866.79 ms/batch
Step 00096550 L_out=0.583 Acc=0.93 ---339170.18 ms/batch
Step 00096600 L_out=0.463 Acc=0.97 ---371061.99 ms/batch
Step 00096650 L_out=0.326 Acc=0.96 ---402700.85 ms/batch
Step 00096700 L_out=0.641 Acc=0.95 ---435447.54 ms/batch
Round 6 | epoch=24, train costTime=445.4318120479584, | total_activation_sum=69206422
Round 6 | epoch=25, current m_iou=0.8677285837753786
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=90.35068082809448
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.309 Acc=0.97 ---28654.33 ms/batch
Step 00096800 L_out=0.277 Acc=0.98 ---69690.41 ms/batch
Step 00096850 L_out=0.292 Acc=0.96 ---107856.25 ms/batch
Step 00096900 L_out=0.656 Acc=0.94 ---149116.69 ms/batch
Step 00096950 L_out=0.451 Acc=0.96 ---190022.82 ms/batch
Step 00097000 L_out=0.357 Acc=0.96 ---228405.03 ms/batch
Step 00097050 L_out=0.797 Acc=0.94 ---266139.22 ms/batch
Step 00097100 L_out=0.674 Acc=0.95 ---305469.74 ms/batch
Step 00097150 L_out=0.870 Acc=0.95 ---343563.65 ms/batch
Step 00097200 L_out=0.158 Acc=0.95 ---380925.10 ms/batch
Step 00097250 L_out=0.434 Acc=0.98 ---420888.88 ms/batch
Step 00097300 L_out=0.352 Acc=0.96 ---462393.05 ms/batch
Step 00097350 L_out=0.922 Acc=0.95 ---503279.32 ms/batch
Round 6 | epoch=25, train costTime=529.2051906585693, | total_activation_sum=69129721
Round 6 | epoch=26, current m_iou=0.8667607936842001
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=98.79477024078369
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.507 Acc=0.95 ---14175.67 ms/batch
Step 00097450 L_out=0.446 Acc=0.96 ---54222.78 ms/batch
Step 00097500 L_out=0.334 Acc=0.95 ---93084.05 ms/batch
Step 00097550 L_out=0.229 Acc=0.95 ---133548.25 ms/batch
Step 00097600 L_out=0.165 Acc=0.98 ---173001.54 ms/batch
Step 00097650 L_out=0.591 Acc=0.94 ---212900.48 ms/batch
Step 00097700 L_out=0.495 Acc=0.96 ---253183.97 ms/batch
Step 00097750 L_out=0.570 Acc=0.93 ---290407.69 ms/batch
Step 00097800 L_out=0.168 Acc=0.99 ---330752.24 ms/batch
Step 00097850 L_out=0.826 Acc=0.95 ---371390.00 ms/batch
Step 00097900 L_out=0.293 Acc=0.97 ---410815.29 ms/batch
Step 00097950 L_out=0.442 Acc=0.97 ---449710.53 ms/batch
Step 00098000 L_out=0.611 Acc=0.95 ---489534.53 ms/batch
Round 6 | epoch=26, train costTime=529.6162090301514, | total_activation_sum=69415705
Round 6 | epoch=27, current m_iou=0.8600762893788474
Round 6 | Best m_IoU is: 0.868, OA is: 0.956 | val costTime=100.55629277229309
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.609 Acc=0.92 ---  743.43 ms/batch
Step 00098100 L_out=0.481 Acc=0.93 ---41265.28 ms/batch
Step 00098150 L_out=0.601 Acc=0.96 ---81376.36 ms/batch
Step 00098200 L_out=0.458 Acc=0.97 ---121836.29 ms/batch
Step 00098250 L_out=0.494 Acc=0.96 ---159813.96 ms/batch
Step 00098300 L_out=0.492 Acc=0.95 ---200485.18 ms/batch
Step 00098350 L_out=0.627 Acc=0.96 ---239636.79 ms/batch
Step 00098400 L_out=0.256 Acc=0.97 ---281033.20 ms/batch
Step 00098450 L_out=0.530 Acc=0.96 ---318889.28 ms/batch
Step 00098500 L_out=0.581 Acc=0.92 ---359742.68 ms/batch
Step 00098550 L_out=0.125 Acc=0.99 ---400298.60 ms/batch
Step 00098600 L_out=0.373 Acc=0.97 ---441272.21 ms/batch
Step 00098650 L_out=0.366 Acc=0.96 ---481774.56 ms/batch
Step 00098700 L_out=0.234 Acc=0.94 ---519965.26 ms/batch
Round 6 | epoch=27, train costTime=533.3459329605103, | total_activation_sum=69173132
Round 6 | epoch=28, current m_iou=0.8722681067916112
Round 6 | Best m_IoU is: 0.872, OA is: 0.957 | val costTime=105.45243883132935
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.390 Acc=0.97 ---27639.70 ms/batch
Step 00098800 L_out=0.634 Acc=0.95 ---66950.98 ms/batch
Step 00098850 L_out=0.408 Acc=0.96 ---106670.88 ms/batch
Step 00098900 L_out=0.654 Acc=0.93 ---146690.90 ms/batch
Step 00098950 L_out=0.521 Acc=0.93 ---185007.30 ms/batch
Step 00099000 L_out=0.692 Acc=0.94 ---225699.31 ms/batch
Step 00099050 L_out=0.343 Acc=0.96 ---265095.15 ms/batch
Step 00099100 L_out=0.592 Acc=0.94 ---304022.71 ms/batch
Step 00099150 L_out=0.799 Acc=0.94 ---342641.76 ms/batch
Step 00099200 L_out=0.547 Acc=0.95 ---381587.25 ms/batch
Step 00099250 L_out=0.637 Acc=0.95 ---422011.85 ms/batch
Step 00099300 L_out=0.359 Acc=0.94 ---464143.06 ms/batch
Step 00099350 L_out=0.725 Acc=0.95 ---503231.09 ms/batch
Round 6 | epoch=28, train costTime=528.8680970668793, | total_activation_sum=69477880
Round 6 | epoch=29, current m_iou=0.8664719267520913
Round 6 | Best m_IoU is: 0.872, OA is: 0.957 | val costTime=97.91171503067017
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.479 Acc=0.95 ---13000.23 ms/batch
Step 00099450 L_out=0.379 Acc=0.93 ---50703.21 ms/batch
Step 00099500 L_out=0.439 Acc=0.97 ---90167.22 ms/batch
Step 00099550 L_out=0.600 Acc=0.90 ---131145.82 ms/batch
Step 00099600 L_out=0.151 Acc=0.99 ---168477.86 ms/batch
Step 00099650 L_out=0.650 Acc=0.95 ---202633.73 ms/batch
Step 00099700 L_out=0.408 Acc=0.95 ---234601.92 ms/batch
Step 00099750 L_out=0.541 Acc=0.96 ---267755.53 ms/batch
Step 00099800 L_out=0.367 Acc=0.94 ---300738.23 ms/batch
Step 00099850 L_out=0.365 Acc=0.95 ---334105.85 ms/batch
Step 00099900 L_out=0.648 Acc=0.94 ---366802.16 ms/batch
Step 00099950 L_out=0.309 Acc=0.97 ---399514.56 ms/batch
Step 00100000 L_out=0.688 Acc=0.95 ---433619.68 ms/batch
Step 00100050 L_out=0.090 Acc=0.99 ---465284.45 ms/batch
Round 6 | epoch=29, train costTime=465.2845230102539, | total_activation_sum=68925718
Round 6 | epoch=30, current m_iou=0.8654393665297749
Round 6 | Best m_IoU is: 0.872, OA is: 0.957 | val costTime=90.56909728050232
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=2.787 Acc=0.42 ---40468.42 ms/batch
Step 00100150 L_out=2.345 Acc=0.75 ---80268.45 ms/batch
Step 00100200 L_out=0.831 Acc=0.93 ---117111.82 ms/batch
Step 00100250 L_out=1.800 Acc=0.80 ---157784.68 ms/batch
Step 00100300 L_out=2.616 Acc=0.59 ---196967.42 ms/batch
Step 00100350 L_out=2.996 Acc=0.76 ---238152.50 ms/batch
Step 00100400 L_out=2.214 Acc=0.78 ---281044.01 ms/batch
Step 00100450 L_out=2.007 Acc=0.93 ---321402.18 ms/batch
Step 00100500 L_out=0.981 Acc=0.94 ---360157.67 ms/batch
Step 00100550 L_out=1.244 Acc=0.90 ---399112.78 ms/batch
Step 00100600 L_out=0.750 Acc=0.93 ---438604.34 ms/batch
Step 00100650 L_out=0.660 Acc=0.96 ---478957.70 ms/batch
Step 00100700 L_out=1.035 Acc=0.95 ---517020.31 ms/batch
Round 7 | epoch=0, train costTime=529.1782338619232, | total_activation_sum=73520579
Round 7 | epoch=1, current m_iou=0.7851336377653442
Round 7 | Best m_IoU is: 0.785, OA is: 0.931 | val costTime=98.50643801689148
Round 7 | ****EPOCH 1****
Step 00100750 L_out=1.581 Acc=0.90 ---26649.25 ms/batch
Step 00100800 L_out=0.794 Acc=0.90 ---66681.64 ms/batch
Step 00100850 L_out=1.175 Acc=0.89 ---106164.72 ms/batch
Step 00100900 L_out=1.186 Acc=0.92 ---146202.47 ms/batch
Step 00100950 L_out=0.347 Acc=0.97 ---183358.04 ms/batch
Step 00101000 L_out=1.121 Acc=0.91 ---221801.50 ms/batch
Step 00101050 L_out=0.789 Acc=0.93 ---260730.64 ms/batch
Step 00101100 L_out=0.326 Acc=0.97 ---300137.21 ms/batch
Step 00101150 L_out=0.942 Acc=0.93 ---340201.49 ms/batch
Step 00101200 L_out=1.415 Acc=0.90 ---379587.00 ms/batch
Step 00101250 L_out=0.560 Acc=0.93 ---419527.27 ms/batch
Step 00101300 L_out=0.469 Acc=0.98 ---459197.08 ms/batch
Step 00101350 L_out=1.179 Acc=0.96 ---498474.72 ms/batch
Round 7 | epoch=1, train costTime=523.1380152702332, | total_activation_sum=74401218
Round 7 | epoch=2, current m_iou=0.8413592192421834
Round 7 | Best m_IoU is: 0.841, OA is: 0.954 | val costTime=100.31641411781311
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.612 Acc=0.92 ---12896.09 ms/batch
Step 00101450 L_out=0.526 Acc=0.95 ---53239.02 ms/batch
Step 00101500 L_out=0.652 Acc=0.97 ---90774.66 ms/batch
Step 00101550 L_out=0.978 Acc=0.96 ---131250.52 ms/batch
Step 00101600 L_out=0.575 Acc=0.95 ---170539.28 ms/batch
Step 00101650 L_out=0.696 Acc=0.95 ---206882.95 ms/batch
Step 00101700 L_out=0.932 Acc=0.90 ---241306.45 ms/batch
Step 00101750 L_out=0.454 Acc=0.94 ---275225.65 ms/batch
Step 00101800 L_out=0.871 Acc=0.87 ---309283.61 ms/batch
Step 00101850 L_out=0.596 Acc=0.96 ---342473.73 ms/batch
Step 00101900 L_out=0.361 Acc=0.92 ---375632.86 ms/batch
Step 00101950 L_out=0.760 Acc=0.92 ---408915.86 ms/batch
Step 00102000 L_out=1.090 Acc=0.91 ---443190.11 ms/batch
Step 00102050 L_out=0.950 Acc=0.91 ---476689.86 ms/batch
Round 7 | epoch=2, train costTime=477.5196886062622, | total_activation_sum=74140245
Round 7 | epoch=3, current m_iou=0.8636324301089782
Round 7 | Best m_IoU is: 0.864, OA is: 0.955 | val costTime=92.4687147140503
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.615 Acc=0.96 ---39665.15 ms/batch
Step 00102150 L_out=1.301 Acc=0.88 ---79406.03 ms/batch
Step 00102200 L_out=0.584 Acc=0.98 ---117138.53 ms/batch
Step 00102250 L_out=0.362 Acc=0.96 ---155959.30 ms/batch
Step 00102300 L_out=0.828 Acc=0.95 ---194885.32 ms/batch
Step 00102350 L_out=0.455 Acc=0.95 ---231496.70 ms/batch
Step 00102400 L_out=1.525 Acc=0.93 ---272435.27 ms/batch
Step 00102450 L_out=0.576 Acc=0.96 ---312936.04 ms/batch
Step 00102500 L_out=1.105 Acc=0.94 ---350691.48 ms/batch
Step 00102550 L_out=0.934 Acc=0.92 ---389649.45 ms/batch
Step 00102600 L_out=0.816 Acc=0.94 ---428036.85 ms/batch
Step 00102650 L_out=0.721 Acc=0.95 ---468895.95 ms/batch
Step 00102700 L_out=0.579 Acc=0.96 ---506946.89 ms/batch
Round 7 | epoch=3, train costTime=522.3170249462128, | total_activation_sum=74249373
Round 7 | epoch=4, current m_iou=0.8663767515285172
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=94.46966791152954
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.788 Acc=0.94 ---24201.89 ms/batch
Step 00102800 L_out=0.578 Acc=0.97 ---63737.65 ms/batch
Step 00102850 L_out=0.361 Acc=0.99 ---102687.64 ms/batch
Step 00102900 L_out=0.624 Acc=0.92 ---141894.85 ms/batch
Step 00102950 L_out=0.338 Acc=0.93 ---181098.45 ms/batch
Step 00103000 L_out=0.599 Acc=0.96 ---220258.69 ms/batch
Step 00103050 L_out=0.681 Acc=0.96 ---259101.94 ms/batch
Step 00103100 L_out=0.537 Acc=0.95 ---299971.21 ms/batch
Step 00103150 L_out=0.771 Acc=0.94 ---339849.22 ms/batch
Step 00103200 L_out=0.582 Acc=0.96 ---380501.74 ms/batch
Step 00103250 L_out=0.965 Acc=0.94 ---419396.58 ms/batch
Step 00103300 L_out=0.820 Acc=0.89 ---458185.10 ms/batch
Step 00103350 L_out=0.471 Acc=0.95 ---499626.87 ms/batch
Round 7 | epoch=4, train costTime=528.2887930870056, | total_activation_sum=73791650
Round 7 | epoch=5, current m_iou=0.857919686904111
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=94.92755031585693
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.735 Acc=0.95 ---12084.69 ms/batch
Step 00103450 L_out=1.353 Acc=0.87 ---49511.42 ms/batch
Step 00103500 L_out=1.626 Acc=0.92 ---88563.83 ms/batch
Step 00103550 L_out=1.518 Acc=0.90 ---126079.05 ms/batch
Step 00103600 L_out=0.912 Acc=0.93 ---164670.53 ms/batch
Step 00103650 L_out=0.577 Acc=0.95 ---203338.50 ms/batch
Step 00103700 L_out=0.663 Acc=0.94 ---240009.79 ms/batch
Step 00103750 L_out=0.929 Acc=0.93 ---280618.83 ms/batch
Step 00103800 L_out=0.725 Acc=0.94 ---321489.66 ms/batch
Step 00103850 L_out=0.648 Acc=0.97 ---363072.72 ms/batch
Step 00103900 L_out=0.850 Acc=0.95 ---401872.65 ms/batch
Step 00103950 L_out=1.297 Acc=0.87 ---442298.43 ms/batch
Step 00104000 L_out=0.673 Acc=0.95 ---482031.87 ms/batch
Step 00104050 L_out=0.717 Acc=0.92 ---519431.33 ms/batch
Round 7 | epoch=5, train costTime=521.1103508472443, | total_activation_sum=74410312
Round 7 | epoch=6, current m_iou=0.851653232904338
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=102.4107596874237
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.612 Acc=0.97 ---35228.45 ms/batch
Step 00104150 L_out=1.136 Acc=0.86 ---74426.41 ms/batch
Step 00104200 L_out=0.557 Acc=0.96 ---115634.15 ms/batch
Step 00104250 L_out=1.185 Acc=0.91 ---154634.15 ms/batch
Step 00104300 L_out=1.519 Acc=0.95 ---194811.78 ms/batch
Step 00104350 L_out=0.705 Acc=0.95 ---233452.78 ms/batch
Step 00104400 L_out=0.529 Acc=0.99 ---273385.98 ms/batch
Step 00104450 L_out=0.477 Acc=0.96 ---314613.93 ms/batch
Step 00104500 L_out=0.424 Acc=0.96 ---356214.81 ms/batch
Step 00104550 L_out=0.287 Acc=0.97 ---395148.70 ms/batch
Step 00104600 L_out=1.207 Acc=0.91 ---436951.76 ms/batch
Step 00104650 L_out=1.114 Acc=0.95 ---476280.59 ms/batch
Step 00104700 L_out=1.198 Acc=0.89 ---512593.93 ms/batch
Round 7 | epoch=6, train costTime=527.796220779419, | total_activation_sum=73988759
Round 7 | epoch=7, current m_iou=0.8550061512038529
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=101.53199887275696
Round 7 | ****EPOCH 7****
Step 00104750 L_out=1.314 Acc=0.95 ---24270.26 ms/batch
Step 00104800 L_out=0.453 Acc=0.94 ---64751.40 ms/batch
Step 00104850 L_out=0.888 Acc=0.93 ---103984.41 ms/batch
Step 00104900 L_out=0.818 Acc=0.91 ---141788.71 ms/batch
Step 00104950 L_out=1.568 Acc=0.86 ---178211.86 ms/batch
Step 00105000 L_out=1.741 Acc=0.90 ---212322.93 ms/batch
Step 00105050 L_out=1.094 Acc=0.88 ---246886.64 ms/batch
Step 00105100 L_out=0.425 Acc=0.94 ---280432.09 ms/batch
Step 00105150 L_out=0.587 Acc=0.94 ---314313.60 ms/batch
Step 00105200 L_out=0.916 Acc=0.93 ---347073.14 ms/batch
Step 00105250 L_out=0.605 Acc=0.95 ---381191.82 ms/batch
Step 00105300 L_out=0.449 Acc=0.96 ---413590.79 ms/batch
Step 00105350 L_out=0.858 Acc=0.94 ---446729.18 ms/batch
Round 7 | epoch=7, train costTime=471.39048290252686, | total_activation_sum=74212356
Round 7 | epoch=8, current m_iou=0.8610792945694532
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=96.76031279563904
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.944 Acc=0.90 ---11880.82 ms/batch
Step 00105450 L_out=0.849 Acc=0.95 ---51484.67 ms/batch
Step 00105500 L_out=0.420 Acc=0.96 ---91899.78 ms/batch
Step 00105550 L_out=0.499 Acc=0.93 ---130835.62 ms/batch
Step 00105600 L_out=0.947 Acc=0.94 ---168827.54 ms/batch
Step 00105650 L_out=0.404 Acc=0.93 ---208573.07 ms/batch
Step 00105700 L_out=0.767 Acc=0.94 ---246578.79 ms/batch
Step 00105750 L_out=0.398 Acc=0.95 ---287316.08 ms/batch
Step 00105800 L_out=0.706 Acc=0.94 ---326595.24 ms/batch
Step 00105850 L_out=0.583 Acc=0.95 ---367649.91 ms/batch
Step 00105900 L_out=0.300 Acc=0.98 ---407817.39 ms/batch
Step 00105950 L_out=0.661 Acc=0.93 ---447067.86 ms/batch
Step 00106000 L_out=0.720 Acc=0.92 ---485869.98 ms/batch
Step 00106050 L_out=0.413 Acc=0.97 ---524203.97 ms/batch
Round 7 | epoch=8, train costTime=526.749372959137, | total_activation_sum=74069715
Round 7 | epoch=9, current m_iou=0.8496141820406014
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=94.98162603378296
Round 7 | ****EPOCH 9****
Step 00106100 L_out=1.134 Acc=0.91 ---37764.09 ms/batch
Step 00106150 L_out=0.590 Acc=0.96 ---77273.75 ms/batch
Step 00106200 L_out=1.049 Acc=0.95 ---115811.26 ms/batch
Step 00106250 L_out=0.411 Acc=0.94 ---156606.85 ms/batch
Step 00106300 L_out=0.396 Acc=0.96 ---196705.24 ms/batch
Step 00106350 L_out=0.908 Acc=0.96 ---234928.56 ms/batch
Step 00106400 L_out=0.522 Acc=0.95 ---276022.25 ms/batch
Step 00106450 L_out=0.675 Acc=0.96 ---317210.65 ms/batch
Step 00106500 L_out=0.203 Acc=0.99 ---357051.63 ms/batch
Step 00106550 L_out=0.788 Acc=0.94 ---399004.33 ms/batch
Step 00106600 L_out=1.177 Acc=0.93 ---438765.49 ms/batch
Step 00106650 L_out=0.523 Acc=0.98 ---477802.46 ms/batch
Step 00106700 L_out=0.596 Acc=0.92 ---517935.56 ms/batch
Round 7 | epoch=9, train costTime=534.2265040874481, | total_activation_sum=74103720
Round 7 | epoch=10, current m_iou=0.8496668462240544
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=98.99041938781738
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.351 Acc=0.96 ---24442.96 ms/batch
Step 00106800 L_out=0.795 Acc=0.90 ---64403.39 ms/batch
Step 00106850 L_out=0.658 Acc=0.94 ---104464.41 ms/batch
Step 00106900 L_out=0.961 Acc=0.92 ---141826.68 ms/batch
Step 00106950 L_out=0.562 Acc=0.96 ---183419.71 ms/batch
Step 00107000 L_out=0.476 Acc=0.97 ---224593.13 ms/batch
Step 00107050 L_out=0.753 Acc=0.96 ---265069.89 ms/batch
Step 00107100 L_out=0.857 Acc=0.90 ---303400.10 ms/batch
Step 00107150 L_out=0.484 Acc=0.95 ---343526.15 ms/batch
Step 00107200 L_out=0.684 Acc=0.94 ---383894.08 ms/batch
Step 00107250 L_out=0.721 Acc=0.94 ---424438.27 ms/batch
Step 00107300 L_out=0.676 Acc=0.93 ---464769.86 ms/batch
Step 00107350 L_out=0.859 Acc=0.95 ---504347.82 ms/batch
Round 7 | epoch=10, train costTime=533.5243058204651, | total_activation_sum=74164468
Round 7 | epoch=11, current m_iou=0.8525234588023947
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=96.33579897880554
Round 7 | ****EPOCH 11****
Step 00107400 L_out=1.093 Acc=0.91 ---10917.58 ms/batch
Step 00107450 L_out=0.744 Acc=0.96 ---50357.68 ms/batch
Step 00107500 L_out=0.769 Acc=0.94 ---91525.93 ms/batch
Step 00107550 L_out=0.466 Acc=0.96 ---128398.20 ms/batch
Step 00107600 L_out=0.526 Acc=0.94 ---167917.76 ms/batch
Step 00107650 L_out=0.682 Acc=0.96 ---207099.43 ms/batch
Step 00107700 L_out=0.426 Acc=0.95 ---244910.01 ms/batch
Step 00107750 L_out=0.684 Acc=0.95 ---284808.86 ms/batch
Step 00107800 L_out=0.439 Acc=0.98 ---322391.54 ms/batch
Step 00107850 L_out=0.520 Acc=0.96 ---362141.60 ms/batch
Step 00107900 L_out=0.352 Acc=0.97 ---399996.41 ms/batch
Step 00107950 L_out=0.770 Acc=0.97 ---436112.02 ms/batch
Step 00108000 L_out=0.841 Acc=0.94 ---476872.38 ms/batch
Step 00108050 L_out=0.587 Acc=0.95 ---518405.33 ms/batch
Round 7 | epoch=11, train costTime=521.6615653038025, | total_activation_sum=74278261
Round 7 | epoch=12, current m_iou=0.8663406826544786
Round 7 | Best m_IoU is: 0.866, OA is: 0.957 | val costTime=104.44018077850342
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.902 Acc=0.94 ---38950.02 ms/batch
Step 00108150 L_out=0.523 Acc=0.96 ---78600.42 ms/batch
Step 00108200 L_out=0.459 Acc=0.94 ---116885.17 ms/batch
Step 00108250 L_out=0.760 Acc=0.94 ---149907.61 ms/batch
Step 00108300 L_out=0.774 Acc=0.95 ---182364.39 ms/batch
Step 00108350 L_out=0.595 Acc=0.96 ---214058.10 ms/batch
Step 00108400 L_out=0.450 Acc=0.92 ---246356.46 ms/batch
Step 00108450 L_out=0.649 Acc=0.97 ---278635.19 ms/batch
Step 00108500 L_out=0.490 Acc=0.95 ---311541.77 ms/batch
Step 00108550 L_out=0.443 Acc=0.96 ---343135.90 ms/batch
Step 00108600 L_out=1.063 Acc=0.90 ---377621.12 ms/batch
Step 00108650 L_out=1.256 Acc=0.91 ---411917.38 ms/batch
Step 00108700 L_out=0.937 Acc=0.94 ---451611.34 ms/batch
Round 7 | epoch=12, train costTime=468.33130145072937, | total_activation_sum=74214984
Round 7 | epoch=13, current m_iou=0.8690761664365817
Round 7 | Best m_IoU is: 0.869, OA is: 0.953 | val costTime=94.10952568054199
Round 7 | ****EPOCH 13****
Step 00108750 L_out=1.334 Acc=0.93 ---23164.57 ms/batch
Step 00108800 L_out=0.695 Acc=0.96 ---61731.87 ms/batch
Step 00108850 L_out=0.601 Acc=0.95 ---99732.53 ms/batch
Step 00108900 L_out=0.718 Acc=0.93 ---139167.10 ms/batch
Step 00108950 L_out=0.431 Acc=0.98 ---178887.73 ms/batch
Step 00109000 L_out=0.463 Acc=0.98 ---220289.87 ms/batch
Step 00109050 L_out=0.495 Acc=0.94 ---258992.32 ms/batch
Step 00109100 L_out=0.435 Acc=0.96 ---298906.82 ms/batch
Step 00109150 L_out=0.461 Acc=0.95 ---339892.97 ms/batch
Step 00109200 L_out=0.204 Acc=0.96 ---378497.27 ms/batch
Step 00109250 L_out=0.620 Acc=0.94 ---418747.38 ms/batch
Step 00109300 L_out=0.273 Acc=0.96 ---459372.61 ms/batch
Step 00109350 L_out=1.237 Acc=0.86 ---498659.37 ms/batch
Round 7 | epoch=13, train costTime=528.8098547458649, | total_activation_sum=74002926
Round 7 | epoch=14, current m_iou=0.8591391645668982
Round 7 | Best m_IoU is: 0.869, OA is: 0.953 | val costTime=99.23886322975159
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.908 Acc=0.93 --- 9920.71 ms/batch
Step 00109450 L_out=0.495 Acc=0.96 ---49877.15 ms/batch
Step 00109500 L_out=0.341 Acc=0.96 ---90460.93 ms/batch
Step 00109550 L_out=0.494 Acc=0.95 ---130319.38 ms/batch
Step 00109600 L_out=1.332 Acc=0.88 ---169888.85 ms/batch
Step 00109650 L_out=1.037 Acc=0.91 ---208309.28 ms/batch
Step 00109700 L_out=0.459 Acc=0.95 ---248290.94 ms/batch
Step 00109750 L_out=0.408 Acc=0.97 ---288846.50 ms/batch
Step 00109800 L_out=0.668 Acc=0.93 ---328916.89 ms/batch
Step 00109850 L_out=0.633 Acc=0.95 ---367212.88 ms/batch
Step 00109900 L_out=0.371 Acc=0.96 ---407346.42 ms/batch
Step 00109950 L_out=0.764 Acc=0.96 ---446380.92 ms/batch
Step 00110000 L_out=1.199 Acc=0.92 ---485259.50 ms/batch
Step 00110050 L_out=0.292 Acc=0.98 ---525160.71 ms/batch
Round 7 | epoch=14, train costTime=528.8544135093689, | total_activation_sum=74071120
Round 7 | epoch=15, current m_iou=0.8636084463252509
Round 7 | Best m_IoU is: 0.869, OA is: 0.953 | val costTime=98.58556699752808
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.818 Acc=0.92 ---36175.82 ms/batch
Step 00110150 L_out=0.991 Acc=0.96 ---73965.81 ms/batch
Step 00110200 L_out=1.063 Acc=0.91 ---113282.81 ms/batch
Step 00110250 L_out=0.341 Acc=0.96 ---153500.01 ms/batch
Step 00110300 L_out=0.646 Acc=0.92 ---193455.11 ms/batch
Step 00110350 L_out=0.357 Acc=0.96 ---233165.04 ms/batch
Step 00110400 L_out=0.541 Acc=0.95 ---273744.81 ms/batch
Step 00110450 L_out=0.708 Acc=0.94 ---311292.13 ms/batch
Step 00110500 L_out=0.667 Acc=0.92 ---350944.96 ms/batch
Step 00110550 L_out=0.401 Acc=0.97 ---390672.47 ms/batch
Step 00110600 L_out=0.589 Acc=0.96 ---428419.75 ms/batch
Step 00110650 L_out=0.541 Acc=0.95 ---468840.63 ms/batch
Step 00110700 L_out=1.132 Acc=0.94 ---508806.43 ms/batch
Round 7 | epoch=15, train costTime=526.0955238342285, | total_activation_sum=74283491
Round 7 | epoch=16, current m_iou=0.8794808551249099
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=98.28345155715942
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.418 Acc=0.96 ---22252.65 ms/batch
Step 00110800 L_out=0.593 Acc=0.94 ---62630.27 ms/batch
Step 00110850 L_out=0.978 Acc=0.92 ---103032.34 ms/batch
Step 00110900 L_out=0.531 Acc=0.96 ---142998.90 ms/batch
Step 00110950 L_out=0.214 Acc=0.97 ---180040.12 ms/batch
Step 00111000 L_out=0.462 Acc=0.96 ---219625.52 ms/batch
Step 00111050 L_out=0.406 Acc=0.94 ---259764.86 ms/batch
Step 00111100 L_out=0.573 Acc=0.97 ---298043.98 ms/batch
Step 00111150 L_out=0.548 Acc=0.95 ---336368.87 ms/batch
Step 00111200 L_out=0.387 Acc=0.98 ---372670.82 ms/batch
Step 00111250 L_out=0.604 Acc=0.94 ---412365.30 ms/batch
Step 00111300 L_out=0.776 Acc=0.96 ---452783.56 ms/batch
Step 00111350 L_out=0.389 Acc=0.97 ---492998.19 ms/batch
Round 7 | epoch=16, train costTime=523.179544210434, | total_activation_sum=74080858
Round 7 | epoch=17, current m_iou=0.8560852365777276
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=88.5791506767273
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.273 Acc=0.96 --- 7944.29 ms/batch
Step 00111450 L_out=1.017 Acc=0.94 ---45307.04 ms/batch
Step 00111500 L_out=0.339 Acc=0.99 ---82226.90 ms/batch
Step 00111550 L_out=0.331 Acc=0.97 ---116391.46 ms/batch
Step 00111600 L_out=0.726 Acc=0.91 ---148466.39 ms/batch
Step 00111650 L_out=0.385 Acc=0.98 ---180695.71 ms/batch
Step 00111700 L_out=0.455 Acc=0.96 ---213469.70 ms/batch
Step 00111750 L_out=0.563 Acc=0.95 ---245763.62 ms/batch
Step 00111800 L_out=0.439 Acc=0.96 ---278732.84 ms/batch
Step 00111850 L_out=0.476 Acc=0.97 ---310480.41 ms/batch
Step 00111900 L_out=1.471 Acc=0.95 ---342287.46 ms/batch
Step 00111950 L_out=0.383 Acc=0.97 ---374541.49 ms/batch
Step 00112000 L_out=0.473 Acc=0.95 ---409678.45 ms/batch
Step 00112050 L_out=0.658 Acc=0.93 ---448023.82 ms/batch
Round 7 | epoch=17, train costTime=453.1952486038208, | total_activation_sum=74160639
Round 7 | epoch=18, current m_iou=0.8613901650734517
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=94.1559705734253
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.534 Acc=0.95 ---34126.31 ms/batch
Step 00112150 L_out=0.778 Acc=0.95 ---72760.45 ms/batch
Step 00112200 L_out=0.485 Acc=0.96 ---109712.33 ms/batch
Step 00112250 L_out=0.237 Acc=0.97 ---147272.15 ms/batch
Step 00112300 L_out=0.594 Acc=0.97 ---185372.57 ms/batch
Step 00112350 L_out=0.538 Acc=0.96 ---223414.53 ms/batch
Step 00112400 L_out=1.151 Acc=0.89 ---261526.53 ms/batch
Step 00112450 L_out=0.856 Acc=0.97 ---299811.82 ms/batch
Step 00112500 L_out=0.325 Acc=0.94 ---338656.18 ms/batch
Step 00112550 L_out=0.441 Acc=0.93 ---376987.98 ms/batch
Step 00112600 L_out=1.142 Acc=0.91 ---415093.39 ms/batch
Step 00112650 L_out=0.466 Acc=0.96 ---452925.36 ms/batch
Step 00112700 L_out=0.818 Acc=0.96 ---493399.19 ms/batch
Round 7 | epoch=18, train costTime=511.05693340301514, | total_activation_sum=74245921
Round 7 | epoch=19, current m_iou=0.8761472102431567
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=100.98114776611328
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.915 Acc=0.92 ---21728.32 ms/batch
Step 00112800 L_out=0.671 Acc=0.92 ---59964.51 ms/batch
Step 00112850 L_out=0.334 Acc=0.98 ---99028.76 ms/batch
Step 00112900 L_out=0.587 Acc=0.94 ---136248.88 ms/batch
Step 00112950 L_out=1.123 Acc=0.88 ---174239.49 ms/batch
Step 00113000 L_out=0.870 Acc=0.88 ---210987.98 ms/batch
Step 00113050 L_out=0.495 Acc=0.95 ---248196.79 ms/batch
Step 00113100 L_out=0.678 Acc=0.95 ---286483.72 ms/batch
Step 00113150 L_out=0.555 Acc=0.95 ---324725.87 ms/batch
Step 00113200 L_out=0.275 Acc=0.96 ---362190.14 ms/batch
Step 00113250 L_out=0.658 Acc=0.97 ---400293.87 ms/batch
Step 00113300 L_out=0.656 Acc=0.95 ---438740.97 ms/batch
Step 00113350 L_out=0.304 Acc=0.95 ---476587.70 ms/batch
Round 7 | epoch=19, train costTime=506.2182059288025, | total_activation_sum=73828434
Round 7 | epoch=20, current m_iou=0.8697487433313751
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=93.61767649650574
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.605 Acc=0.96 --- 7721.93 ms/batch
Step 00113450 L_out=0.299 Acc=0.98 ---46051.40 ms/batch
Step 00113500 L_out=0.177 Acc=0.98 ---80989.05 ms/batch
Step 00113550 L_out=0.299 Acc=0.97 ---118608.48 ms/batch
Step 00113600 L_out=0.227 Acc=0.97 ---157140.28 ms/batch
Step 00113650 L_out=0.294 Acc=0.97 ---194574.14 ms/batch
Step 00113700 L_out=0.558 Acc=0.95 ---233227.94 ms/batch
Step 00113750 L_out=0.657 Acc=0.95 ---269869.25 ms/batch
Step 00113800 L_out=0.260 Acc=0.99 ---310315.98 ms/batch
Step 00113850 L_out=0.734 Acc=0.96 ---351114.30 ms/batch
Step 00113900 L_out=0.932 Acc=0.93 ---391921.49 ms/batch
Step 00113950 L_out=0.224 Acc=0.98 ---429642.37 ms/batch
Step 00114000 L_out=0.646 Acc=0.94 ---469031.04 ms/batch
Step 00114050 L_out=0.566 Acc=0.97 ---507219.11 ms/batch
Round 7 | epoch=20, train costTime=512.5029895305634, | total_activation_sum=74272616
Round 7 | epoch=21, current m_iou=0.873832752901388
Round 7 | Best m_IoU is: 0.879, OA is: 0.955 | val costTime=103.11266207695007
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.286 Acc=0.98 ---35466.86 ms/batch
Step 00114150 L_out=0.402 Acc=0.96 ---76210.80 ms/batch
Step 00114200 L_out=0.298 Acc=0.95 ---115203.21 ms/batch
Step 00114250 L_out=0.457 Acc=0.97 ---152029.48 ms/batch
Step 00114300 L_out=0.311 Acc=0.97 ---189486.36 ms/batch
Step 00114350 L_out=0.533 Acc=0.97 ---226921.58 ms/batch
Step 00114400 L_out=0.522 Acc=0.96 ---263163.13 ms/batch
Step 00114450 L_out=1.502 Acc=0.92 ---299322.63 ms/batch
Step 00114500 L_out=0.587 Acc=0.94 ---336874.86 ms/batch
Step 00114550 L_out=0.633 Acc=0.96 ---374811.27 ms/batch
Step 00114600 L_out=0.407 Acc=0.95 ---416374.79 ms/batch
Step 00114650 L_out=0.318 Acc=0.96 ---458699.50 ms/batch
Step 00114700 L_out=0.531 Acc=0.95 ---499078.34 ms/batch
Round 7 | epoch=21, train costTime=517.6638693809509, | total_activation_sum=74092936
Round 7 | epoch=22, current m_iou=0.8960726589240622
Round 7 | Best m_IoU is: 0.896, OA is: 0.970 | val costTime=94.22153973579407
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.330 Acc=0.97 ---20161.60 ms/batch
Step 00114800 L_out=0.736 Acc=0.92 ---56551.13 ms/batch
Step 00114850 L_out=0.691 Acc=0.94 ---95889.38 ms/batch
Step 00114900 L_out=0.652 Acc=0.93 ---131892.02 ms/batch
Step 00114950 L_out=0.485 Acc=0.97 ---163526.25 ms/batch
Step 00115000 L_out=0.361 Acc=0.97 ---196602.73 ms/batch
Step 00115050 L_out=0.298 Acc=0.96 ---228357.39 ms/batch
Step 00115100 L_out=0.645 Acc=0.94 ---259764.10 ms/batch
Step 00115150 L_out=0.219 Acc=0.98 ---292693.63 ms/batch
Step 00115200 L_out=0.504 Acc=0.96 ---324032.45 ms/batch
Step 00115250 L_out=0.149 Acc=0.98 ---357070.07 ms/batch
Step 00115300 L_out=0.395 Acc=0.94 ---390198.56 ms/batch
Step 00115350 L_out=0.637 Acc=0.89 ---423390.64 ms/batch
Round 7 | epoch=22, train costTime=450.79918670654297, | total_activation_sum=74132625
Round 7 | epoch=23, current m_iou=0.8861658217463844
Round 7 | Best m_IoU is: 0.896, OA is: 0.970 | val costTime=96.82410740852356
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.400 Acc=0.96 --- 7509.66 ms/batch
Step 00115450 L_out=0.687 Acc=0.96 ---47180.17 ms/batch
Step 00115500 L_out=0.294 Acc=0.99 ---84581.75 ms/batch
Step 00115550 L_out=0.648 Acc=0.96 ---122184.32 ms/batch
Step 00115600 L_out=0.451 Acc=0.97 ---160290.25 ms/batch
Step 00115650 L_out=0.481 Acc=0.93 ---197871.09 ms/batch
Step 00115700 L_out=0.535 Acc=0.97 ---236614.91 ms/batch
Step 00115750 L_out=0.450 Acc=0.97 ---276558.79 ms/batch
Step 00115800 L_out=0.273 Acc=0.98 ---316480.49 ms/batch
Step 00115850 L_out=0.320 Acc=0.97 ---355025.94 ms/batch
Step 00115900 L_out=0.518 Acc=0.94 ---394003.45 ms/batch
Step 00115950 L_out=1.038 Acc=0.95 ---430394.04 ms/batch
Step 00116000 L_out=0.491 Acc=0.95 ---467966.06 ms/batch
Step 00116050 L_out=0.588 Acc=0.93 ---508046.17 ms/batch
Round 7 | epoch=23, train costTime=514.7428777217865, | total_activation_sum=74219986
Round 7 | epoch=24, current m_iou=0.9070288016141463
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=96.55330657958984
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.526 Acc=0.92 ---32864.09 ms/batch
Step 00116150 L_out=0.329 Acc=0.97 ---70569.98 ms/batch
Step 00116200 L_out=0.248 Acc=0.97 ---107315.70 ms/batch
Step 00116250 L_out=0.493 Acc=0.97 ---143792.90 ms/batch
Step 00116300 L_out=0.212 Acc=0.99 ---180801.67 ms/batch
Step 00116350 L_out=0.434 Acc=0.98 ---216510.74 ms/batch
Step 00116400 L_out=0.419 Acc=0.98 ---252805.67 ms/batch
Step 00116450 L_out=0.391 Acc=0.98 ---289915.88 ms/batch
Step 00116500 L_out=14.116 Acc=0.97 ---328153.79 ms/batch
Step 00116550 L_out=0.291 Acc=0.95 ---365946.93 ms/batch
Step 00116600 L_out=0.298 Acc=0.96 ---403832.15 ms/batch
Step 00116650 L_out=0.512 Acc=0.97 ---444005.36 ms/batch
Step 00116700 L_out=0.589 Acc=0.95 ---481458.17 ms/batch
Round 7 | epoch=24, train costTime=501.03567576408386, | total_activation_sum=74027931
Round 7 | epoch=25, current m_iou=0.9049790807070431
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=93.48308539390564
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.427 Acc=0.97 ---19095.02 ms/batch
Step 00116800 L_out=0.408 Acc=0.96 ---56696.70 ms/batch
Step 00116850 L_out=0.716 Acc=0.96 ---94419.27 ms/batch
Step 00116900 L_out=0.441 Acc=0.96 ---130944.67 ms/batch
Step 00116950 L_out=0.443 Acc=0.97 ---167750.32 ms/batch
Step 00117000 L_out=0.490 Acc=0.96 ---205457.43 ms/batch
Step 00117050 L_out=0.318 Acc=0.92 ---242862.19 ms/batch
Step 00117100 L_out=0.512 Acc=0.96 ---281106.28 ms/batch
Step 00117150 L_out=0.234 Acc=0.97 ---321804.45 ms/batch
Step 00117200 L_out=0.991 Acc=0.92 ---360553.09 ms/batch
Step 00117250 L_out=0.409 Acc=0.98 ---400119.12 ms/batch
Step 00117300 L_out=0.496 Acc=0.97 ---436866.17 ms/batch
Step 00117350 L_out=0.517 Acc=0.97 ---474523.84 ms/batch
Round 7 | epoch=25, train costTime=508.0440454483032, | total_activation_sum=74204185
Round 7 | epoch=26, current m_iou=0.8989870051690121
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=103.75206756591797
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.537 Acc=0.95 --- 6489.78 ms/batch
Step 00117450 L_out=0.339 Acc=0.94 ---45788.59 ms/batch
Step 00117500 L_out=0.397 Acc=0.97 ---83753.10 ms/batch
Step 00117550 L_out=0.332 Acc=0.96 ---124120.44 ms/batch
Step 00117600 L_out=0.357 Acc=0.97 ---165021.14 ms/batch
Step 00117650 L_out=0.842 Acc=0.95 ---207351.38 ms/batch
Step 00117700 L_out=0.488 Acc=0.96 ---246250.15 ms/batch
Step 00117750 L_out=0.422 Acc=0.93 ---285649.55 ms/batch
Step 00117800 L_out=0.435 Acc=0.97 ---325818.22 ms/batch
Step 00117850 L_out=0.509 Acc=0.95 ---365039.85 ms/batch
Step 00117900 L_out=0.453 Acc=0.98 ---403079.42 ms/batch
Step 00117950 L_out=0.754 Acc=0.90 ---442980.52 ms/batch
Step 00118000 L_out=0.438 Acc=0.95 ---482180.65 ms/batch
Step 00118050 L_out=0.578 Acc=0.94 ---520098.75 ms/batch
Round 7 | epoch=26, train costTime=527.1007347106934, | total_activation_sum=74150996
Round 7 | epoch=27, current m_iou=0.8828859780045701
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=92.46260857582092
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.503 Acc=0.96 ---32714.43 ms/batch
Step 00118150 L_out=0.668 Acc=0.95 ---72922.70 ms/batch
Step 00118200 L_out=0.607 Acc=0.93 ---114104.06 ms/batch
Step 00118250 L_out=0.856 Acc=0.96 ---154796.53 ms/batch
Step 00118300 L_out=0.410 Acc=0.96 ---193678.02 ms/batch
Step 00118350 L_out=0.674 Acc=0.93 ---229797.99 ms/batch
Step 00118400 L_out=0.397 Acc=0.97 ---264203.50 ms/batch
Step 00118450 L_out=0.255 Acc=0.96 ---298981.07 ms/batch
Step 00118500 L_out=0.711 Acc=0.95 ---332000.92 ms/batch
Step 00118550 L_out=1.255 Acc=0.92 ---366775.00 ms/batch
Step 00118600 L_out=0.480 Acc=0.94 ---401615.75 ms/batch
Step 00118650 L_out=0.825 Acc=0.95 ---434929.71 ms/batch
Step 00118700 L_out=0.484 Acc=0.95 ---468891.57 ms/batch
Round 7 | epoch=27, train costTime=486.01490473747253, | total_activation_sum=74213093
Round 7 | epoch=28, current m_iou=0.8841449331529883
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=93.13620042800903
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.258 Acc=0.97 ---18427.24 ms/batch
Step 00118800 L_out=0.448 Acc=0.95 ---58100.54 ms/batch
Step 00118850 L_out=0.708 Acc=0.96 ---98036.56 ms/batch
Step 00118900 L_out=0.190 Acc=0.98 ---136337.92 ms/batch
Step 00118950 L_out=0.313 Acc=0.97 ---176318.91 ms/batch
Step 00119000 L_out=0.564 Acc=0.96 ---216241.31 ms/batch
Step 00119050 L_out=0.378 Acc=0.95 ---255776.89 ms/batch
Step 00119100 L_out=0.837 Acc=0.94 ---294842.21 ms/batch
Step 00119150 L_out=0.514 Acc=0.96 ---334040.70 ms/batch
Step 00119200 L_out=0.365 Acc=0.97 ---371942.55 ms/batch
Step 00119250 L_out=0.491 Acc=0.96 ---411495.00 ms/batch
Step 00119300 L_out=0.312 Acc=0.97 ---449648.35 ms/batch
Step 00119350 L_out=0.253 Acc=0.97 ---489342.77 ms/batch
Round 7 | epoch=28, train costTime=522.5324175357819, | total_activation_sum=74203420
Round 7 | epoch=29, current m_iou=0.8817887887658832
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=94.85001373291016
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.354 Acc=0.98 --- 4354.23 ms/batch
Step 00119450 L_out=0.470 Acc=0.91 ---44244.26 ms/batch
Step 00119500 L_out=0.184 Acc=0.97 ---82033.41 ms/batch
Step 00119550 L_out=0.275 Acc=0.98 ---121701.66 ms/batch
Step 00119600 L_out=0.832 Acc=0.95 ---160624.27 ms/batch
Step 00119650 L_out=0.484 Acc=0.96 ---200271.68 ms/batch
Step 00119700 L_out=1.110 Acc=0.89 ---238910.76 ms/batch
Step 00119750 L_out=0.274 Acc=0.92 ---276689.82 ms/batch
Step 00119800 L_out=0.582 Acc=0.95 ---315156.76 ms/batch
Step 00119850 L_out=0.668 Acc=0.97 ---354522.04 ms/batch
Step 00119900 L_out=0.648 Acc=0.93 ---393720.59 ms/batch
Step 00119950 L_out=0.558 Acc=0.97 ---433752.32 ms/batch
Step 00120000 L_out=0.228 Acc=0.97 ---473939.19 ms/batch
Step 00120050 L_out=0.526 Acc=0.94 ---512935.09 ms/batch
Round 7 | epoch=29, train costTime=520.6737759113312, | total_activation_sum=73914288
Round 7 | epoch=30, current m_iou=0.882397028923966
Round 7 | Best m_IoU is: 0.907, OA is: 0.973 | val costTime=97.19766354560852
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=2.363 Acc=0.77 ---30493.56 ms/batch
Step 00120150 L_out=1.902 Acc=0.79 ---70402.05 ms/batch
Step 00120200 L_out=0.893 Acc=0.94 ---109982.23 ms/batch
Step 00120250 L_out=1.161 Acc=0.87 ---149510.09 ms/batch
Step 00120300 L_out=1.726 Acc=0.83 ---188309.14 ms/batch
Step 00120350 L_out=0.482 Acc=0.96 ---223114.64 ms/batch
Step 00120400 L_out=2.135 Acc=0.90 ---257741.49 ms/batch
Step 00120450 L_out=1.974 Acc=0.87 ---291805.99 ms/batch
Step 00120500 L_out=1.159 Acc=0.94 ---325735.76 ms/batch
Step 00120550 L_out=1.023 Acc=0.94 ---358864.87 ms/batch
Step 00120600 L_out=0.763 Acc=0.94 ---393392.89 ms/batch
Step 00120650 L_out=1.361 Acc=0.93 ---425872.70 ms/batch
Step 00120700 L_out=1.641 Acc=0.88 ---459788.88 ms/batch
Round 8 | epoch=0, train costTime=478.0686330795288, | total_activation_sum=77330240
Round 8 | epoch=1, current m_iou=0.8061450708972204
Round 8 | Best m_IoU is: 0.806, OA is: 0.927 | val costTime=97.38504648208618
Round 8 | ****EPOCH 1****
Step 00120750 L_out=1.397 Acc=0.90 ---18092.69 ms/batch
Step 00120800 L_out=0.687 Acc=0.95 ---57803.79 ms/batch
Step 00120850 L_out=0.535 Acc=0.97 ---96335.79 ms/batch
Step 00120900 L_out=0.632 Acc=0.95 ---136732.44 ms/batch
Step 00120950 L_out=0.914 Acc=0.96 ---175862.66 ms/batch
Step 00121000 L_out=0.807 Acc=0.97 ---214244.84 ms/batch
Step 00121050 L_out=0.868 Acc=0.92 ---252991.59 ms/batch
Step 00121100 L_out=0.898 Acc=0.93 ---291189.75 ms/batch
Step 00121150 L_out=0.431 Acc=0.98 ---330754.99 ms/batch
Step 00121200 L_out=0.905 Acc=0.92 ---369883.87 ms/batch
Step 00121250 L_out=0.650 Acc=0.95 ---410182.42 ms/batch
Step 00121300 L_out=0.966 Acc=0.94 ---449557.30 ms/batch
Step 00121350 L_out=0.746 Acc=0.93 ---489521.95 ms/batch
Round 8 | epoch=1, train costTime=524.8188784122467, | total_activation_sum=78213018
Round 8 | epoch=2, current m_iou=0.7394540188279066
Round 8 | Best m_IoU is: 0.806, OA is: 0.927 | val costTime=90.87389469146729
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.977 Acc=0.90 --- 4245.43 ms/batch
Step 00121450 L_out=1.156 Acc=0.93 ---42641.91 ms/batch
Step 00121500 L_out=0.840 Acc=0.93 ---80199.76 ms/batch
Step 00121550 L_out=1.106 Acc=0.93 ---119392.64 ms/batch
Step 00121600 L_out=9.663 Acc=0.89 ---158244.53 ms/batch
Step 00121650 L_out=1.209 Acc=0.89 ---197536.26 ms/batch
Step 00121700 L_out=0.783 Acc=0.93 ---237098.07 ms/batch
Step 00121750 L_out=1.226 Acc=0.92 ---274801.04 ms/batch
Step 00121800 L_out=1.045 Acc=0.93 ---313567.17 ms/batch
Step 00121850 L_out=1.315 Acc=0.85 ---352046.66 ms/batch
Step 00121900 L_out=0.351 Acc=0.95 ---390649.08 ms/batch
Step 00121950 L_out=0.927 Acc=0.95 ---431013.12 ms/batch
Step 00122000 L_out=0.411 Acc=0.96 ---469257.46 ms/batch
Step 00122050 L_out=1.258 Acc=0.89 ---507524.36 ms/batch
Round 8 | epoch=2, train costTime=516.3542885780334, | total_activation_sum=77857128
Round 8 | epoch=3, current m_iou=0.8214747128105198
Round 8 | Best m_IoU is: 0.821, OA is: 0.942 | val costTime=92.40564036369324
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.512 Acc=0.97 ---28922.79 ms/batch
Step 00122150 L_out=0.758 Acc=0.87 ---67329.27 ms/batch
Step 00122200 L_out=0.377 Acc=0.95 ---105821.05 ms/batch
Step 00122250 L_out=0.434 Acc=0.97 ---146730.44 ms/batch
Step 00122300 L_out=2.687 Acc=0.75 ---185854.85 ms/batch
Step 00122350 L_out=1.013 Acc=0.95 ---225955.43 ms/batch
Step 00122400 L_out=0.769 Acc=0.96 ---263489.17 ms/batch
Step 00122450 L_out=0.901 Acc=0.95 ---304133.99 ms/batch
Step 00122500 L_out=0.566 Acc=0.98 ---345087.05 ms/batch
Step 00122550 L_out=0.808 Acc=0.91 ---384800.58 ms/batch
Step 00122600 L_out=0.771 Acc=0.92 ---424665.02 ms/batch
Step 00122650 L_out=0.693 Acc=0.96 ---463641.55 ms/batch
Step 00122700 L_out=0.425 Acc=0.97 ---503199.53 ms/batch
Round 8 | epoch=3, train costTime=525.9510402679443, | total_activation_sum=78286531
Round 8 | epoch=4, current m_iou=0.8649126315994964
Round 8 | Best m_IoU is: 0.865, OA is: 0.953 | val costTime=97.36854219436646
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.565 Acc=0.94 ---17121.04 ms/batch
Step 00122800 L_out=0.458 Acc=0.94 ---58162.02 ms/batch
Step 00122850 L_out=1.423 Acc=0.95 ---97653.71 ms/batch
Step 00122900 L_out=0.321 Acc=0.95 ---134599.16 ms/batch
Step 00122950 L_out=0.954 Acc=0.96 ---175382.17 ms/batch
Step 00123000 L_out=0.426 Acc=0.96 ---214088.45 ms/batch
Step 00123050 L_out=0.578 Acc=0.97 ---256147.10 ms/batch
Step 00123100 L_out=0.533 Acc=0.95 ---295219.53 ms/batch
Step 00123150 L_out=0.604 Acc=0.93 ---333188.72 ms/batch
Step 00123200 L_out=0.365 Acc=0.97 ---371424.65 ms/batch
Step 00123250 L_out=0.689 Acc=0.97 ---409750.37 ms/batch
Step 00123300 L_out=0.638 Acc=0.96 ---447524.82 ms/batch
Step 00123350 L_out=0.481 Acc=0.96 ---485420.53 ms/batch
Round 8 | epoch=4, train costTime=519.3754982948303, | total_activation_sum=77966465
Round 8 | epoch=5, current m_iou=0.8492214586001989
Round 8 | Best m_IoU is: 0.865, OA is: 0.953 | val costTime=97.08584976196289
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.367 Acc=0.98 --- 4085.23 ms/batch
Step 00123450 L_out=0.388 Acc=0.93 ---45208.38 ms/batch
Step 00123500 L_out=0.613 Acc=0.94 ---86119.31 ms/batch
Step 00123550 L_out=0.542 Acc=0.96 ---125027.33 ms/batch
Step 00123600 L_out=0.616 Acc=0.96 ---165034.32 ms/batch
Step 00123650 L_out=0.624 Acc=0.94 ---198895.74 ms/batch
Step 00123700 L_out=0.994 Acc=0.87 ---233003.25 ms/batch
Step 00123750 L_out=0.503 Acc=0.98 ---266556.15 ms/batch
Step 00123800 L_out=0.553 Acc=0.93 ---300679.12 ms/batch
Step 00123850 L_out=0.282 Acc=0.98 ---333811.70 ms/batch
Step 00123900 L_out=1.515 Acc=0.96 ---366725.77 ms/batch
Step 00123950 L_out=1.099 Acc=0.91 ---399366.88 ms/batch
Step 00124000 L_out=0.364 Acc=0.96 ---432502.36 ms/batch
Step 00124050 L_out=0.589 Acc=0.92 ---464326.70 ms/batch
Round 8 | epoch=5, train costTime=471.972145318985, | total_activation_sum=77822073
Round 8 | epoch=6, current m_iou=0.7623726367702184
Round 8 | Best m_IoU is: 0.865, OA is: 0.953 | val costTime=88.4246277809143
Round 8 | ****EPOCH 6****
Step 00124100 L_out=1.364 Acc=0.91 ---31338.90 ms/batch
Step 00124150 L_out=0.660 Acc=0.98 ---70824.81 ms/batch
Step 00124200 L_out=1.143 Acc=0.93 ---111341.98 ms/batch
Step 00124250 L_out=0.486 Acc=0.96 ---150624.70 ms/batch
Step 00124300 L_out=0.586 Acc=0.95 ---189065.52 ms/batch
Step 00124350 L_out=0.842 Acc=0.91 ---227752.83 ms/batch
Step 00124400 L_out=0.574 Acc=0.98 ---266788.53 ms/batch
Step 00124450 L_out=0.791 Acc=0.92 ---306199.07 ms/batch
Step 00124500 L_out=1.649 Acc=0.77 ---346592.63 ms/batch
Step 00124550 L_out=0.992 Acc=0.92 ---384574.06 ms/batch
Step 00124600 L_out=0.769 Acc=0.97 ---423522.11 ms/batch
Step 00124650 L_out=0.947 Acc=0.92 ---463338.64 ms/batch
Step 00124700 L_out=0.731 Acc=0.93 ---504995.53 ms/batch
Round 8 | epoch=6, train costTime=528.6241872310638, | total_activation_sum=77819665
Round 8 | epoch=7, current m_iou=0.8505254147457129
Round 8 | Best m_IoU is: 0.865, OA is: 0.953 | val costTime=94.23935317993164
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.564 Acc=0.95 ---17807.64 ms/batch
Step 00124800 L_out=0.702 Acc=0.98 ---58796.97 ms/batch
Step 00124850 L_out=0.575 Acc=0.91 ---97592.02 ms/batch
Step 00124900 L_out=0.875 Acc=0.96 ---137378.49 ms/batch
Step 00124950 L_out=0.867 Acc=0.93 ---177375.51 ms/batch
Step 00125000 L_out=0.855 Acc=0.96 ---217245.18 ms/batch
Step 00125050 L_out=1.028 Acc=0.95 ---256287.24 ms/batch
Step 00125100 L_out=0.541 Acc=0.96 ---297524.00 ms/batch
Step 00125150 L_out=0.524 Acc=0.96 ---339655.75 ms/batch
Step 00125200 L_out=0.275 Acc=0.95 ---381922.09 ms/batch
Step 00125250 L_out=1.080 Acc=0.92 ---421295.24 ms/batch
Step 00125300 L_out=1.261 Acc=0.90 ---459961.04 ms/batch
Step 00125350 L_out=0.806 Acc=0.90 ---498704.29 ms/batch
Round 8 | epoch=7, train costTime=534.4738700389862, | total_activation_sum=77931677
Round 8 | epoch=8, current m_iou=0.8649248703888532
Round 8 | Best m_IoU is: 0.865, OA is: 0.958 | val costTime=101.0960750579834
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.263 Acc=0.98 --- 3600.98 ms/batch
Step 00125450 L_out=0.191 Acc=0.99 ---42000.26 ms/batch
Step 00125500 L_out=2.467 Acc=0.94 ---82274.38 ms/batch
Step 00125550 L_out=0.302 Acc=0.99 ---122927.11 ms/batch
Step 00125600 L_out=0.816 Acc=0.95 ---164671.10 ms/batch
Step 00125650 L_out=0.364 Acc=0.97 ---204664.07 ms/batch
Step 00125700 L_out=0.339 Acc=0.96 ---242044.13 ms/batch
Step 00125750 L_out=0.787 Acc=0.92 ---282271.60 ms/batch
Step 00125800 L_out=0.773 Acc=0.91 ---323421.55 ms/batch
Step 00125850 L_out=0.829 Acc=0.91 ---363397.65 ms/batch
Step 00125900 L_out=0.625 Acc=0.96 ---402790.50 ms/batch
Step 00125950 L_out=0.490 Acc=0.96 ---441761.12 ms/batch
Step 00126000 L_out=0.911 Acc=0.94 ---482018.54 ms/batch
Step 00126050 L_out=0.751 Acc=0.94 ---521497.23 ms/batch
Round 8 | epoch=8, train costTime=531.7429566383362, | total_activation_sum=78298485
Round 8 | epoch=9, current m_iou=0.8639291944405951
Round 8 | Best m_IoU is: 0.865, OA is: 0.958 | val costTime=93.32305026054382
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.961 Acc=0.95 ---29505.64 ms/batch
Step 00126150 L_out=0.646 Acc=0.95 ---69484.76 ms/batch
Step 00126200 L_out=0.749 Acc=0.96 ---108436.35 ms/batch
Step 00126250 L_out=0.486 Acc=0.98 ---146078.23 ms/batch
Step 00126300 L_out=0.242 Acc=0.96 ---186364.99 ms/batch
Step 00126350 L_out=0.326 Acc=0.98 ---224719.34 ms/batch
Step 00126400 L_out=0.737 Acc=0.95 ---264457.13 ms/batch
Step 00126450 L_out=0.655 Acc=0.96 ---305215.76 ms/batch
Step 00126500 L_out=0.800 Acc=0.93 ---345503.78 ms/batch
Step 00126550 L_out=0.392 Acc=0.98 ---385788.87 ms/batch
Step 00126600 L_out=0.732 Acc=0.93 ---424364.83 ms/batch
Step 00126650 L_out=0.501 Acc=0.97 ---464503.86 ms/batch
Step 00126700 L_out=1.320 Acc=0.92 ---505039.35 ms/batch
Round 8 | epoch=9, train costTime=528.1866416931152, | total_activation_sum=77887522
Round 8 | epoch=10, current m_iou=0.8738536628233131
Round 8 | Best m_IoU is: 0.874, OA is: 0.962 | val costTime=95.15649580955505
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.653 Acc=0.91 ---15339.58 ms/batch
Step 00126800 L_out=0.320 Acc=0.96 ---56969.35 ms/batch
Step 00126850 L_out=0.758 Acc=0.97 ---97528.38 ms/batch
Step 00126900 L_out=0.544 Acc=0.96 ---136202.08 ms/batch
Step 00126950 L_out=0.855 Acc=0.92 ---170977.92 ms/batch
Step 00127000 L_out=0.521 Acc=0.97 ---204240.53 ms/batch
Step 00127050 L_out=0.224 Acc=0.97 ---238055.92 ms/batch
Step 00127100 L_out=1.898 Acc=0.76 ---271185.57 ms/batch
Step 00127150 L_out=0.440 Acc=0.98 ---304992.12 ms/batch
Step 00127200 L_out=0.489 Acc=0.96 ---339618.63 ms/batch
Step 00127250 L_out=1.247 Acc=0.90 ---373211.73 ms/batch
Step 00127300 L_out=0.958 Acc=0.91 ---407197.29 ms/batch
Step 00127350 L_out=0.424 Acc=0.96 ---444248.73 ms/batch
Round 8 | epoch=10, train costTime=481.0801331996918, | total_activation_sum=77993931
Round 8 | epoch=11, current m_iou=0.8700900317269693
Round 8 | Best m_IoU is: 0.874, OA is: 0.962 | val costTime=93.97915244102478
Round 8 | ****EPOCH 11****
Step 00127400 L_out=1.006 Acc=0.86 --- 2215.16 ms/batch
Step 00127450 L_out=0.543 Acc=0.92 ---43458.11 ms/batch
Step 00127500 L_out=0.884 Acc=0.88 ---81802.25 ms/batch
Step 00127550 L_out=0.628 Acc=0.95 ---121141.85 ms/batch
Step 00127600 L_out=0.473 Acc=0.96 ---160958.84 ms/batch
Step 00127650 L_out=0.940 Acc=0.92 ---201979.21 ms/batch
Step 00127700 L_out=0.464 Acc=0.95 ---243339.07 ms/batch
Step 00127750 L_out=0.484 Acc=0.97 ---282859.09 ms/batch
Step 00127800 L_out=0.461 Acc=0.96 ---323688.20 ms/batch
Step 00127850 L_out=0.595 Acc=0.97 ---363979.33 ms/batch
Step 00127900 L_out=0.480 Acc=0.96 ---405657.55 ms/batch
Step 00127950 L_out=1.051 Acc=0.89 ---445734.33 ms/batch
Step 00128000 L_out=0.993 Acc=0.94 ---486066.10 ms/batch
Step 00128050 L_out=0.684 Acc=0.96 ---527260.31 ms/batch
Round 8 | epoch=11, train costTime=538.2546429634094, | total_activation_sum=77938218
Round 8 | epoch=12, current m_iou=0.8946335026322196
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=97.36876320838928
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.502 Acc=0.96 ---29968.19 ms/batch
Step 00128150 L_out=0.849 Acc=0.95 ---70650.49 ms/batch
Step 00128200 L_out=0.837 Acc=0.91 ---109686.02 ms/batch
Step 00128250 L_out=0.612 Acc=0.96 ---148625.97 ms/batch
Step 00128300 L_out=0.560 Acc=0.92 ---187311.71 ms/batch
Step 00128350 L_out=0.711 Acc=0.95 ---228165.61 ms/batch
Step 00128400 L_out=0.376 Acc=0.98 ---268746.95 ms/batch
Step 00128450 L_out=0.684 Acc=0.96 ---308688.19 ms/batch
Step 00128500 L_out=0.829 Acc=0.94 ---349263.84 ms/batch
Step 00128550 L_out=0.812 Acc=0.96 ---388125.97 ms/batch
Step 00128600 L_out=0.281 Acc=0.97 ---428609.38 ms/batch
Step 00128650 L_out=0.537 Acc=0.93 ---468778.68 ms/batch
Step 00128700 L_out=0.796 Acc=0.96 ---509366.59 ms/batch
Round 8 | epoch=12, train costTime=534.0809133052826, | total_activation_sum=77656804
Round 8 | epoch=13, current m_iou=0.8892733421065514
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=94.61947751045227
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.586 Acc=0.96 ---15648.94 ms/batch
Step 00128800 L_out=0.521 Acc=0.97 ---56067.04 ms/batch
Step 00128850 L_out=0.556 Acc=0.96 ---95613.95 ms/batch
Step 00128900 L_out=0.707 Acc=0.96 ---134967.67 ms/batch
Step 00128950 L_out=0.652 Acc=0.96 ---174748.74 ms/batch
Step 00129000 L_out=0.692 Acc=0.95 ---215678.89 ms/batch
Step 00129050 L_out=0.351 Acc=0.94 ---249034.93 ms/batch
Step 00129100 L_out=0.693 Acc=0.95 ---283131.02 ms/batch
Step 00129150 L_out=0.650 Acc=0.96 ---322418.58 ms/batch
Step 00129200 L_out=0.631 Acc=0.96 ---360581.51 ms/batch
Step 00129250 L_out=0.476 Acc=0.92 ---398949.32 ms/batch
Step 00129300 L_out=0.403 Acc=0.97 ---436256.89 ms/batch
Step 00129350 L_out=0.224 Acc=0.97 ---473623.63 ms/batch
Round 8 | epoch=13, train costTime=511.68267726898193, | total_activation_sum=78081839
Round 8 | epoch=14, current m_iou=0.8747871310558947
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=90.86824488639832
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.546 Acc=0.95 --- 1442.98 ms/batch
Step 00129450 L_out=0.500 Acc=0.97 ---39664.91 ms/batch
Step 00129500 L_out=0.356 Acc=0.98 ---77596.77 ms/batch
Step 00129550 L_out=0.930 Acc=0.95 ---116194.29 ms/batch
Step 00129600 L_out=0.577 Acc=0.98 ---154518.54 ms/batch
Step 00129650 L_out=0.698 Acc=0.96 ---194380.15 ms/batch
Step 00129700 L_out=0.703 Acc=0.97 ---232357.31 ms/batch
Step 00129750 L_out=0.487 Acc=0.96 ---270454.03 ms/batch
Step 00129800 L_out=0.814 Acc=0.95 ---308086.78 ms/batch
Step 00129850 L_out=0.645 Acc=0.95 ---346922.06 ms/batch
Step 00129900 L_out=0.474 Acc=0.92 ---385916.49 ms/batch
Step 00129950 L_out=0.517 Acc=0.95 ---419427.36 ms/batch
Step 00130000 L_out=0.586 Acc=0.95 ---452346.84 ms/batch
Step 00130050 L_out=0.576 Acc=0.97 ---489439.67 ms/batch
Round 8 | epoch=14, train costTime=500.6718683242798, | total_activation_sum=78026634
Round 8 | epoch=15, current m_iou=0.8431761986192196
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=91.25217795372009
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.661 Acc=0.96 ---28100.08 ms/batch
Step 00130150 L_out=0.838 Acc=0.95 ---66180.07 ms/batch
Step 00130200 L_out=0.486 Acc=0.95 ---98471.41 ms/batch
Step 00130250 L_out=0.596 Acc=0.97 ---129862.41 ms/batch
Step 00130300 L_out=0.632 Acc=0.93 ---166995.35 ms/batch
Step 00130350 L_out=0.567 Acc=0.97 ---204358.18 ms/batch
Step 00130400 L_out=0.249 Acc=0.96 ---240907.70 ms/batch
Step 00130450 L_out=0.212 Acc=0.97 ---280064.95 ms/batch
Step 00130500 L_out=0.428 Acc=0.96 ---318011.66 ms/batch
Step 00130550 L_out=0.444 Acc=0.95 ---355704.71 ms/batch
Step 00130600 L_out=0.394 Acc=0.98 ---394065.42 ms/batch
Step 00130650 L_out=0.693 Acc=0.92 ---431994.83 ms/batch
Step 00130700 L_out=0.693 Acc=0.95 ---469399.00 ms/batch
Round 8 | epoch=15, train costTime=493.0668580532074, | total_activation_sum=77987808
Round 8 | epoch=16, current m_iou=0.8556584570137549
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=102.25398230552673
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.701 Acc=0.93 ---12957.53 ms/batch
Step 00130800 L_out=0.554 Acc=0.95 ---52459.67 ms/batch
Step 00130850 L_out=0.375 Acc=0.96 ---89882.61 ms/batch
Step 00130900 L_out=0.730 Acc=0.94 ---127870.16 ms/batch
Step 00130950 L_out=0.296 Acc=0.98 ---164738.50 ms/batch
Step 00131000 L_out=0.492 Acc=0.96 ---201652.93 ms/batch
Step 00131050 L_out=1.014 Acc=0.91 ---238264.89 ms/batch
Step 00131100 L_out=0.771 Acc=0.94 ---275548.82 ms/batch
Step 00131150 L_out=1.097 Acc=0.95 ---313748.99 ms/batch
Step 00131200 L_out=0.235 Acc=0.98 ---350341.24 ms/batch
Step 00131250 L_out=0.649 Acc=0.93 ---386412.98 ms/batch
Step 00131300 L_out=0.615 Acc=0.97 ---422552.53 ms/batch
Step 00131350 L_out=0.438 Acc=0.96 ---459588.46 ms/batch
Round 8 | epoch=16, train costTime=495.92138838768005, | total_activation_sum=78003954
Round 8 | epoch=17, current m_iou=0.8744861166010294
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=101.32100057601929
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.457 Acc=0.94 ---  739.26 ms/batch
Step 00131450 L_out=0.417 Acc=0.97 ---36385.98 ms/batch
Step 00131500 L_out=0.696 Acc=0.91 ---73080.02 ms/batch
Step 00131550 L_out=0.333 Acc=0.98 ---109481.82 ms/batch
Step 00131600 L_out=0.759 Acc=0.94 ---145623.13 ms/batch
Step 00131650 L_out=0.840 Acc=0.91 ---183138.12 ms/batch
Step 00131700 L_out=0.303 Acc=0.97 ---219444.92 ms/batch
Step 00131750 L_out=0.773 Acc=0.97 ---254243.49 ms/batch
Step 00131800 L_out=0.507 Acc=0.97 ---289926.86 ms/batch
Step 00131850 L_out=0.452 Acc=0.97 ---326554.14 ms/batch
Step 00131900 L_out=0.335 Acc=0.96 ---363695.00 ms/batch
Step 00131950 L_out=0.337 Acc=0.95 ---400110.02 ms/batch
Step 00132000 L_out=0.589 Acc=0.96 ---436197.16 ms/batch
Step 00132050 L_out=0.584 Acc=0.93 ---472765.72 ms/batch
Round 8 | epoch=17, train costTime=484.3498978614807, | total_activation_sum=77806994
Round 8 | epoch=18, current m_iou=0.8786654502876534
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=113.3206512928009
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.466 Acc=0.96 ---25627.33 ms/batch
Step 00132150 L_out=0.430 Acc=0.98 ---59795.97 ms/batch
Step 00132200 L_out=0.496 Acc=0.96 ---96793.17 ms/batch
Step 00132250 L_out=0.649 Acc=0.96 ---133085.87 ms/batch
Step 00132300 L_out=0.449 Acc=0.93 ---166357.36 ms/batch
Step 00132350 L_out=0.537 Acc=0.96 ---200302.30 ms/batch
Step 00132400 L_out=0.538 Acc=0.95 ---232716.56 ms/batch
Step 00132450 L_out=0.448 Acc=0.97 ---266681.82 ms/batch
Step 00132500 L_out=0.566 Acc=0.97 ---300433.49 ms/batch
Step 00132550 L_out=0.407 Acc=0.96 ---333864.38 ms/batch
Step 00132600 L_out=0.369 Acc=0.94 ---367358.42 ms/batch
Step 00132650 L_out=0.345 Acc=0.94 ---400005.50 ms/batch
Step 00132700 L_out=0.308 Acc=0.98 ---433019.77 ms/batch
Round 8 | epoch=18, train costTime=455.7647936344147, | total_activation_sum=77882170
Round 8 | epoch=19, current m_iou=0.8735700494832679
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=95.50779819488525
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.536 Acc=0.95 ---12838.97 ms/batch
Step 00132800 L_out=0.550 Acc=0.97 ---50459.94 ms/batch
Step 00132850 L_out=0.401 Acc=0.97 ---87280.03 ms/batch
Step 00132900 L_out=0.428 Acc=0.96 ---126128.57 ms/batch
Step 00132950 L_out=0.286 Acc=0.98 ---164785.87 ms/batch
Step 00133000 L_out=0.787 Acc=0.94 ---202488.39 ms/batch
Step 00133050 L_out=0.331 Acc=0.98 ---240219.91 ms/batch
Step 00133100 L_out=0.299 Acc=0.96 ---279313.43 ms/batch
Step 00133150 L_out=0.317 Acc=0.95 ---315487.27 ms/batch
Step 00133200 L_out=0.869 Acc=0.92 ---351411.89 ms/batch
Step 00133250 L_out=0.633 Acc=0.95 ---388345.48 ms/batch
Step 00133300 L_out=0.389 Acc=0.98 ---424393.56 ms/batch
Step 00133350 L_out=0.085 Acc=0.98 ---461132.27 ms/batch
Step 00133400 L_out=0.453 Acc=0.95 ---498041.59 ms/batch
Round 8 | epoch=19, train costTime=498.04174423217773, | total_activation_sum=77893881
Round 8 | epoch=20, current m_iou=0.8780103054478237
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=105.46605086326599
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.428 Acc=0.97 ---37607.14 ms/batch
Step 00133500 L_out=0.433 Acc=0.97 ---75256.62 ms/batch
Step 00133550 L_out=0.319 Acc=0.97 ---111616.59 ms/batch
Step 00133600 L_out=0.646 Acc=0.96 ---148731.46 ms/batch
Step 00133650 L_out=0.556 Acc=0.96 ---185765.73 ms/batch
Step 00133700 L_out=0.421 Acc=0.96 ---222124.98 ms/batch
Step 00133750 L_out=0.344 Acc=0.98 ---259069.62 ms/batch
Step 00133800 L_out=1.159 Acc=0.95 ---295239.35 ms/batch
Step 00133850 L_out=0.517 Acc=0.95 ---330345.38 ms/batch
Step 00133900 L_out=0.381 Acc=0.94 ---365529.41 ms/batch
Step 00133950 L_out=0.628 Acc=0.94 ---401005.28 ms/batch
Step 00134000 L_out=0.578 Acc=0.94 ---437881.75 ms/batch
Step 00134050 L_out=0.543 Acc=0.95 ---474708.42 ms/batch
Round 8 | epoch=20, train costTime=487.7920467853546, | total_activation_sum=78247100
Round 8 | epoch=21, current m_iou=0.8807737423899079
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=102.89137506484985
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.716 Acc=0.94 ---25303.50 ms/batch
Step 00134150 L_out=0.226 Acc=0.98 ---61805.79 ms/batch
Step 00134200 L_out=0.777 Acc=0.94 ---98645.03 ms/batch
Step 00134250 L_out=0.605 Acc=0.95 ---136449.35 ms/batch
Step 00134300 L_out=0.644 Acc=0.96 ---175280.99 ms/batch
Step 00134350 L_out=0.691 Acc=0.97 ---213436.24 ms/batch
Step 00134400 L_out=0.322 Acc=0.98 ---251120.00 ms/batch
Step 00134450 L_out=0.379 Acc=0.96 ---289799.30 ms/batch
Step 00134500 L_out=0.934 Acc=0.91 ---326989.60 ms/batch
Step 00134550 L_out=0.371 Acc=0.95 ---364069.09 ms/batch
Step 00134600 L_out=0.244 Acc=0.98 ---402026.88 ms/batch
Step 00134650 L_out=0.569 Acc=0.94 ---440162.91 ms/batch
Step 00134700 L_out=0.311 Acc=0.96 ---479103.94 ms/batch
Round 8 | epoch=21, train costTime=504.05910325050354, | total_activation_sum=77626876
Round 8 | epoch=22, current m_iou=0.8943883312628308
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=94.42545795440674
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.694 Acc=0.96 ---10602.30 ms/batch
Step 00134800 L_out=0.510 Acc=0.96 ---43927.09 ms/batch
Step 00134850 L_out=0.917 Acc=0.92 ---75576.46 ms/batch
Step 00134900 L_out=0.423 Acc=0.97 ---108601.47 ms/batch
Step 00134950 L_out=0.628 Acc=0.93 ---140993.08 ms/batch
Step 00135000 L_out=0.338 Acc=0.98 ---175236.77 ms/batch
Step 00135050 L_out=0.390 Acc=0.98 ---212754.47 ms/batch
Step 00135100 L_out=1.068 Acc=0.94 ---253009.28 ms/batch
Step 00135150 L_out=0.250 Acc=0.98 ---293131.24 ms/batch
Step 00135200 L_out=0.326 Acc=0.96 ---331589.82 ms/batch
Step 00135250 L_out=0.453 Acc=0.98 ---369546.30 ms/batch
Step 00135300 L_out=3.891 Acc=0.57 ---406915.38 ms/batch
Step 00135350 L_out=0.468 Acc=0.96 ---443183.77 ms/batch
Step 00135400 L_out=0.448 Acc=0.97 ---481225.88 ms/batch
Round 8 | epoch=22, train costTime=482.0628128051758, | total_activation_sum=78191189
Round 8 | epoch=23, current m_iou=0.888674090957553
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=96.99525046348572
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.324 Acc=0.97 ---34942.10 ms/batch
Step 00135500 L_out=0.438 Acc=0.95 ---73860.46 ms/batch
Step 00135550 L_out=0.369 Acc=0.97 ---111135.00 ms/batch
Step 00135600 L_out=0.457 Acc=0.98 ---149498.97 ms/batch
Step 00135650 L_out=0.459 Acc=0.95 ---185854.04 ms/batch
Step 00135700 L_out=0.344 Acc=0.97 ---221549.15 ms/batch
Step 00135750 L_out=0.592 Acc=0.96 ---254473.26 ms/batch
Step 00135800 L_out=0.588 Acc=0.95 ---287143.18 ms/batch
Step 00135850 L_out=1.036 Acc=0.96 ---321071.65 ms/batch
Step 00135900 L_out=0.262 Acc=0.97 ---353400.55 ms/batch
Step 00135950 L_out=0.438 Acc=0.98 ---386422.17 ms/batch
Step 00136000 L_out=0.540 Acc=0.97 ---417925.81 ms/batch
Step 00136050 L_out=0.266 Acc=0.97 ---454474.01 ms/batch
Round 8 | epoch=23, train costTime=463.88532733917236, | total_activation_sum=77874194
Round 8 | epoch=24, current m_iou=0.8835014413179598
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=94.8984203338623
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.191 Acc=0.99 ---23789.83 ms/batch
Step 00136150 L_out=0.372 Acc=0.97 ---62324.07 ms/batch
Step 00136200 L_out=0.590 Acc=0.96 ---99818.36 ms/batch
Step 00136250 L_out=0.703 Acc=0.96 ---138270.84 ms/batch
Step 00136300 L_out=0.373 Acc=0.96 ---175251.20 ms/batch
Step 00136350 L_out=0.745 Acc=0.97 ---212610.95 ms/batch
Step 00136400 L_out=0.477 Acc=0.96 ---249341.84 ms/batch
Step 00136450 L_out=0.465 Acc=0.98 ---286984.14 ms/batch
Step 00136500 L_out=0.231 Acc=0.97 ---329755.66 ms/batch
Step 00136550 L_out=0.499 Acc=0.94 ---371060.73 ms/batch
Step 00136600 L_out=0.355 Acc=0.97 ---412772.51 ms/batch
Step 00136650 L_out=0.393 Acc=0.96 ---452021.48 ms/batch
Step 00136700 L_out=0.707 Acc=0.96 ---490510.42 ms/batch
Round 8 | epoch=24, train costTime=516.9869062900543, | total_activation_sum=77750461
Round 8 | epoch=25, current m_iou=0.8805155872176058
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=81.97431349754333
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.800 Acc=0.94 ---12319.69 ms/batch
Step 00136800 L_out=0.384 Acc=0.97 ---53897.34 ms/batch
Step 00136850 L_out=0.452 Acc=0.95 ---96032.74 ms/batch
Step 00136900 L_out=0.767 Acc=0.94 ---135949.75 ms/batch
Step 00136950 L_out=0.608 Acc=0.95 ---176455.05 ms/batch
Step 00137000 L_out=0.393 Acc=0.97 ---217396.71 ms/batch
Step 00137050 L_out=0.478 Acc=0.91 ---259634.94 ms/batch
Step 00137100 L_out=0.911 Acc=0.96 ---299159.04 ms/batch
Step 00137150 L_out=0.311 Acc=0.98 ---338871.95 ms/batch
Step 00137200 L_out=0.375 Acc=0.95 ---380429.75 ms/batch
Step 00137250 L_out=0.990 Acc=0.94 ---422250.52 ms/batch
Step 00137300 L_out=0.775 Acc=0.96 ---462905.84 ms/batch
Step 00137350 L_out=0.460 Acc=0.97 ---500791.13 ms/batch
Step 00137400 L_out=0.534 Acc=0.94 ---539423.15 ms/batch
Round 8 | epoch=25, train costTime=541.021155834198, | total_activation_sum=78192233
Round 8 | epoch=26, current m_iou=0.8911581104310866
Round 8 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=82.18502736091614
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.457 Acc=0.97 ---39790.42 ms/batch
Step 00137500 L_out=0.342 Acc=0.97 ---80585.12 ms/batch
Step 00137550 L_out=0.471 Acc=0.97 ---121572.74 ms/batch
Step 00137600 L_out=0.495 Acc=0.97 ---161765.67 ms/batch
Step 00137650 L_out=0.479 Acc=0.96 ---202205.26 ms/batch
Step 00137700 L_out=0.211 Acc=0.97 ---243670.45 ms/batch
Step 00137750 L_out=0.273 Acc=0.98 ---284556.04 ms/batch
Step 00137800 L_out=0.393 Acc=0.96 ---326335.15 ms/batch
Step 00137850 L_out=0.599 Acc=0.97 ---368736.36 ms/batch
Step 00137900 L_out=0.509 Acc=0.96 ---408994.56 ms/batch
Step 00137950 L_out=0.725 Acc=0.95 ---450278.46 ms/batch
Step 00138000 L_out=0.656 Acc=0.93 ---488560.53 ms/batch
Step 00138050 L_out=0.368 Acc=0.97 ---526383.11 ms/batch
Round 8 | epoch=26, train costTime=541.2476377487183, | total_activation_sum=77901139
Round 8 | epoch=27, current m_iou=0.8962904306134014
Round 8 | Best m_IoU is: 0.896, OA is: 0.971 | val costTime=80.9805178642273
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.325 Acc=0.96 ---25639.31 ms/batch
Step 00138150 L_out=0.569 Acc=0.98 ---65268.46 ms/batch
Step 00138200 L_out=0.259 Acc=0.99 ---107535.50 ms/batch
Step 00138250 L_out=0.901 Acc=0.95 ---147143.85 ms/batch
Step 00138300 L_out=0.287 Acc=0.95 ---188846.05 ms/batch
Step 00138350 L_out=0.276 Acc=0.96 ---229513.21 ms/batch
Step 00138400 L_out=0.282 Acc=0.99 ---270254.76 ms/batch
Step 00138450 L_out=0.644 Acc=0.96 ---311510.22 ms/batch
Step 00138500 L_out=0.390 Acc=0.97 ---353224.28 ms/batch
Step 00138550 L_out=0.578 Acc=0.94 ---394822.71 ms/batch
Step 00138600 L_out=0.598 Acc=0.95 ---436363.09 ms/batch
Step 00138650 L_out=0.797 Acc=0.96 ---476012.00 ms/batch
Step 00138700 L_out=0.813 Acc=0.96 ---514050.33 ms/batch
Round 8 | epoch=27, train costTime=542.0457155704498, | total_activation_sum=78034588
Round 8 | epoch=28, current m_iou=0.8865503976851602
Round 8 | Best m_IoU is: 0.896, OA is: 0.971 | val costTime=79.44395732879639
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.519 Acc=0.95 ---10390.75 ms/batch
Step 00138800 L_out=0.267 Acc=0.94 ---50308.79 ms/batch
Step 00138850 L_out=0.487 Acc=0.96 ---90331.26 ms/batch
Step 00138900 L_out=0.466 Acc=0.98 ---132660.29 ms/batch
Step 00138950 L_out=1.037 Acc=0.91 ---172443.78 ms/batch
Step 00139000 L_out=0.467 Acc=0.94 ---213544.04 ms/batch
Step 00139050 L_out=0.302 Acc=0.99 ---255327.06 ms/batch
Step 00139100 L_out=0.694 Acc=0.95 ---295991.03 ms/batch
Step 00139150 L_out=0.429 Acc=0.97 ---336154.77 ms/batch
Step 00139200 L_out=0.418 Acc=0.96 ---377673.21 ms/batch
Step 00139250 L_out=0.497 Acc=0.96 ---418633.72 ms/batch
Step 00139300 L_out=0.810 Acc=0.94 ---460061.54 ms/batch
Step 00139350 L_out=0.560 Acc=0.95 ---497797.05 ms/batch
Step 00139400 L_out=0.589 Acc=0.96 ---536548.02 ms/batch
Round 8 | epoch=28, train costTime=538.991899728775, | total_activation_sum=77869439
Round 8 | epoch=29, current m_iou=0.8961741859673358
Round 8 | Best m_IoU is: 0.896, OA is: 0.971 | val costTime=81.76615524291992
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.332 Acc=0.98 ---40359.42 ms/batch
Step 00139500 L_out=0.412 Acc=0.98 ---80136.90 ms/batch
Step 00139550 L_out=0.435 Acc=0.97 ---120478.48 ms/batch
Step 00139600 L_out=0.428 Acc=0.98 ---161115.91 ms/batch
Step 00139650 L_out=0.719 Acc=0.96 ---200699.11 ms/batch
Step 00139700 L_out=0.515 Acc=0.96 ---242387.19 ms/batch
Step 00139750 L_out=0.491 Acc=0.96 ---282399.95 ms/batch
Step 00139800 L_out=0.487 Acc=0.96 ---323151.82 ms/batch
Step 00139850 L_out=0.310 Acc=0.97 ---363823.03 ms/batch
Step 00139900 L_out=0.160 Acc=0.99 ---403931.79 ms/batch
Step 00139950 L_out=0.706 Acc=0.93 ---443858.45 ms/batch
Step 00140000 L_out=0.513 Acc=0.98 ---483690.51 ms/batch
Step 00140050 L_out=0.634 Acc=0.97 ---521221.89 ms/batch
Round 8 | epoch=29, train costTime=536.4291851520538, | total_activation_sum=77951986
Round 8 | epoch=30, current m_iou=0.8949226639139307
Round 8 | Best m_IoU is: 0.896, OA is: 0.971 | val costTime=82.98604893684387
Round 8 | ****EPOCH 30****
