Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.773 Acc=0.27 ---30717.84 ms/batch
Step 00000100 L_out=0.685 Acc=0.42 ---58403.87 ms/batch
Step 00000150 L_out=0.927 Acc=0.46 ---81611.26 ms/batch
Step 00000200 L_out=1.775 Acc=0.01 ---104724.78 ms/batch
Step 00000250 L_out=0.438 Acc=0.57 ---127749.89 ms/batch
Step 00000300 L_out=0.794 Acc=0.52 ---151098.08 ms/batch
Step 00000350 L_out=0.506 Acc=0.57 ---173780.38 ms/batch
Step 00000400 L_out=1.608 Acc=0.16 ---196573.45 ms/batch
Step 00000450 L_out=1.077 Acc=0.59 ---219253.53 ms/batch
Step 00000500 L_out=0.597 Acc=0.81 ---242684.05 ms/batch
Step 00000550 L_out=0.653 Acc=0.25 ---265198.00 ms/batch
Step 00000600 L_out=0.516 Acc=0.75 ---287735.66 ms/batch
Step 00000650 L_out=0.544 Acc=0.59 ---310482.18 ms/batch
Round 2 | epoch=0, train costTime=318.14668440818787, | total_activation_sum=13844383
Round 2 | epoch=1, current m_iou=0.23302320578123784
Round 2 | Best m_IoU is: 0.233, OA is: 0.658 | val costTime=125.12491202354431
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.704 Acc=0.64 ---14942.65 ms/batch
Step 00000750 L_out=0.462 Acc=0.74 ---37365.96 ms/batch
Step 00000800 L_out=0.580 Acc=0.57 ---59887.43 ms/batch
Step 00000850 L_out=0.357 Acc=0.58 ---82412.00 ms/batch
Step 00000900 L_out=0.711 Acc=0.59 ---104843.88 ms/batch
Step 00000950 L_out=0.528 Acc=0.51 ---127462.37 ms/batch
Step 00001000 L_out=0.888 Acc=0.68 ---149991.91 ms/batch
Step 00001050 L_out=0.959 Acc=0.68 ---173148.22 ms/batch
Step 00001100 L_out=0.365 Acc=0.74 ---195721.91 ms/batch
Step 00001150 L_out=0.261 Acc=0.49 ---218210.85 ms/batch
Step 00001200 L_out=0.746 Acc=0.59 ---240699.84 ms/batch
Step 00001250 L_out=0.742 Acc=0.57 ---263918.91 ms/batch
Step 00001300 L_out=0.540 Acc=0.79 ---286452.15 ms/batch
Round 2 | epoch=1, train costTime=301.9807641506195, | total_activation_sum=13420308
Round 2 | epoch=2, current m_iou=0.2853476274138771
Round 2 | Best m_IoU is: 0.285, OA is: 0.612 | val costTime=125.280109167099
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.719 Acc=0.47 --- 7495.14 ms/batch
Step 00001400 L_out=1.017 Acc=0.50 ---31209.90 ms/batch
Step 00001450 L_out=0.735 Acc=0.77 ---54714.12 ms/batch
Step 00001500 L_out=0.230 Acc=0.63 ---78280.67 ms/batch
Step 00001550 L_out=0.745 Acc=0.69 ---101892.33 ms/batch
Step 00001600 L_out=1.601 Acc=0.65 ---125322.01 ms/batch
Step 00001650 L_out=0.408 Acc=0.54 ---148764.12 ms/batch
Step 00001700 L_out=0.610 Acc=0.67 ---172248.35 ms/batch
Step 00001750 L_out=0.669 Acc=0.58 ---195905.63 ms/batch
Step 00001800 L_out=0.359 Acc=0.80 ---219329.89 ms/batch
Step 00001850 L_out=0.425 Acc=0.61 ---242820.16 ms/batch
Step 00001900 L_out=0.819 Acc=0.84 ---266327.46 ms/batch
Step 00001950 L_out=0.746 Acc=0.38 ---289793.98 ms/batch
Step 00002000 L_out=0.778 Acc=0.61 ---313129.12 ms/batch
Round 2 | epoch=2, train costTime=313.61702275276184, | total_activation_sum=13439879
Round 2 | epoch=3, current m_iou=0.3100383596667976
Round 2 | Best m_IoU is: 0.310, OA is: 0.671 | val costTime=141.5329556465149
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.618 Acc=0.72 ---23068.35 ms/batch
Step 00002100 L_out=0.290 Acc=0.78 ---46530.00 ms/batch
Step 00002150 L_out=0.901 Acc=0.58 ---69967.59 ms/batch
Step 00002200 L_out=0.464 Acc=0.72 ---93332.76 ms/batch
Step 00002250 L_out=0.225 Acc=0.79 ---116826.26 ms/batch
Step 00002300 L_out=0.358 Acc=0.82 ---140218.66 ms/batch
Step 00002350 L_out=0.967 Acc=0.48 ---163675.21 ms/batch
Step 00002400 L_out=0.362 Acc=0.82 ---194563.84 ms/batch
Step 00002450 L_out=0.531 Acc=0.64 ---221353.49 ms/batch
Step 00002500 L_out=0.441 Acc=0.67 ---247830.14 ms/batch
Step 00002550 L_out=0.676 Acc=0.62 ---274661.11 ms/batch
Step 00002600 L_out=0.421 Acc=0.60 ---301377.99 ms/batch
Step 00002650 L_out=0.503 Acc=0.64 ---328088.38 ms/batch
Round 2 | epoch=3, train costTime=337.67160630226135, | total_activation_sum=13532090
Round 2 | epoch=4, current m_iou=0.3787719998665431
Round 2 | Best m_IoU is: 0.379, OA is: 0.725 | val costTime=168.27204418182373
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.505 Acc=0.81 ---17674.35 ms/batch
Step 00002750 L_out=0.190 Acc=0.63 ---44928.70 ms/batch
Step 00002800 L_out=1.077 Acc=0.63 ---72952.83 ms/batch
Step 00002850 L_out=1.669 Acc=0.46 ---100729.70 ms/batch
Step 00002900 L_out=0.436 Acc=0.63 ---128630.60 ms/batch
Step 00002950 L_out=0.419 Acc=0.65 ---156729.70 ms/batch
Step 00003000 L_out=0.335 Acc=0.82 ---183403.94 ms/batch
Step 00003050 L_out=0.419 Acc=0.48 ---206150.94 ms/batch
Step 00003100 L_out=0.339 Acc=0.66 ---232774.45 ms/batch
Step 00003150 L_out=0.416 Acc=0.68 ---260385.38 ms/batch
Step 00003200 L_out=0.452 Acc=0.84 ---287913.05 ms/batch
Step 00003250 L_out=0.612 Acc=0.68 ---314946.45 ms/batch
Step 00003300 L_out=0.431 Acc=0.72 ---342275.68 ms/batch
Round 2 | epoch=4, train costTime=361.2364983558655, | total_activation_sum=13427461
Round 2 | epoch=5, current m_iou=0.40462916551168343
Round 2 | Best m_IoU is: 0.405, OA is: 0.738 | val costTime=160.86761951446533
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.463 Acc=0.72 --- 8314.00 ms/batch
Step 00003400 L_out=0.163 Acc=0.67 ---35224.65 ms/batch
Step 00003450 L_out=0.387 Acc=0.77 ---62560.85 ms/batch
Step 00003500 L_out=0.331 Acc=0.82 ---90810.23 ms/batch
Step 00003550 L_out=0.233 Acc=0.75 ---118586.36 ms/batch
Step 00003600 L_out=1.538 Acc=0.61 ---146321.31 ms/batch
Step 00003650 L_out=0.672 Acc=0.73 ---174221.10 ms/batch
Step 00003700 L_out=0.292 Acc=0.60 ---198492.33 ms/batch
Step 00003750 L_out=0.235 Acc=0.77 ---222055.20 ms/batch
Step 00003800 L_out=0.421 Acc=0.79 ---248751.05 ms/batch
Step 00003850 L_out=0.443 Acc=0.71 ---275938.52 ms/batch
Step 00003900 L_out=0.405 Acc=0.76 ---302830.84 ms/batch
Step 00003950 L_out=0.457 Acc=0.79 ---329648.22 ms/batch
Step 00004000 L_out=0.495 Acc=0.79 ---356261.11 ms/batch
Round 2 | epoch=5, train costTime=357.2846028804779, | total_activation_sum=13441930
Round 2 | epoch=6, current m_iou=0.3986896891423029
Round 2 | Best m_IoU is: 0.405, OA is: 0.738 | val costTime=144.72872638702393
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.185 Acc=0.75 ---26472.76 ms/batch
Step 00004100 L_out=0.396 Acc=0.80 ---54007.36 ms/batch
Step 00004150 L_out=0.701 Acc=0.91 ---81827.01 ms/batch
Step 00004200 L_out=0.219 Acc=0.71 ---109942.89 ms/batch
Step 00004250 L_out=1.121 Acc=0.59 ---136685.73 ms/batch
Step 00004300 L_out=0.636 Acc=0.82 ---163797.44 ms/batch
Step 00004350 L_out=0.152 Acc=0.78 ---191885.78 ms/batch
Step 00004400 L_out=0.756 Acc=0.71 ---219225.70 ms/batch
Step 00004450 L_out=0.275 Acc=0.81 ---243558.55 ms/batch
Step 00004500 L_out=0.189 Acc=0.76 ---267119.53 ms/batch
Step 00004550 L_out=0.290 Acc=0.78 ---294205.89 ms/batch
Step 00004600 L_out=1.055 Acc=0.44 ---321602.90 ms/batch
Step 00004650 L_out=0.327 Acc=0.83 ---348664.45 ms/batch
Round 2 | epoch=6, train costTime=358.97980761528015, | total_activation_sum=13503166
Round 2 | epoch=7, current m_iou=0.4467224669837791
Round 2 | Best m_IoU is: 0.447, OA is: 0.730 | val costTime=169.89436531066895
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.415 Acc=0.77 ---16716.26 ms/batch
Step 00004750 L_out=0.471 Acc=0.79 ---43878.40 ms/batch
Step 00004800 L_out=0.104 Acc=0.80 ---71153.38 ms/batch
Step 00004850 L_out=1.041 Acc=0.64 ---98037.74 ms/batch
Step 00004900 L_out=0.200 Acc=0.64 ---126022.26 ms/batch
Step 00004950 L_out=0.419 Acc=0.89 ---154348.92 ms/batch
Step 00005000 L_out=0.397 Acc=0.92 ---181300.17 ms/batch
Step 00005050 L_out=0.214 Acc=0.81 ---209178.07 ms/batch
Step 00005100 L_out=0.245 Acc=0.55 ---236213.29 ms/batch
Step 00005150 L_out=0.137 Acc=0.90 ---259954.64 ms/batch
Step 00005200 L_out=0.441 Acc=0.68 ---286083.79 ms/batch
Step 00005250 L_out=0.405 Acc=0.77 ---313581.73 ms/batch
Step 00005300 L_out=1.261 Acc=0.55 ---340858.91 ms/batch
Round 2 | epoch=7, train costTime=360.66156125068665, | total_activation_sum=13502485
Round 2 | epoch=8, current m_iou=0.5092702794716246
Round 2 | Best m_IoU is: 0.509, OA is: 0.817 | val costTime=176.79700350761414
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.173 Acc=0.82 --- 7851.03 ms/batch
Step 00005400 L_out=0.648 Acc=0.79 ---35150.22 ms/batch
Step 00005450 L_out=0.186 Acc=0.91 ---63208.79 ms/batch
Step 00005500 L_out=0.516 Acc=0.77 ---90705.16 ms/batch
Step 00005550 L_out=0.240 Acc=0.91 ---118077.77 ms/batch
Step 00005600 L_out=0.457 Acc=0.81 ---146330.51 ms/batch
Step 00005650 L_out=0.326 Acc=0.85 ---173690.79 ms/batch
Step 00005700 L_out=0.538 Acc=0.80 ---201344.59 ms/batch
Step 00005750 L_out=0.576 Acc=0.76 ---228930.35 ms/batch
Step 00005800 L_out=0.413 Acc=0.83 ---253147.24 ms/batch
Step 00005850 L_out=0.409 Acc=0.86 ---277499.65 ms/batch
Step 00005900 L_out=0.331 Acc=0.77 ---304414.17 ms/batch
Step 00005950 L_out=0.407 Acc=0.62 ---331917.05 ms/batch
Step 00006000 L_out=0.370 Acc=0.76 ---359318.30 ms/batch
Round 2 | epoch=8, train costTime=360.973260641098, | total_activation_sum=13480777
Round 2 | epoch=9, current m_iou=0.5609967051900986
Round 2 | Best m_IoU is: 0.561, OA is: 0.847 | val costTime=175.57130241394043
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.302 Acc=0.86 ---26032.13 ms/batch
Step 00006100 L_out=0.363 Acc=0.68 ---53438.21 ms/batch
Step 00006150 L_out=0.355 Acc=0.66 ---80925.97 ms/batch
Step 00006200 L_out=0.337 Acc=0.51 ---108984.95 ms/batch
Step 00006250 L_out=0.292 Acc=0.81 ---136967.51 ms/batch
Step 00006300 L_out=0.403 Acc=0.84 ---163902.93 ms/batch
Step 00006350 L_out=0.664 Acc=0.54 ---192169.83 ms/batch
Step 00006400 L_out=0.214 Acc=0.74 ---219090.32 ms/batch
Step 00006450 L_out=0.183 Acc=0.82 ---245727.55 ms/batch
Step 00006500 L_out=0.185 Acc=0.85 ---268912.19 ms/batch
Step 00006550 L_out=0.301 Acc=0.90 ---295470.05 ms/batch
Step 00006600 L_out=0.547 Acc=0.68 ---322331.12 ms/batch
Step 00006650 L_out=0.164 Acc=0.91 ---349344.74 ms/batch
Round 2 | epoch=9, train costTime=360.2683744430542, | total_activation_sum=13475015
Round 2 | epoch=10, current m_iou=0.5700003423442543
Round 2 | Best m_IoU is: 0.570, OA is: 0.853 | val costTime=169.5816957950592
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.364 Acc=0.61 ---16199.36 ms/batch
Step 00006750 L_out=0.399 Acc=0.79 ---43252.68 ms/batch
Step 00006800 L_out=0.230 Acc=0.85 ---70162.01 ms/batch
Step 00006850 L_out=0.129 Acc=0.84 ---97198.45 ms/batch
Step 00006900 L_out=0.385 Acc=0.81 ---124879.25 ms/batch
Step 00006950 L_out=0.189 Acc=0.92 ---152059.29 ms/batch
Step 00007000 L_out=0.216 Acc=0.87 ---179489.55 ms/batch
Step 00007050 L_out=0.399 Acc=0.78 ---207495.33 ms/batch
Step 00007100 L_out=0.447 Acc=0.73 ---234932.01 ms/batch
Step 00007150 L_out=0.381 Acc=0.76 ---260426.82 ms/batch
Step 00007200 L_out=0.127 Acc=0.92 ---284928.14 ms/batch
Step 00007250 L_out=1.292 Acc=0.57 ---312639.79 ms/batch
Step 00007300 L_out=0.427 Acc=0.82 ---340404.82 ms/batch
Round 2 | epoch=10, train costTime=360.58471965789795, | total_activation_sum=13414236
Round 2 | epoch=11, current m_iou=0.5922477634899034
Round 2 | Best m_IoU is: 0.592, OA is: 0.868 | val costTime=176.5539104938507
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.137 Acc=0.89 --- 6801.79 ms/batch
Step 00007400 L_out=0.182 Acc=0.93 ---34457.73 ms/batch
Step 00007450 L_out=1.063 Acc=0.78 ---61632.36 ms/batch
Step 00007500 L_out=0.156 Acc=0.88 ---89328.37 ms/batch
Step 00007550 L_out=0.244 Acc=0.87 ---116661.13 ms/batch
Step 00007600 L_out=0.401 Acc=0.79 ---144645.98 ms/batch
Step 00007650 L_out=0.282 Acc=0.89 ---171816.09 ms/batch
Step 00007700 L_out=0.170 Acc=0.80 ---199279.49 ms/batch
Step 00007750 L_out=0.219 Acc=0.75 ---227020.78 ms/batch
Step 00007800 L_out=0.190 Acc=0.77 ---253404.48 ms/batch
Step 00007850 L_out=0.863 Acc=0.66 ---276626.62 ms/batch
Step 00007900 L_out=0.457 Acc=0.64 ---304340.08 ms/batch
Step 00007950 L_out=0.276 Acc=0.74 ---331212.27 ms/batch
Step 00008000 L_out=0.422 Acc=0.86 ---357883.92 ms/batch
Round 2 | epoch=11, train costTime=360.01086616516113, | total_activation_sum=13520242
Round 2 | epoch=12, current m_iou=0.6121932935441717
Round 2 | Best m_IoU is: 0.612, OA is: 0.882 | val costTime=180.92938804626465
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.191 Acc=0.82 ---25053.35 ms/batch
Step 00008100 L_out=0.144 Acc=0.82 ---52290.36 ms/batch
Step 00008150 L_out=0.154 Acc=0.76 ---79662.92 ms/batch
Step 00008200 L_out=0.238 Acc=0.85 ---107147.73 ms/batch
Step 00008250 L_out=0.229 Acc=0.84 ---135238.41 ms/batch
Step 00008300 L_out=0.259 Acc=0.77 ---163028.66 ms/batch
Step 00008350 L_out=0.574 Acc=0.72 ---191128.19 ms/batch
Step 00008400 L_out=0.152 Acc=0.85 ---219234.74 ms/batch
Step 00008450 L_out=0.687 Acc=0.78 ---242434.82 ms/batch
Step 00008500 L_out=0.226 Acc=0.69 ---267019.16 ms/batch
Step 00008550 L_out=0.139 Acc=0.86 ---293931.15 ms/batch
Step 00008600 L_out=0.248 Acc=0.87 ---320637.90 ms/batch
Step 00008650 L_out=0.289 Acc=0.89 ---347738.73 ms/batch
Round 2 | epoch=12, train costTime=358.9303126335144, | total_activation_sum=13560616
Round 2 | epoch=13, current m_iou=0.6221336812908502
Round 2 | Best m_IoU is: 0.622, OA is: 0.890 | val costTime=149.83458018302917
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.209 Acc=0.88 ---15788.08 ms/batch
Step 00008750 L_out=0.145 Acc=0.90 ---43385.03 ms/batch
Step 00008800 L_out=0.316 Acc=0.74 ---70554.29 ms/batch
Step 00008850 L_out=0.173 Acc=0.89 ---97485.07 ms/batch
Step 00008900 L_out=0.350 Acc=0.87 ---125405.12 ms/batch
Step 00008950 L_out=0.253 Acc=0.85 ---153171.52 ms/batch
Step 00009000 L_out=0.149 Acc=0.91 ---181273.30 ms/batch
Step 00009050 L_out=0.312 Acc=0.90 ---208640.08 ms/batch
Step 00009100 L_out=0.277 Acc=0.83 ---235926.31 ms/batch
Step 00009150 L_out=0.248 Acc=0.80 ---259433.22 ms/batch
Step 00009200 L_out=0.357 Acc=0.83 ---286087.31 ms/batch
Step 00009250 L_out=0.274 Acc=0.89 ---312771.39 ms/batch
Step 00009300 L_out=0.236 Acc=0.87 ---339835.92 ms/batch
Round 2 | epoch=13, train costTime=360.04365944862366, | total_activation_sum=13375136
Round 2 | epoch=14, current m_iou=0.6231739086242416
Round 2 | Best m_IoU is: 0.623, OA is: 0.890 | val costTime=152.37621355056763
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.208 Acc=0.91 --- 6452.62 ms/batch
Step 00009400 L_out=0.257 Acc=0.84 ---33666.23 ms/batch
Step 00009450 L_out=0.333 Acc=0.69 ---61221.52 ms/batch
Step 00009500 L_out=0.073 Acc=0.91 ---88507.05 ms/batch
Step 00009550 L_out=0.257 Acc=0.76 ---116012.98 ms/batch
Step 00009600 L_out=0.607 Acc=0.82 ---143935.66 ms/batch
Step 00009650 L_out=0.200 Acc=0.88 ---171734.35 ms/batch
Step 00009700 L_out=0.184 Acc=0.82 ---199585.97 ms/batch
Step 00009750 L_out=0.129 Acc=0.83 ---227487.18 ms/batch
Step 00009800 L_out=0.353 Acc=0.82 ---252674.12 ms/batch
Step 00009850 L_out=0.130 Acc=0.80 ---276609.62 ms/batch
Step 00009900 L_out=0.205 Acc=0.87 ---303715.49 ms/batch
Step 00009950 L_out=0.276 Acc=0.82 ---330925.38 ms/batch
Step 00010000 L_out=0.107 Acc=0.91 ---358022.16 ms/batch
Round 2 | epoch=14, train costTime=360.737993478775, | total_activation_sum=13521859
Round 2 | epoch=15, current m_iou=0.587802892173414
Round 2 | Best m_IoU is: 0.623, OA is: 0.890 | val costTime=163.40322303771973
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.199 Acc=0.82 ---24110.53 ms/batch
Step 00010100 L_out=0.457 Acc=0.85 ---50778.68 ms/batch
Step 00010150 L_out=0.390 Acc=0.83 ---77429.07 ms/batch
Step 00010200 L_out=0.341 Acc=0.89 ---104003.47 ms/batch
Step 00010250 L_out=0.195 Acc=0.82 ---131675.21 ms/batch
Step 00010300 L_out=0.239 Acc=0.75 ---159954.35 ms/batch
Step 00010350 L_out=0.416 Acc=0.80 ---187287.02 ms/batch
Step 00010400 L_out=0.085 Acc=0.85 ---215248.76 ms/batch
Step 00010450 L_out=0.192 Acc=0.92 ---241676.54 ms/batch
Step 00010500 L_out=0.092 Acc=0.87 ---264393.67 ms/batch
Step 00010550 L_out=0.211 Acc=0.93 ---291281.12 ms/batch
Step 00010600 L_out=0.248 Acc=0.64 ---318529.92 ms/batch
Step 00010650 L_out=0.238 Acc=0.96 ---345669.03 ms/batch
Round 2 | epoch=15, train costTime=357.7903051376343, | total_activation_sum=13480408
Round 2 | epoch=16, current m_iou=0.5878037065684019
Round 2 | Best m_IoU is: 0.623, OA is: 0.890 | val costTime=166.56040406227112
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.640 Acc=0.70 ---14830.92 ms/batch
Step 00010750 L_out=0.368 Acc=0.81 ---42147.35 ms/batch
Step 00010800 L_out=0.119 Acc=0.91 ---69195.08 ms/batch
Step 00010850 L_out=0.093 Acc=0.88 ---96466.65 ms/batch
Step 00010900 L_out=0.123 Acc=0.81 ---123947.06 ms/batch
Step 00010950 L_out=0.555 Acc=0.80 ---151667.69 ms/batch
Step 00011000 L_out=0.110 Acc=0.88 ---179747.15 ms/batch
Step 00011050 L_out=0.327 Acc=0.84 ---207524.09 ms/batch
Step 00011100 L_out=0.121 Acc=0.89 ---234620.02 ms/batch
Step 00011150 L_out=0.127 Acc=0.85 ---258159.42 ms/batch
Step 00011200 L_out=0.243 Acc=0.82 ---285072.61 ms/batch
Step 00011250 L_out=0.077 Acc=0.94 ---311754.05 ms/batch
Step 00011300 L_out=0.103 Acc=0.89 ---339202.80 ms/batch
Round 2 | epoch=16, train costTime=360.1053581237793, | total_activation_sum=13545183
Round 2 | epoch=17, current m_iou=0.6150322280750379
Round 2 | Best m_IoU is: 0.623, OA is: 0.890 | val costTime=156.6400806903839
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.152 Acc=0.88 --- 5968.53 ms/batch
Step 00011400 L_out=0.401 Acc=0.80 ---33021.59 ms/batch
Step 00011450 L_out=0.154 Acc=0.91 ---60001.83 ms/batch
Step 00011500 L_out=0.216 Acc=0.88 ---86531.00 ms/batch
Step 00011550 L_out=0.174 Acc=0.88 ---114186.52 ms/batch
Step 00011600 L_out=0.355 Acc=0.78 ---142212.97 ms/batch
Step 00011650 L_out=0.151 Acc=0.95 ---169881.23 ms/batch
Step 00011700 L_out=0.193 Acc=0.92 ---197806.33 ms/batch
Step 00011750 L_out=0.491 Acc=0.77 ---225013.79 ms/batch
Step 00011800 L_out=0.255 Acc=0.88 ---248550.23 ms/batch
Step 00011850 L_out=0.241 Acc=0.87 ---273583.00 ms/batch
Step 00011900 L_out=0.397 Acc=0.88 ---301038.29 ms/batch
Step 00011950 L_out=0.201 Acc=0.89 ---328627.51 ms/batch
Step 00012000 L_out=0.342 Acc=0.92 ---355439.56 ms/batch
Round 2 | epoch=17, train costTime=358.7441167831421, | total_activation_sum=13352742
Round 2 | epoch=18, current m_iou=0.6316298139247947
Round 2 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=145.7451412677765
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.157 Acc=0.94 ---24155.91 ms/batch
Step 00012100 L_out=0.207 Acc=0.82 ---52154.55 ms/batch
Step 00012150 L_out=0.753 Acc=0.73 ---79648.43 ms/batch
Step 00012200 L_out=0.321 Acc=0.84 ---106955.89 ms/batch
Step 00012250 L_out=0.230 Acc=0.87 ---134813.72 ms/batch
Step 00012300 L_out=0.103 Acc=0.85 ---162796.73 ms/batch
Step 00012350 L_out=0.334 Acc=0.80 ---190928.26 ms/batch
Step 00012400 L_out=0.113 Acc=0.80 ---218210.78 ms/batch
Step 00012450 L_out=0.475 Acc=0.84 ---245243.52 ms/batch
Step 00012500 L_out=0.925 Acc=0.73 ---271017.75 ms/batch
Step 00012550 L_out=0.081 Acc=0.92 ---294291.68 ms/batch
Step 00012600 L_out=0.216 Acc=0.90 ---321983.13 ms/batch
Step 00012650 L_out=0.142 Acc=0.90 ---349398.27 ms/batch
Round 2 | epoch=18, train costTime=362.0335593223572, | total_activation_sum=13560254
Round 2 | epoch=19, current m_iou=0.6503785193552871
Round 2 | Best m_IoU is: 0.650, OA is: 0.908 | val costTime=172.11446285247803
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.062 Acc=0.95 ---14612.37 ms/batch
Step 00012750 L_out=0.066 Acc=0.89 ---41870.33 ms/batch
Step 00012800 L_out=0.519 Acc=0.76 ---69066.42 ms/batch
Step 00012850 L_out=0.153 Acc=0.90 ---96142.94 ms/batch
Step 00012900 L_out=0.133 Acc=0.91 ---122890.76 ms/batch
Step 00012950 L_out=0.142 Acc=0.89 ---151122.12 ms/batch
Step 00013000 L_out=0.288 Acc=0.91 ---178675.12 ms/batch
Step 00013050 L_out=0.115 Acc=0.83 ---205928.78 ms/batch
Step 00013100 L_out=0.357 Acc=0.80 ---233116.26 ms/batch
Step 00013150 L_out=0.175 Acc=0.83 ---260545.24 ms/batch
Step 00013200 L_out=0.401 Acc=0.85 ---283636.47 ms/batch
Step 00013250 L_out=0.177 Acc=0.81 ---308759.61 ms/batch
Step 00013300 L_out=0.075 Acc=0.78 ---336672.15 ms/batch
Round 2 | epoch=19, train costTime=358.6603808403015, | total_activation_sum=13412276
Round 2 | epoch=20, current m_iou=0.6411245483282543
Round 2 | Best m_IoU is: 0.650, OA is: 0.908 | val costTime=174.71348929405212
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.402 Acc=0.87 --- 5359.48 ms/batch
Step 00013400 L_out=0.301 Acc=0.88 ---32755.52 ms/batch
Step 00013450 L_out=0.222 Acc=0.87 ---61030.18 ms/batch
Step 00013500 L_out=0.538 Acc=0.83 ---88823.42 ms/batch
Step 00013550 L_out=0.115 Acc=0.95 ---115941.45 ms/batch
Step 00013600 L_out=0.283 Acc=0.92 ---142783.51 ms/batch
Step 00013650 L_out=0.307 Acc=0.86 ---170699.50 ms/batch
Step 00013700 L_out=0.090 Acc=0.88 ---198476.44 ms/batch
Step 00013750 L_out=0.089 Acc=0.92 ---225555.43 ms/batch
Step 00013800 L_out=0.356 Acc=0.83 ---252526.68 ms/batch
Step 00013850 L_out=0.091 Acc=0.94 ---278297.14 ms/batch
Step 00013900 L_out=0.186 Acc=0.90 ---302358.45 ms/batch
Step 00013950 L_out=0.392 Acc=0.78 ---329598.51 ms/batch
Step 00014000 L_out=0.349 Acc=0.88 ---356691.81 ms/batch
Round 2 | epoch=20, train costTime=360.49020624160767, | total_activation_sum=13485326
Round 2 | epoch=21, current m_iou=0.646009297816142
Round 2 | Best m_IoU is: 0.650, OA is: 0.908 | val costTime=166.80965447425842
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.193 Acc=0.93 ---23382.15 ms/batch
Step 00014100 L_out=0.143 Acc=0.84 ---51004.58 ms/batch
Step 00014150 L_out=0.111 Acc=0.83 ---78017.64 ms/batch
Step 00014200 L_out=0.236 Acc=0.90 ---105030.70 ms/batch
Step 00014250 L_out=0.213 Acc=0.88 ---131836.05 ms/batch
Step 00014300 L_out=0.391 Acc=0.84 ---159230.96 ms/batch
Step 00014350 L_out=0.197 Acc=0.93 ---186984.49 ms/batch
Step 00014400 L_out=0.142 Acc=0.88 ---214855.33 ms/batch
Step 00014450 L_out=0.201 Acc=0.89 ---242087.58 ms/batch
Step 00014500 L_out=0.227 Acc=0.85 ---269529.45 ms/batch
Step 00014550 L_out=0.307 Acc=0.89 ---293985.28 ms/batch
Step 00014600 L_out=0.305 Acc=0.85 ---318297.85 ms/batch
Step 00014650 L_out=0.229 Acc=0.84 ---345973.34 ms/batch
Round 2 | epoch=21, train costTime=359.3542227745056, | total_activation_sum=13386625
Round 2 | epoch=22, current m_iou=0.6507403967569472
Round 2 | Best m_IoU is: 0.651, OA is: 0.908 | val costTime=163.66337156295776
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.228 Acc=0.79 ---13806.60 ms/batch
Step 00014750 L_out=0.104 Acc=0.87 ---40986.78 ms/batch
Step 00014800 L_out=0.084 Acc=0.92 ---68517.89 ms/batch
Step 00014850 L_out=0.087 Acc=0.85 ---95830.10 ms/batch
Step 00014900 L_out=0.559 Acc=0.91 ---122641.80 ms/batch
Step 00014950 L_out=0.125 Acc=0.88 ---149517.27 ms/batch
Step 00015000 L_out=0.138 Acc=0.96 ---176958.26 ms/batch
Step 00015050 L_out=0.201 Acc=0.90 ---204076.91 ms/batch
Step 00015100 L_out=0.415 Acc=0.89 ---230532.95 ms/batch
Step 00015150 L_out=0.145 Acc=0.91 ---257820.05 ms/batch
Step 00015200 L_out=0.296 Acc=0.90 ---285074.49 ms/batch
Step 00015250 L_out=0.125 Acc=0.91 ---313088.36 ms/batch
Step 00015300 L_out=0.232 Acc=0.90 ---336833.52 ms/batch
Round 2 | epoch=22, train costTime=355.8333089351654, | total_activation_sum=13502129
Round 2 | epoch=23, current m_iou=0.6559075923089427
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=157.1641218662262
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.393 Acc=0.86 --- 4853.23 ms/batch
Step 00015400 L_out=0.155 Acc=0.91 ---32842.67 ms/batch
Step 00015450 L_out=0.159 Acc=0.90 ---60925.69 ms/batch
Step 00015500 L_out=0.220 Acc=0.91 ---87781.03 ms/batch
Step 00015550 L_out=0.275 Acc=0.92 ---114910.96 ms/batch
Step 00015600 L_out=0.166 Acc=0.90 ---141668.93 ms/batch
Step 00015650 L_out=0.194 Acc=0.93 ---168272.08 ms/batch
Step 00015700 L_out=0.108 Acc=0.88 ---195484.20 ms/batch
Step 00015750 L_out=0.211 Acc=0.91 ---222372.58 ms/batch
Step 00015800 L_out=0.229 Acc=0.78 ---249337.35 ms/batch
Step 00015850 L_out=0.434 Acc=0.85 ---275747.56 ms/batch
Step 00015900 L_out=0.261 Acc=0.75 ---302405.47 ms/batch
Step 00015950 L_out=0.208 Acc=0.85 ---330146.69 ms/batch
Step 00016000 L_out=0.057 Acc=0.88 ---357108.89 ms/batch
Round 2 | epoch=23, train costTime=361.2453007698059, | total_activation_sum=13540480
Round 2 | epoch=24, current m_iou=0.6388620769408153
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=175.22171354293823
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.195 Acc=0.91 ---22861.93 ms/batch
Step 00016100 L_out=0.217 Acc=0.87 ---50699.46 ms/batch
Step 00016150 L_out=0.455 Acc=0.84 ---77634.11 ms/batch
Step 00016200 L_out=0.034 Acc=0.78 ---104774.22 ms/batch
Step 00016250 L_out=0.648 Acc=0.77 ---132586.01 ms/batch
Step 00016300 L_out=0.173 Acc=0.91 ---159752.96 ms/batch
Step 00016350 L_out=0.108 Acc=0.95 ---187018.77 ms/batch
Step 00016400 L_out=0.288 Acc=0.85 ---213864.05 ms/batch
Step 00016450 L_out=0.220 Acc=0.86 ---241020.56 ms/batch
Step 00016500 L_out=0.258 Acc=0.91 ---269349.31 ms/batch
Step 00016550 L_out=0.097 Acc=0.86 ---297667.31 ms/batch
Step 00016600 L_out=0.086 Acc=0.91 ---325833.01 ms/batch
Step 00016650 L_out=0.164 Acc=0.90 ---353230.56 ms/batch
Round 2 | epoch=24, train costTime=366.89887976646423, | total_activation_sum=13476403
Round 2 | epoch=25, current m_iou=0.6351434447081412
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=171.65043783187866
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.454 Acc=0.82 ---13937.31 ms/batch
Step 00016750 L_out=0.283 Acc=0.85 ---41604.62 ms/batch
Step 00016800 L_out=0.123 Acc=0.86 ---69207.66 ms/batch
Step 00016850 L_out=0.124 Acc=0.94 ---96916.63 ms/batch
Step 00016900 L_out=0.453 Acc=0.70 ---124970.49 ms/batch
Step 00016950 L_out=0.107 Acc=0.91 ---152505.05 ms/batch
Step 00017000 L_out=0.274 Acc=0.84 ---180219.06 ms/batch
Step 00017050 L_out=0.163 Acc=0.93 ---207218.39 ms/batch
Step 00017100 L_out=0.157 Acc=0.85 ---234102.57 ms/batch
Step 00017150 L_out=0.373 Acc=0.89 ---260674.35 ms/batch
Step 00017200 L_out=0.204 Acc=0.94 ---287870.39 ms/batch
Step 00017250 L_out=0.126 Acc=0.92 ---315405.85 ms/batch
Step 00017300 L_out=0.120 Acc=0.89 ---342780.04 ms/batch
Round 2 | epoch=25, train costTime=366.12877368927, | total_activation_sum=13349422
Round 2 | epoch=26, current m_iou=0.6302762113151079
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=173.66141891479492
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.054 Acc=0.93 --- 4303.10 ms/batch
Step 00017400 L_out=0.124 Acc=0.91 ---31816.83 ms/batch
Step 00017450 L_out=0.144 Acc=0.82 ---59587.04 ms/batch
Step 00017500 L_out=0.598 Acc=0.84 ---86251.15 ms/batch
Step 00017550 L_out=0.189 Acc=0.89 ---113555.37 ms/batch
Step 00017600 L_out=0.161 Acc=0.87 ---140646.17 ms/batch
Step 00017650 L_out=0.086 Acc=0.96 ---167772.55 ms/batch
Step 00017700 L_out=0.111 Acc=0.87 ---195001.80 ms/batch
Step 00017750 L_out=0.180 Acc=0.87 ---222355.78 ms/batch
Step 00017800 L_out=0.120 Acc=0.91 ---249962.55 ms/batch
Step 00017850 L_out=0.108 Acc=0.92 ---277827.73 ms/batch
Step 00017900 L_out=0.117 Acc=0.82 ---304880.62 ms/batch
Step 00017950 L_out=0.226 Acc=0.94 ---332431.10 ms/batch
Step 00018000 L_out=0.800 Acc=0.66 ---359911.01 ms/batch
Round 2 | epoch=26, train costTime=364.8182089328766, | total_activation_sum=13515681
Round 2 | epoch=27, current m_iou=0.6235213847706678
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=179.4172797203064
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.043 Acc=0.82 ---23134.48 ms/batch
Step 00018100 L_out=0.081 Acc=0.93 ---50470.62 ms/batch
Step 00018150 L_out=0.101 Acc=0.91 ---77650.58 ms/batch
Step 00018200 L_out=0.241 Acc=0.91 ---104917.71 ms/batch
Step 00018250 L_out=0.173 Acc=0.89 ---132272.13 ms/batch
Step 00018300 L_out=0.155 Acc=0.89 ---159573.87 ms/batch
Step 00018350 L_out=0.149 Acc=0.87 ---186777.13 ms/batch
Step 00018400 L_out=0.192 Acc=0.88 ---214936.47 ms/batch
Step 00018450 L_out=0.182 Acc=0.90 ---241783.68 ms/batch
Step 00018500 L_out=0.227 Acc=0.87 ---269867.33 ms/batch
Step 00018550 L_out=0.149 Acc=0.88 ---297535.72 ms/batch
Step 00018600 L_out=0.100 Acc=0.88 ---324857.04 ms/batch
Step 00018650 L_out=0.251 Acc=0.88 ---352011.44 ms/batch
Round 2 | epoch=27, train costTime=366.31920313835144, | total_activation_sum=13521190
Round 2 | epoch=28, current m_iou=0.6315569679713222
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=175.16449451446533
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.164 Acc=0.90 ---13326.75 ms/batch
Step 00018750 L_out=0.251 Acc=0.89 ---41189.93 ms/batch
Step 00018800 L_out=0.147 Acc=0.91 ---68307.34 ms/batch
Step 00018850 L_out=0.066 Acc=0.89 ---95610.84 ms/batch
Step 00018900 L_out=0.201 Acc=0.94 ---123107.79 ms/batch
Step 00018950 L_out=0.234 Acc=0.92 ---149979.83 ms/batch
Step 00019000 L_out=0.250 Acc=0.92 ---177355.96 ms/batch
Step 00019050 L_out=0.242 Acc=0.90 ---204319.45 ms/batch
Step 00019100 L_out=0.150 Acc=0.81 ---231419.61 ms/batch
Step 00019150 L_out=0.065 Acc=0.96 ---259394.64 ms/batch
Step 00019200 L_out=0.156 Acc=0.82 ---286564.19 ms/batch
Step 00019250 L_out=0.337 Acc=0.89 ---314008.40 ms/batch
Step 00019300 L_out=0.133 Acc=0.94 ---341667.88 ms/batch
Round 2 | epoch=28, train costTime=365.48301124572754, | total_activation_sum=13339285
Round 2 | epoch=29, current m_iou=0.6350308912332666
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=178.68286037445068
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.106 Acc=0.91 --- 3684.01 ms/batch
Step 00019400 L_out=0.114 Acc=0.89 ---30655.91 ms/batch
Step 00019450 L_out=0.286 Acc=0.87 ---58141.37 ms/batch
Step 00019500 L_out=0.172 Acc=0.84 ---85261.96 ms/batch
Step 00019550 L_out=0.246 Acc=0.85 ---112285.55 ms/batch
Step 00019600 L_out=0.100 Acc=0.75 ---139607.80 ms/batch
Step 00019650 L_out=0.173 Acc=0.90 ---166940.98 ms/batch
Step 00019700 L_out=0.152 Acc=0.88 ---194264.04 ms/batch
Step 00019750 L_out=0.057 Acc=0.89 ---221785.37 ms/batch
Step 00019800 L_out=0.097 Acc=0.94 ---249463.30 ms/batch
Step 00019850 L_out=0.143 Acc=0.92 ---277801.29 ms/batch
Step 00019900 L_out=0.220 Acc=0.89 ---305726.09 ms/batch
Step 00019950 L_out=0.522 Acc=0.84 ---333415.22 ms/batch
Step 00020000 L_out=0.181 Acc=0.78 ---359919.91 ms/batch
Round 2 | epoch=29, train costTime=365.69227170944214, | total_activation_sum=13535326
Round 2 | epoch=30, current m_iou=0.6376156488836418
Round 2 | Best m_IoU is: 0.656, OA is: 0.906 | val costTime=161.76201939582825
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=3.008 Acc=0.36 ---22513.70 ms/batch
Step 00020100 L_out=0.567 Acc=0.55 ---50002.77 ms/batch
Step 00020150 L_out=0.958 Acc=0.54 ---77282.36 ms/batch
Step 00020200 L_out=1.027 Acc=0.52 ---104992.85 ms/batch
Step 00020250 L_out=0.557 Acc=0.86 ---132321.60 ms/batch
Step 00020300 L_out=0.616 Acc=0.90 ---159619.67 ms/batch
Step 00020350 L_out=1.911 Acc=0.73 ---186849.16 ms/batch
Step 00020400 L_out=0.559 Acc=0.69 ---213242.72 ms/batch
Step 00020450 L_out=1.066 Acc=0.77 ---241282.22 ms/batch
Step 00020500 L_out=0.254 Acc=0.80 ---269747.16 ms/batch
Step 00020550 L_out=0.891 Acc=0.89 ---297412.74 ms/batch
Step 00020600 L_out=0.529 Acc=0.86 ---325310.94 ms/batch
Step 00020650 L_out=0.343 Acc=0.86 ---352076.38 ms/batch
Round 3 | epoch=0, train costTime=364.4054067134857, | total_activation_sum=22933549
Round 3 | epoch=1, current m_iou=0.6319419705289696
Round 3 | Best m_IoU is: 0.632, OA is: 0.898 | val costTime=162.55906915664673
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.127 Acc=0.75 ---12711.88 ms/batch
Step 00020750 L_out=0.545 Acc=0.79 ---40276.84 ms/batch
Step 00020800 L_out=0.635 Acc=0.79 ---67406.33 ms/batch
Step 00020850 L_out=0.801 Acc=0.68 ---94973.45 ms/batch
Step 00020900 L_out=2.104 Acc=0.55 ---122310.20 ms/batch
Step 00020950 L_out=0.795 Acc=0.78 ---149354.45 ms/batch
Step 00021000 L_out=0.525 Acc=0.87 ---176688.33 ms/batch
Step 00021050 L_out=0.448 Acc=0.86 ---204095.61 ms/batch
Step 00021100 L_out=1.185 Acc=0.72 ---230528.58 ms/batch
Step 00021150 L_out=0.412 Acc=0.85 ---257955.43 ms/batch
Step 00021200 L_out=1.377 Acc=0.76 ---286132.67 ms/batch
Step 00021250 L_out=0.842 Acc=0.83 ---314222.37 ms/batch
Step 00021300 L_out=1.360 Acc=0.70 ---341957.99 ms/batch
Round 3 | epoch=1, train costTime=364.6536145210266, | total_activation_sum=23012700
Round 3 | epoch=2, current m_iou=0.5920979957486202
Round 3 | Best m_IoU is: 0.632, OA is: 0.898 | val costTime=176.66397309303284
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.540 Acc=0.85 --- 3214.35 ms/batch
Step 00021400 L_out=0.692 Acc=0.68 ---30774.06 ms/batch
Step 00021450 L_out=1.063 Acc=0.87 ---58343.87 ms/batch
Step 00021500 L_out=0.311 Acc=0.89 ---85488.69 ms/batch
Step 00021550 L_out=0.762 Acc=0.78 ---112698.91 ms/batch
Step 00021600 L_out=0.406 Acc=0.89 ---139919.84 ms/batch
Step 00021650 L_out=0.566 Acc=0.89 ---167049.22 ms/batch
Step 00021700 L_out=1.517 Acc=0.81 ---194898.43 ms/batch
Step 00021750 L_out=0.769 Acc=0.72 ---223212.62 ms/batch
Step 00021800 L_out=0.684 Acc=0.82 ---251158.57 ms/batch
Step 00021850 L_out=1.182 Acc=0.71 ---279437.20 ms/batch
Step 00021900 L_out=0.279 Acc=0.85 ---306572.14 ms/batch
Step 00021950 L_out=1.324 Acc=0.75 ---334470.04 ms/batch
Step 00022000 L_out=0.699 Acc=0.75 ---360975.13 ms/batch
Round 3 | epoch=2, train costTime=366.04658246040344, | total_activation_sum=23066264
Round 3 | epoch=3, current m_iou=0.6247051904899807
Round 3 | Best m_IoU is: 0.632, OA is: 0.898 | val costTime=164.60802292823792
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.400 Acc=0.89 ---20988.40 ms/batch
Step 00022100 L_out=0.929 Acc=0.80 ---48431.48 ms/batch
Step 00022150 L_out=0.513 Acc=0.93 ---76071.38 ms/batch
Step 00022200 L_out=0.889 Acc=0.82 ---103827.65 ms/batch
Step 00022250 L_out=0.384 Acc=0.82 ---131254.63 ms/batch
Step 00022300 L_out=0.431 Acc=0.87 ---160051.56 ms/batch
Step 00022350 L_out=0.315 Acc=0.87 ---187299.23 ms/batch
Step 00022400 L_out=0.374 Acc=0.84 ---214690.25 ms/batch
Step 00022450 L_out=0.352 Acc=0.80 ---241789.33 ms/batch
Step 00022500 L_out=0.145 Acc=0.90 ---269257.68 ms/batch
Step 00022550 L_out=0.667 Acc=0.84 ---296710.82 ms/batch
Step 00022600 L_out=0.295 Acc=0.86 ---324613.00 ms/batch
Step 00022650 L_out=0.689 Acc=0.86 ---352633.18 ms/batch
Round 3 | epoch=3, train costTime=367.4608898162842, | total_activation_sum=22982098
Round 3 | epoch=4, current m_iou=0.6567108558564321
Round 3 | Best m_IoU is: 0.657, OA is: 0.901 | val costTime=176.67222666740417
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.529 Acc=0.89 ---12012.33 ms/batch
Step 00022750 L_out=0.529 Acc=0.80 ---40110.11 ms/batch
Step 00022800 L_out=0.302 Acc=0.82 ---67582.91 ms/batch
Step 00022850 L_out=0.677 Acc=0.80 ---95218.52 ms/batch
Step 00022900 L_out=0.386 Acc=0.86 ---122371.13 ms/batch
Step 00022950 L_out=0.838 Acc=0.91 ---149416.06 ms/batch
Step 00023000 L_out=0.701 Acc=0.80 ---177126.75 ms/batch
Step 00023050 L_out=0.354 Acc=0.90 ---204274.53 ms/batch
Step 00023100 L_out=0.356 Acc=0.91 ---231346.20 ms/batch
Step 00023150 L_out=1.477 Acc=0.67 ---259312.41 ms/batch
Step 00023200 L_out=0.652 Acc=0.82 ---287561.98 ms/batch
Step 00023250 L_out=0.483 Acc=0.83 ---315240.72 ms/batch
Step 00023300 L_out=1.555 Acc=0.61 ---342904.98 ms/batch
Round 3 | epoch=4, train costTime=367.83288383483887, | total_activation_sum=23056587
Round 3 | epoch=5, current m_iou=0.6662564981859164
Round 3 | Best m_IoU is: 0.666, OA is: 0.912 | val costTime=182.03206706047058
Round 3 | ****EPOCH 5****
Step 00023350 L_out=1.348 Acc=0.90 --- 2686.63 ms/batch
Step 00023400 L_out=1.643 Acc=0.78 ---30893.76 ms/batch
Step 00023450 L_out=1.129 Acc=0.78 ---58095.38 ms/batch
Step 00023500 L_out=0.857 Acc=0.88 ---85455.30 ms/batch
Step 00023550 L_out=0.187 Acc=0.88 ---113305.22 ms/batch
Step 00023600 L_out=1.420 Acc=0.60 ---140863.89 ms/batch
Step 00023650 L_out=1.014 Acc=0.79 ---168080.57 ms/batch
Step 00023700 L_out=0.275 Acc=0.92 ---194936.80 ms/batch
Step 00023750 L_out=0.694 Acc=0.89 ---222505.96 ms/batch
Step 00023800 L_out=0.391 Acc=0.88 ---250590.75 ms/batch
Step 00023850 L_out=0.317 Acc=0.91 ---278512.50 ms/batch
Step 00023900 L_out=0.754 Acc=0.87 ---305662.19 ms/batch
Step 00023950 L_out=0.368 Acc=0.88 ---333339.45 ms/batch
Step 00024000 L_out=1.010 Acc=0.85 ---359764.92 ms/batch
Round 3 | epoch=5, train costTime=366.17344760894775, | total_activation_sum=22962735
Round 3 | epoch=6, current m_iou=0.6551584610421053
Round 3 | Best m_IoU is: 0.666, OA is: 0.912 | val costTime=176.07727885246277
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.616 Acc=0.82 ---20947.77 ms/batch
Step 00024100 L_out=0.406 Acc=0.88 ---48705.32 ms/batch
Step 00024150 L_out=0.492 Acc=0.88 ---76316.21 ms/batch
Step 00024200 L_out=0.351 Acc=0.87 ---103631.70 ms/batch
Step 00024250 L_out=0.331 Acc=0.93 ---130810.96 ms/batch
Step 00024300 L_out=0.675 Acc=0.87 ---158326.77 ms/batch
Step 00024350 L_out=0.299 Acc=0.92 ---185529.37 ms/batch
Step 00024400 L_out=0.435 Acc=0.82 ---213034.72 ms/batch
Step 00024450 L_out=0.574 Acc=0.84 ---240521.33 ms/batch
Step 00024500 L_out=0.510 Acc=0.91 ---268108.65 ms/batch
Step 00024550 L_out=0.406 Acc=0.91 ---295841.55 ms/batch
Step 00024600 L_out=0.414 Acc=0.91 ---323243.18 ms/batch
Step 00024650 L_out=0.227 Acc=0.91 ---350053.88 ms/batch
Round 3 | epoch=6, train costTime=365.9637224674225, | total_activation_sum=22892391
Round 3 | epoch=7, current m_iou=0.6576759743568441
Round 3 | Best m_IoU is: 0.666, OA is: 0.912 | val costTime=177.08342957496643
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.367 Acc=0.86 ---11439.69 ms/batch
Step 00024750 L_out=1.379 Acc=0.85 ---39384.32 ms/batch
Step 00024800 L_out=0.438 Acc=0.93 ---66560.58 ms/batch
Step 00024850 L_out=0.220 Acc=0.88 ---93960.54 ms/batch
Step 00024900 L_out=0.530 Acc=0.71 ---120841.62 ms/batch
Step 00024950 L_out=0.234 Acc=0.89 ---147825.67 ms/batch
Step 00025000 L_out=0.584 Acc=0.91 ---175508.24 ms/batch
Step 00025050 L_out=0.726 Acc=0.92 ---202562.88 ms/batch
Step 00025100 L_out=0.945 Acc=0.74 ---229857.39 ms/batch
Step 00025150 L_out=0.226 Acc=0.91 ---257583.55 ms/batch
Step 00025200 L_out=0.527 Acc=0.87 ---285150.07 ms/batch
Step 00025250 L_out=0.395 Acc=0.93 ---313349.84 ms/batch
Step 00025300 L_out=0.738 Acc=0.79 ---340468.37 ms/batch
Round 3 | epoch=7, train costTime=365.3441107273102, | total_activation_sum=23047765
Round 3 | epoch=8, current m_iou=0.6696426644103424
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=162.1606891155243
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.406 Acc=0.84 --- 2292.92 ms/batch
Step 00025400 L_out=1.186 Acc=0.88 ---29815.23 ms/batch
Step 00025450 L_out=0.424 Acc=0.77 ---56996.82 ms/batch
Step 00025500 L_out=0.289 Acc=0.88 ---84472.43 ms/batch
Step 00025550 L_out=0.396 Acc=0.90 ---111874.83 ms/batch
Step 00025600 L_out=0.162 Acc=0.94 ---139247.51 ms/batch
Step 00025650 L_out=1.402 Acc=0.74 ---166857.35 ms/batch
Step 00025700 L_out=0.476 Acc=0.93 ---194546.63 ms/batch
Step 00025750 L_out=0.458 Acc=0.89 ---221954.72 ms/batch
Step 00025800 L_out=0.385 Acc=0.88 ---248979.71 ms/batch
Step 00025850 L_out=0.386 Acc=0.83 ---274666.59 ms/batch
Step 00025900 L_out=0.489 Acc=0.87 ---302026.14 ms/batch
Step 00025950 L_out=0.324 Acc=0.80 ---328767.94 ms/batch
Step 00026000 L_out=0.372 Acc=0.91 ---354931.15 ms/batch
Round 3 | epoch=8, train costTime=361.57016468048096, | total_activation_sum=22979077
Round 3 | epoch=9, current m_iou=0.6393247056362075
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=178.05805468559265
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.456 Acc=0.88 ---20766.37 ms/batch
Step 00026100 L_out=0.349 Acc=0.92 ---47636.18 ms/batch
Step 00026150 L_out=0.532 Acc=0.91 ---74911.91 ms/batch
Step 00026200 L_out=0.306 Acc=0.84 ---102815.63 ms/batch
Step 00026250 L_out=0.391 Acc=0.91 ---129724.75 ms/batch
Step 00026300 L_out=0.291 Acc=0.94 ---156724.50 ms/batch
Step 00026350 L_out=0.141 Acc=0.94 ---184079.87 ms/batch
Step 00026400 L_out=0.289 Acc=0.91 ---211901.34 ms/batch
Step 00026450 L_out=0.452 Acc=0.91 ---239363.19 ms/batch
Step 00026500 L_out=0.418 Acc=0.87 ---266639.90 ms/batch
Step 00026550 L_out=0.542 Acc=0.87 ---294681.75 ms/batch
Step 00026600 L_out=0.495 Acc=0.79 ---322610.85 ms/batch
Step 00026650 L_out=0.394 Acc=0.92 ---349717.35 ms/batch
Round 3 | epoch=9, train costTime=365.65450716018677, | total_activation_sum=22910696
Round 3 | epoch=10, current m_iou=0.6575214530774331
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=184.36378812789917
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.266 Acc=0.91 ---10921.84 ms/batch
Step 00026750 L_out=0.485 Acc=0.94 ---38292.37 ms/batch
Step 00026800 L_out=0.393 Acc=0.89 ---65681.89 ms/batch
Step 00026850 L_out=0.249 Acc=0.94 ---93259.30 ms/batch
Step 00026900 L_out=0.579 Acc=0.77 ---120909.33 ms/batch
Step 00026950 L_out=0.359 Acc=0.88 ---148188.48 ms/batch
Step 00027000 L_out=0.557 Acc=0.93 ---176130.42 ms/batch
Step 00027050 L_out=0.368 Acc=0.91 ---203594.40 ms/batch
Step 00027100 L_out=0.202 Acc=0.94 ---230967.63 ms/batch
Step 00027150 L_out=0.789 Acc=0.82 ---258219.99 ms/batch
Step 00027200 L_out=0.288 Acc=0.87 ---285761.21 ms/batch
Step 00027250 L_out=0.186 Acc=0.93 ---312265.41 ms/batch
Step 00027300 L_out=0.480 Acc=0.85 ---339614.55 ms/batch
Round 3 | epoch=10, train costTime=366.105765581131, | total_activation_sum=23028298
Round 3 | epoch=11, current m_iou=0.6577937386584767
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=181.75218081474304
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.506 Acc=0.87 --- 1639.70 ms/batch
Step 00027400 L_out=0.858 Acc=0.78 ---29116.39 ms/batch
Step 00027450 L_out=0.719 Acc=0.70 ---56716.04 ms/batch
Step 00027500 L_out=0.181 Acc=0.97 ---84206.05 ms/batch
Step 00027550 L_out=0.415 Acc=0.94 ---111754.59 ms/batch
Step 00027600 L_out=0.161 Acc=0.92 ---139478.05 ms/batch
Step 00027650 L_out=0.495 Acc=0.77 ---167041.59 ms/batch
Step 00027700 L_out=1.153 Acc=0.77 ---195068.02 ms/batch
Step 00027750 L_out=0.099 Acc=0.94 ---222810.86 ms/batch
Step 00027800 L_out=0.303 Acc=0.88 ---250597.28 ms/batch
Step 00027850 L_out=0.513 Acc=0.93 ---278893.40 ms/batch
Step 00027900 L_out=0.259 Acc=0.96 ---306466.70 ms/batch
Step 00027950 L_out=0.268 Acc=0.95 ---334548.30 ms/batch
Step 00028000 L_out=0.890 Acc=0.84 ---361767.23 ms/batch
Round 3 | epoch=11, train costTime=369.32730889320374, | total_activation_sum=22960608
Round 3 | epoch=12, current m_iou=0.6531782450085801
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=186.49052810668945
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.298 Acc=0.91 ---19688.14 ms/batch
Step 00028100 L_out=1.166 Acc=0.84 ---46865.81 ms/batch
Step 00028150 L_out=0.302 Acc=0.91 ---74742.53 ms/batch
Step 00028200 L_out=0.218 Acc=0.92 ---102311.72 ms/batch
Step 00028250 L_out=0.403 Acc=0.91 ---129731.21 ms/batch
Step 00028300 L_out=0.435 Acc=0.86 ---156949.67 ms/batch
Step 00028350 L_out=0.464 Acc=0.92 ---184045.91 ms/batch
Step 00028400 L_out=0.388 Acc=0.89 ---211142.39 ms/batch
Step 00028450 L_out=0.255 Acc=0.91 ---238775.86 ms/batch
Step 00028500 L_out=0.615 Acc=0.67 ---266184.97 ms/batch
Step 00028550 L_out=0.558 Acc=0.89 ---294260.94 ms/batch
Step 00028600 L_out=0.321 Acc=0.94 ---322464.63 ms/batch
Step 00028650 L_out=0.454 Acc=0.92 ---349789.54 ms/batch
Round 3 | epoch=12, train costTime=366.8487410545349, | total_activation_sum=23021995
Round 3 | epoch=13, current m_iou=0.6537398728540542
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=180.11202025413513
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.435 Acc=0.91 ---10201.53 ms/batch
Step 00028750 L_out=0.324 Acc=0.92 ---36919.54 ms/batch
Step 00028800 L_out=0.400 Acc=0.92 ---63978.68 ms/batch
Step 00028850 L_out=0.425 Acc=0.89 ---91132.71 ms/batch
Step 00028900 L_out=0.307 Acc=0.94 ---118550.42 ms/batch
Step 00028950 L_out=0.159 Acc=0.93 ---145061.20 ms/batch
Step 00029000 L_out=0.176 Acc=0.86 ---172370.75 ms/batch
Step 00029050 L_out=0.212 Acc=0.94 ---199723.65 ms/batch
Step 00029100 L_out=0.722 Acc=0.88 ---227261.79 ms/batch
Step 00029150 L_out=0.146 Acc=0.92 ---254923.75 ms/batch
Step 00029200 L_out=0.744 Acc=0.84 ---283000.93 ms/batch
Step 00029250 L_out=0.200 Acc=0.93 ---310861.25 ms/batch
Step 00029300 L_out=0.146 Acc=0.83 ---338815.34 ms/batch
Round 3 | epoch=13, train costTime=364.70642924308777, | total_activation_sum=23029931
Round 3 | epoch=14, current m_iou=0.629060599748243
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=182.025404214859
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.712 Acc=0.80 --- 1265.55 ms/batch
Step 00029400 L_out=0.356 Acc=0.89 ---28131.33 ms/batch
Step 00029450 L_out=0.467 Acc=0.90 ---55099.14 ms/batch
Step 00029500 L_out=0.161 Acc=0.95 ---82238.24 ms/batch
Step 00029550 L_out=0.186 Acc=0.92 ---109472.64 ms/batch
Step 00029600 L_out=0.286 Acc=0.84 ---136735.98 ms/batch
Step 00029650 L_out=0.519 Acc=0.84 ---164156.88 ms/batch
Step 00029700 L_out=0.339 Acc=0.91 ---191498.48 ms/batch
Step 00029750 L_out=0.497 Acc=0.81 ---219400.96 ms/batch
Step 00029800 L_out=0.485 Acc=0.89 ---246888.55 ms/batch
Step 00029850 L_out=0.333 Acc=0.90 ---274487.05 ms/batch
Step 00029900 L_out=0.303 Acc=0.70 ---303054.03 ms/batch
Step 00029950 L_out=0.457 Acc=0.93 ---331239.74 ms/batch
Step 00030000 L_out=0.119 Acc=0.94 ---358827.01 ms/batch
Round 3 | epoch=14, train costTime=366.9905381202698, | total_activation_sum=22905232
Round 3 | epoch=15, current m_iou=0.641379290149485
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=168.10013127326965
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.411 Acc=0.89 ---18794.88 ms/batch
Step 00030100 L_out=0.643 Acc=0.93 ---45620.07 ms/batch
Step 00030150 L_out=0.636 Acc=0.87 ---72956.03 ms/batch
Step 00030200 L_out=0.499 Acc=0.85 ---99806.38 ms/batch
Step 00030250 L_out=0.240 Acc=0.90 ---127052.14 ms/batch
Step 00030300 L_out=0.393 Acc=0.92 ---154308.77 ms/batch
Step 00030350 L_out=0.150 Acc=0.91 ---181557.58 ms/batch
Step 00030400 L_out=0.213 Acc=0.94 ---208889.51 ms/batch
Step 00030450 L_out=0.249 Acc=0.91 ---235648.21 ms/batch
Step 00030500 L_out=0.262 Acc=0.95 ---262957.73 ms/batch
Step 00030550 L_out=0.251 Acc=0.93 ---290981.62 ms/batch
Step 00030600 L_out=0.234 Acc=0.95 ---318599.75 ms/batch
Step 00030650 L_out=0.228 Acc=0.88 ---345892.73 ms/batch
Round 3 | epoch=15, train costTime=363.6033797264099, | total_activation_sum=23050256
Round 3 | epoch=16, current m_iou=0.6426787652942347
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=182.4911069869995
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.428 Acc=0.94 --- 9832.48 ms/batch
Step 00030750 L_out=0.295 Acc=0.89 ---37346.99 ms/batch
Step 00030800 L_out=0.424 Acc=0.92 ---64510.73 ms/batch
Step 00030850 L_out=0.285 Acc=0.96 ---91572.26 ms/batch
Step 00030900 L_out=0.130 Acc=0.92 ---118722.04 ms/batch
Step 00030950 L_out=0.373 Acc=0.91 ---146020.57 ms/batch
Step 00031000 L_out=0.780 Acc=0.82 ---173048.80 ms/batch
Step 00031050 L_out=0.217 Acc=0.92 ---200149.81 ms/batch
Step 00031100 L_out=0.486 Acc=0.87 ---227502.46 ms/batch
Step 00031150 L_out=0.273 Acc=0.93 ---254255.10 ms/batch
Step 00031200 L_out=0.526 Acc=0.91 ---281730.32 ms/batch
Step 00031250 L_out=0.406 Acc=0.93 ---309391.60 ms/batch
Step 00031300 L_out=0.189 Acc=0.84 ---337540.25 ms/batch
Round 3 | epoch=16, train costTime=364.58743834495544, | total_activation_sum=22970823
Round 3 | epoch=17, current m_iou=0.6459963277667443
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=180.95993947982788
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.647 Acc=0.87 ---  583.27 ms/batch
Step 00031400 L_out=0.477 Acc=0.81 ---27875.76 ms/batch
Step 00031450 L_out=0.374 Acc=0.89 ---54928.32 ms/batch
Step 00031500 L_out=0.148 Acc=0.90 ---81654.09 ms/batch
Step 00031550 L_out=0.629 Acc=0.89 ---108525.43 ms/batch
Step 00031600 L_out=0.342 Acc=0.90 ---135121.59 ms/batch
Step 00031650 L_out=0.326 Acc=0.82 ---162462.52 ms/batch
Step 00031700 L_out=0.410 Acc=0.94 ---189716.34 ms/batch
Step 00031750 L_out=0.173 Acc=0.95 ---216738.92 ms/batch
Step 00031800 L_out=0.335 Acc=0.93 ---243540.01 ms/batch
Step 00031850 L_out=0.513 Acc=0.89 ---270796.73 ms/batch
Step 00031900 L_out=0.309 Acc=0.92 ---298121.94 ms/batch
Step 00031950 L_out=0.813 Acc=0.81 ---325558.60 ms/batch
Step 00032000 L_out=0.387 Acc=0.82 ---352667.49 ms/batch
Round 3 | epoch=17, train costTime=361.5168180465698, | total_activation_sum=22936440
Round 3 | epoch=18, current m_iou=0.6470029720428312
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=173.73270773887634
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.219 Acc=0.91 ---18255.79 ms/batch
Step 00032100 L_out=0.356 Acc=0.88 ---45499.51 ms/batch
Step 00032150 L_out=0.324 Acc=0.87 ---72443.20 ms/batch
Step 00032200 L_out=1.095 Acc=0.83 ---99453.34 ms/batch
Step 00032250 L_out=0.281 Acc=0.87 ---126643.99 ms/batch
Step 00032300 L_out=0.330 Acc=0.89 ---153689.09 ms/batch
Step 00032350 L_out=0.157 Acc=0.91 ---180680.68 ms/batch
Step 00032400 L_out=0.230 Acc=0.93 ---207727.65 ms/batch
Step 00032450 L_out=0.525 Acc=0.87 ---234951.44 ms/batch
Step 00032500 L_out=0.317 Acc=0.90 ---262321.50 ms/batch
Step 00032550 L_out=0.217 Acc=0.92 ---290284.06 ms/batch
Step 00032600 L_out=0.199 Acc=0.95 ---317870.72 ms/batch
Step 00032650 L_out=0.273 Acc=0.87 ---344954.90 ms/batch
Round 3 | epoch=18, train costTime=363.2603061199188, | total_activation_sum=22962325
Round 3 | epoch=19, current m_iou=0.647029370553897
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=178.23256993293762
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.144 Acc=0.96 --- 9899.11 ms/batch
Step 00032750 L_out=0.427 Acc=0.90 ---37441.10 ms/batch
Step 00032800 L_out=0.585 Acc=0.91 ---64110.21 ms/batch
Step 00032850 L_out=0.564 Acc=0.91 ---91392.49 ms/batch
Step 00032900 L_out=0.031 Acc=0.95 ---118186.08 ms/batch
Step 00032950 L_out=0.554 Acc=0.89 ---145140.91 ms/batch
Step 00033000 L_out=0.254 Acc=0.92 ---172470.99 ms/batch
Step 00033050 L_out=0.312 Acc=0.94 ---200709.43 ms/batch
Step 00033100 L_out=0.815 Acc=0.86 ---228083.28 ms/batch
Step 00033150 L_out=0.077 Acc=0.91 ---255539.77 ms/batch
Step 00033200 L_out=0.736 Acc=0.84 ---282641.10 ms/batch
Step 00033250 L_out=0.434 Acc=0.85 ---310893.10 ms/batch
Step 00033300 L_out=0.253 Acc=0.94 ---338465.06 ms/batch
Step 00033350 L_out=0.225 Acc=0.90 ---366302.99 ms/batch
Round 3 | epoch=19, train costTime=366.3031575679779, | total_activation_sum=22946364
Round 3 | epoch=20, current m_iou=0.6610238393981249
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=164.3028371334076
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.528 Acc=0.84 ---27780.51 ms/batch
Step 00033450 L_out=0.462 Acc=0.90 ---55226.51 ms/batch
Step 00033500 L_out=0.612 Acc=0.80 ---83144.46 ms/batch
Step 00033550 L_out=0.288 Acc=0.91 ---109975.82 ms/batch
Step 00033600 L_out=0.207 Acc=0.93 ---137026.84 ms/batch
Step 00033650 L_out=0.299 Acc=0.91 ---163968.14 ms/batch
Step 00033700 L_out=0.484 Acc=0.90 ---191295.67 ms/batch
Step 00033750 L_out=0.297 Acc=0.92 ---218600.09 ms/batch
Step 00033800 L_out=0.225 Acc=0.89 ---246233.58 ms/batch
Step 00033850 L_out=0.314 Acc=0.86 ---273169.44 ms/batch
Step 00033900 L_out=0.571 Acc=0.87 ---300352.38 ms/batch
Step 00033950 L_out=0.405 Acc=0.82 ---326978.34 ms/batch
Step 00034000 L_out=0.136 Acc=0.92 ---352799.88 ms/batch
Round 3 | epoch=20, train costTime=361.7845890522003, | total_activation_sum=22942133
Round 3 | epoch=21, current m_iou=0.6532393874319732
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=172.58443570137024
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.789 Acc=0.81 ---18185.27 ms/batch
Step 00034100 L_out=0.240 Acc=0.89 ---45289.80 ms/batch
Step 00034150 L_out=0.277 Acc=0.93 ---72129.94 ms/batch
Step 00034200 L_out=0.105 Acc=0.89 ---99163.52 ms/batch
Step 00034250 L_out=0.357 Acc=0.92 ---126475.16 ms/batch
Step 00034300 L_out=0.569 Acc=0.91 ---153727.14 ms/batch
Step 00034350 L_out=0.185 Acc=0.92 ---180653.78 ms/batch
Step 00034400 L_out=0.446 Acc=0.89 ---207988.56 ms/batch
Step 00034450 L_out=0.419 Acc=0.92 ---235270.85 ms/batch
Step 00034500 L_out=0.340 Acc=0.81 ---261987.41 ms/batch
Step 00034550 L_out=0.590 Acc=0.85 ---289042.68 ms/batch
Step 00034600 L_out=0.213 Acc=0.88 ---316456.39 ms/batch
Step 00034650 L_out=0.209 Acc=0.95 ---343464.55 ms/batch
Round 3 | epoch=21, train costTime=361.8841714859009, | total_activation_sum=22999803
Round 3 | epoch=22, current m_iou=0.6483938742432136
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=175.05753231048584
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.277 Acc=0.92 --- 9220.95 ms/batch
Step 00034750 L_out=0.270 Acc=0.94 ---36701.83 ms/batch
Step 00034800 L_out=0.336 Acc=0.88 ---64064.99 ms/batch
Step 00034850 L_out=0.316 Acc=0.94 ---91871.06 ms/batch
Step 00034900 L_out=0.324 Acc=0.91 ---119900.99 ms/batch
Step 00034950 L_out=0.247 Acc=0.95 ---147333.01 ms/batch
Step 00035000 L_out=0.378 Acc=0.93 ---174501.73 ms/batch
Step 00035050 L_out=0.181 Acc=0.96 ---201851.69 ms/batch
Step 00035100 L_out=0.236 Acc=0.94 ---229633.87 ms/batch
Step 00035150 L_out=0.266 Acc=0.92 ---257302.88 ms/batch
Step 00035200 L_out=0.203 Acc=0.93 ---285386.72 ms/batch
Step 00035250 L_out=0.315 Acc=0.96 ---312753.25 ms/batch
Step 00035300 L_out=0.204 Acc=0.83 ---340362.65 ms/batch
Step 00035350 L_out=0.332 Acc=0.89 ---366924.65 ms/batch
Round 3 | epoch=22, train costTime=367.4188117980957, | total_activation_sum=22973155
Round 3 | epoch=23, current m_iou=0.646256116667488
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=191.59651827812195
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.172 Acc=0.91 ---27111.86 ms/batch
Step 00035450 L_out=0.246 Acc=0.90 ---54772.60 ms/batch
Step 00035500 L_out=0.202 Acc=0.93 ---81929.53 ms/batch
Step 00035550 L_out=0.316 Acc=0.90 ---109325.70 ms/batch
Step 00035600 L_out=0.556 Acc=0.92 ---136753.05 ms/batch
Step 00035650 L_out=0.372 Acc=0.87 ---163959.79 ms/batch
Step 00035700 L_out=0.395 Acc=0.89 ---191526.83 ms/batch
Step 00035750 L_out=0.135 Acc=0.93 ---218929.27 ms/batch
Step 00035800 L_out=0.102 Acc=0.92 ---246683.31 ms/batch
Step 00035850 L_out=0.419 Acc=0.93 ---274313.00 ms/batch
Step 00035900 L_out=0.152 Acc=0.97 ---301457.18 ms/batch
Step 00035950 L_out=0.307 Acc=0.93 ---329116.10 ms/batch
Step 00036000 L_out=0.330 Acc=0.91 ---357276.64 ms/batch
Round 3 | epoch=23, train costTime=367.05747842788696, | total_activation_sum=23100374
Round 3 | epoch=24, current m_iou=0.6536120824821707
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=187.95987606048584
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.142 Acc=0.95 ---17282.96 ms/batch
Step 00036100 L_out=0.346 Acc=0.93 ---45001.82 ms/batch
Step 00036150 L_out=0.259 Acc=0.85 ---72157.27 ms/batch
Step 00036200 L_out=0.205 Acc=0.91 ---99467.72 ms/batch
Step 00036250 L_out=0.319 Acc=0.85 ---127201.21 ms/batch
Step 00036300 L_out=0.145 Acc=0.86 ---155301.04 ms/batch
Step 00036350 L_out=0.388 Acc=0.93 ---182707.96 ms/batch
Step 00036400 L_out=0.301 Acc=0.92 ---210394.44 ms/batch
Step 00036450 L_out=0.373 Acc=0.79 ---237649.68 ms/batch
Step 00036500 L_out=0.508 Acc=0.94 ---264830.43 ms/batch
Step 00036550 L_out=0.255 Acc=0.88 ---292402.55 ms/batch
Step 00036600 L_out=0.099 Acc=0.92 ---320245.04 ms/batch
Step 00036650 L_out=0.578 Acc=0.80 ---347854.06 ms/batch
Round 3 | epoch=24, train costTime=366.7206118106842, | total_activation_sum=22848749
Round 3 | epoch=25, current m_iou=0.6540988610932668
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=186.7934296131134
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.305 Acc=0.93 --- 7014.49 ms/batch
Step 00036750 L_out=0.214 Acc=0.94 ---34712.47 ms/batch
Step 00036800 L_out=0.433 Acc=0.88 ---62372.79 ms/batch
Step 00036850 L_out=0.063 Acc=0.95 ---89854.15 ms/batch
Step 00036900 L_out=0.259 Acc=0.93 ---116764.07 ms/batch
Step 00036950 L_out=0.281 Acc=0.95 ---144486.72 ms/batch
Step 00037000 L_out=0.244 Acc=0.95 ---171771.52 ms/batch
Step 00037050 L_out=0.349 Acc=0.89 ---198926.34 ms/batch
Step 00037100 L_out=0.246 Acc=0.87 ---226009.07 ms/batch
Step 00037150 L_out=0.524 Acc=0.88 ---253327.53 ms/batch
Step 00037200 L_out=0.734 Acc=0.88 ---280357.67 ms/batch
Step 00037250 L_out=0.390 Acc=0.88 ---307869.12 ms/batch
Step 00037300 L_out=0.320 Acc=0.93 ---334782.44 ms/batch
Step 00037350 L_out=0.371 Acc=0.89 ---362157.98 ms/batch
Round 3 | epoch=25, train costTime=363.20399951934814, | total_activation_sum=23057344
Round 3 | epoch=26, current m_iou=0.6549870691491906
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=182.14739227294922
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.235 Acc=0.88 ---25329.69 ms/batch
Step 00037450 L_out=0.144 Acc=0.95 ---53018.13 ms/batch
Step 00037500 L_out=0.169 Acc=0.96 ---80677.75 ms/batch
Step 00037550 L_out=0.384 Acc=0.95 ---107941.20 ms/batch
Step 00037600 L_out=0.275 Acc=0.92 ---135947.89 ms/batch
Step 00037650 L_out=0.537 Acc=0.87 ---163445.85 ms/batch
Step 00037700 L_out=0.504 Acc=0.91 ---190709.88 ms/batch
Step 00037750 L_out=0.173 Acc=0.95 ---217661.77 ms/batch
Step 00037800 L_out=0.253 Acc=0.93 ---244851.88 ms/batch
Step 00037850 L_out=0.250 Acc=0.94 ---271880.37 ms/batch
Step 00037900 L_out=0.322 Acc=0.92 ---299221.19 ms/batch
Step 00037950 L_out=0.073 Acc=0.95 ---325969.76 ms/batch
Step 00038000 L_out=0.266 Acc=0.92 ---353427.16 ms/batch
Round 3 | epoch=26, train costTime=363.7558934688568, | total_activation_sum=22984959
Round 3 | epoch=27, current m_iou=0.6444171097091819
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=201.90690922737122
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.378 Acc=0.90 ---14243.32 ms/batch
Step 00038100 L_out=0.211 Acc=0.95 ---37173.06 ms/batch
Step 00038150 L_out=0.554 Acc=0.89 ---60311.52 ms/batch
Step 00038200 L_out=0.434 Acc=0.82 ---83492.61 ms/batch
Step 00038250 L_out=0.378 Acc=0.93 ---106516.65 ms/batch
Step 00038300 L_out=0.378 Acc=0.94 ---129338.20 ms/batch
Step 00038350 L_out=0.276 Acc=0.94 ---151993.56 ms/batch
Step 00038400 L_out=0.266 Acc=0.80 ---174805.43 ms/batch
Step 00038450 L_out=0.340 Acc=0.91 ---197872.61 ms/batch
Step 00038500 L_out=0.398 Acc=0.85 ---221194.67 ms/batch
Step 00038550 L_out=0.347 Acc=0.88 ---244066.87 ms/batch
Step 00038600 L_out=0.354 Acc=0.91 ---266686.60 ms/batch
Step 00038650 L_out=0.127 Acc=0.92 ---289403.07 ms/batch
Round 3 | epoch=27, train costTime=305.65573835372925, | total_activation_sum=22990888
Round 3 | epoch=28, current m_iou=0.6481649029676693
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=143.22453594207764
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.458 Acc=0.89 --- 6346.03 ms/batch
Step 00038750 L_out=0.252 Acc=0.94 ---29003.95 ms/batch
Step 00038800 L_out=0.312 Acc=0.83 ---51847.42 ms/batch
Step 00038850 L_out=0.141 Acc=0.93 ---74302.58 ms/batch
Step 00038900 L_out=0.143 Acc=0.96 ---97103.09 ms/batch
Step 00038950 L_out=0.226 Acc=0.88 ---119735.76 ms/batch
Step 00039000 L_out=0.538 Acc=0.85 ---142840.54 ms/batch
Step 00039050 L_out=0.520 Acc=0.93 ---166095.83 ms/batch
Step 00039100 L_out=0.120 Acc=0.97 ---188778.56 ms/batch
Step 00039150 L_out=0.274 Acc=0.92 ---211416.84 ms/batch
Step 00039200 L_out=0.118 Acc=0.93 ---234302.14 ms/batch
Step 00039250 L_out=0.471 Acc=0.76 ---257740.07 ms/batch
Step 00039300 L_out=0.527 Acc=0.86 ---280491.09 ms/batch
Step 00039350 L_out=0.307 Acc=0.90 ---303312.54 ms/batch
Round 3 | epoch=28, train costTime=304.6646990776062, | total_activation_sum=23018020
Round 3 | epoch=29, current m_iou=0.6559321110924423
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=163.2574245929718
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.351 Acc=0.95 ---22567.14 ms/batch
Step 00039450 L_out=0.319 Acc=0.93 ---46492.99 ms/batch
Step 00039500 L_out=0.320 Acc=0.92 ---69721.69 ms/batch
Step 00039550 L_out=0.158 Acc=0.99 ---93227.59 ms/batch
Step 00039600 L_out=0.171 Acc=0.92 ---117029.44 ms/batch
Step 00039650 L_out=0.173 Acc=0.90 ---140737.92 ms/batch
Step 00039700 L_out=0.217 Acc=0.92 ---164492.23 ms/batch
Step 00039750 L_out=0.144 Acc=0.94 ---188034.59 ms/batch
Step 00039800 L_out=0.240 Acc=0.90 ---211721.91 ms/batch
Step 00039850 L_out=0.137 Acc=0.88 ---235363.29 ms/batch
Step 00039900 L_out=0.187 Acc=0.95 ---259021.57 ms/batch
Step 00039950 L_out=0.222 Acc=0.90 ---282528.09 ms/batch
Step 00040000 L_out=0.251 Acc=0.88 ---306177.86 ms/batch
Round 3 | epoch=29, train costTime=315.63262486457825, | total_activation_sum=23024588
Round 3 | epoch=30, current m_iou=0.6509364555812608
Round 3 | Best m_IoU is: 0.670, OA is: 0.912 | val costTime=163.22814965248108
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=1.038 Acc=0.58 ---16057.58 ms/batch
Step 00040100 L_out=1.070 Acc=0.79 ---43118.52 ms/batch
Step 00040150 L_out=1.923 Acc=0.51 ---70460.30 ms/batch
Step 00040200 L_out=1.145 Acc=0.71 ---97348.14 ms/batch
Step 00040250 L_out=1.910 Acc=0.67 ---124505.22 ms/batch
Step 00040300 L_out=0.816 Acc=0.74 ---152368.70 ms/batch
Step 00040350 L_out=0.481 Acc=0.92 ---180687.66 ms/batch
Step 00040400 L_out=0.952 Acc=0.82 ---208623.19 ms/batch
Step 00040450 L_out=0.711 Acc=0.85 ---235989.93 ms/batch
Step 00040500 L_out=1.139 Acc=0.76 ---263810.60 ms/batch
Step 00040550 L_out=0.580 Acc=0.84 ---288526.10 ms/batch
Step 00040600 L_out=0.508 Acc=0.93 ---315427.74 ms/batch
Step 00040650 L_out=0.652 Acc=0.73 ---342319.55 ms/batch
Round 4 | epoch=0, train costTime=362.06083369255066, | total_activation_sum=30571448
Round 4 | epoch=1, current m_iou=0.40408821591088095
Round 4 | Best m_IoU is: 0.404, OA is: 0.752 | val costTime=198.8486132621765
Round 4 | ****EPOCH 1****
Step 00040700 L_out=1.264 Acc=0.78 --- 7041.40 ms/batch
Step 00040750 L_out=1.115 Acc=0.74 ---34687.94 ms/batch
Step 00040800 L_out=0.516 Acc=0.86 ---62476.41 ms/batch
Step 00040850 L_out=1.976 Acc=0.76 ---90509.81 ms/batch
Step 00040900 L_out=0.541 Acc=0.92 ---118537.48 ms/batch
Step 00040950 L_out=1.672 Acc=0.71 ---146582.75 ms/batch
Step 00041000 L_out=0.506 Acc=0.85 ---174554.40 ms/batch
Step 00041050 L_out=1.170 Acc=0.93 ---202603.52 ms/batch
Step 00041100 L_out=0.620 Acc=0.95 ---227557.27 ms/batch
Step 00041150 L_out=0.446 Acc=0.92 ---252554.62 ms/batch
Step 00041200 L_out=0.445 Acc=0.89 ---280666.74 ms/batch
Step 00041250 L_out=0.843 Acc=0.73 ---308363.76 ms/batch
Step 00041300 L_out=1.152 Acc=0.68 ---336167.71 ms/batch
Step 00041350 L_out=0.723 Acc=0.86 ---364129.71 ms/batch
Round 4 | epoch=1, train costTime=366.3113486766815, | total_activation_sum=30837424
Round 4 | epoch=2, current m_iou=0.5880203504963941
Round 4 | Best m_IoU is: 0.588, OA is: 0.863 | val costTime=176.2358295917511
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.755 Acc=0.87 ---24921.07 ms/batch
Step 00041450 L_out=0.706 Acc=0.85 ---52157.24 ms/batch
Step 00041500 L_out=1.440 Acc=0.87 ---79498.76 ms/batch
Step 00041550 L_out=1.496 Acc=0.81 ---107805.81 ms/batch
Step 00041600 L_out=1.335 Acc=0.76 ---135921.03 ms/batch
Step 00041650 L_out=0.926 Acc=0.64 ---163340.32 ms/batch
Step 00041700 L_out=1.008 Acc=0.65 ---191133.47 ms/batch
Step 00041750 L_out=0.507 Acc=0.87 ---215225.43 ms/batch
Step 00041800 L_out=1.016 Acc=0.87 ---239975.01 ms/batch
Step 00041850 L_out=1.178 Acc=0.87 ---266920.62 ms/batch
Step 00041900 L_out=0.295 Acc=0.90 ---294168.95 ms/batch
Step 00041950 L_out=0.548 Acc=0.88 ---321030.48 ms/batch
Step 00042000 L_out=0.991 Acc=0.74 ---347802.42 ms/batch
Round 4 | epoch=2, train costTime=359.0291428565979, | total_activation_sum=30675661
Round 4 | epoch=3, current m_iou=0.6602154105633227
Round 4 | Best m_IoU is: 0.660, OA is: 0.901 | val costTime=178.99788856506348
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.494 Acc=0.88 ---15609.23 ms/batch
Step 00042100 L_out=0.607 Acc=0.95 ---43719.64 ms/batch
Step 00042150 L_out=0.300 Acc=0.89 ---71173.97 ms/batch
Step 00042200 L_out=0.362 Acc=0.91 ---98968.44 ms/batch
Step 00042250 L_out=0.688 Acc=0.87 ---125713.67 ms/batch
Step 00042300 L_out=0.546 Acc=0.94 ---153031.92 ms/batch
Step 00042350 L_out=4.213 Acc=0.85 ---179907.93 ms/batch
Step 00042400 L_out=0.852 Acc=0.87 ---205479.53 ms/batch
Step 00042450 L_out=0.561 Acc=0.89 ---228331.15 ms/batch
Step 00042500 L_out=0.842 Acc=0.93 ---253826.57 ms/batch
Step 00042550 L_out=0.997 Acc=0.84 ---280833.37 ms/batch
Step 00042600 L_out=0.582 Acc=0.82 ---308288.01 ms/batch
Step 00042650 L_out=0.504 Acc=0.90 ---335725.71 ms/batch
Round 4 | epoch=3, train costTime=356.43981194496155, | total_activation_sum=30607185
Round 4 | epoch=4, current m_iou=0.656156386311917
Round 4 | Best m_IoU is: 0.660, OA is: 0.901 | val costTime=196.1249988079071
Round 4 | ****EPOCH 4****
Step 00042700 L_out=1.134 Acc=0.68 --- 6737.28 ms/batch
Step 00042750 L_out=0.980 Acc=0.84 ---33670.23 ms/batch
Step 00042800 L_out=0.564 Acc=0.91 ---61028.57 ms/batch
Step 00042850 L_out=1.439 Acc=0.79 ---89267.72 ms/batch
Step 00042900 L_out=0.565 Acc=0.88 ---117499.61 ms/batch
Step 00042950 L_out=0.486 Acc=0.93 ---145102.30 ms/batch
Step 00043000 L_out=0.596 Acc=0.73 ---173216.98 ms/batch
Step 00043050 L_out=0.489 Acc=0.87 ---197294.94 ms/batch
Step 00043100 L_out=0.814 Acc=0.83 ---222348.03 ms/batch
Step 00043150 L_out=0.647 Acc=0.79 ---249998.72 ms/batch
Step 00043200 L_out=0.454 Acc=0.94 ---277358.76 ms/batch
Step 00043250 L_out=0.673 Acc=0.86 ---304597.50 ms/batch
Step 00043300 L_out=1.002 Acc=0.87 ---332196.84 ms/batch
Step 00043350 L_out=0.331 Acc=0.92 ---359467.56 ms/batch
Round 4 | epoch=4, train costTime=362.0642375946045, | total_activation_sum=30696997
Round 4 | epoch=5, current m_iou=0.6747654965434308
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=171.3691258430481
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.619 Acc=0.78 ---25149.93 ms/batch
Step 00043450 L_out=0.389 Acc=0.89 ---53305.06 ms/batch
Step 00043500 L_out=0.436 Acc=0.87 ---80967.56 ms/batch
Step 00043550 L_out=0.184 Acc=0.94 ---108909.77 ms/batch
Step 00043600 L_out=0.340 Acc=0.96 ---136624.82 ms/batch
Step 00043650 L_out=0.745 Acc=0.94 ---165065.65 ms/batch
Step 00043700 L_out=0.336 Acc=0.91 ---189807.79 ms/batch
Step 00043750 L_out=0.658 Acc=0.88 ---213810.24 ms/batch
Step 00043800 L_out=0.359 Acc=0.93 ---240877.73 ms/batch
Step 00043850 L_out=0.389 Acc=0.81 ---268731.86 ms/batch
Step 00043900 L_out=0.943 Acc=0.85 ---296599.00 ms/batch
Step 00043950 L_out=0.639 Acc=0.90 ---324203.75 ms/batch
Step 00044000 L_out=1.215 Acc=0.91 ---351722.57 ms/batch
Round 4 | epoch=5, train costTime=363.63236260414124, | total_activation_sum=30654554
Round 4 | epoch=6, current m_iou=0.6737852641582904
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=196.54237842559814
Round 4 | ****EPOCH 6****
Step 00044050 L_out=1.005 Acc=0.74 ---14792.06 ms/batch
Step 00044100 L_out=0.682 Acc=0.88 ---43109.02 ms/batch
Step 00044150 L_out=0.777 Acc=0.76 ---71895.69 ms/batch
Step 00044200 L_out=0.224 Acc=0.95 ---99782.74 ms/batch
Step 00044250 L_out=0.551 Acc=0.87 ---127205.79 ms/batch
Step 00044300 L_out=0.503 Acc=0.91 ---152928.43 ms/batch
Step 00044350 L_out=0.550 Acc=0.89 ---175974.59 ms/batch
Step 00044400 L_out=0.942 Acc=0.78 ---202607.68 ms/batch
Step 00044450 L_out=0.319 Acc=0.93 ---230010.92 ms/batch
Step 00044500 L_out=0.241 Acc=0.92 ---258384.55 ms/batch
Step 00044550 L_out=0.407 Acc=0.94 ---285339.07 ms/batch
Step 00044600 L_out=0.723 Acc=0.84 ---312394.81 ms/batch
Step 00044650 L_out=0.388 Acc=0.85 ---340140.51 ms/batch
Round 4 | epoch=6, train costTime=361.02729082107544, | total_activation_sum=30551345
Round 4 | epoch=7, current m_iou=0.6569550241902359
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=173.34602236747742
Round 4 | ****EPOCH 7****
Step 00044700 L_out=1.060 Acc=0.72 --- 6167.93 ms/batch
Step 00044750 L_out=0.220 Acc=0.91 ---33699.52 ms/batch
Step 00044800 L_out=0.437 Acc=0.94 ---61659.84 ms/batch
Step 00044850 L_out=0.547 Acc=0.94 ---89465.96 ms/batch
Step 00044900 L_out=0.481 Acc=0.89 ---117479.42 ms/batch
Step 00044950 L_out=1.045 Acc=0.91 ---145448.23 ms/batch
Step 00045000 L_out=0.431 Acc=0.95 ---168499.33 ms/batch
Step 00045050 L_out=0.511 Acc=0.89 ---195301.67 ms/batch
Step 00045100 L_out=0.509 Acc=0.95 ---223497.72 ms/batch
Step 00045150 L_out=0.547 Acc=0.86 ---251171.25 ms/batch
Step 00045200 L_out=0.250 Acc=0.94 ---279012.03 ms/batch
Step 00045250 L_out=0.518 Acc=0.93 ---306601.04 ms/batch
Step 00045300 L_out=0.443 Acc=0.94 ---334008.68 ms/batch
Step 00045350 L_out=0.372 Acc=0.96 ---361406.65 ms/batch
Round 4 | epoch=7, train costTime=364.66639733314514, | total_activation_sum=30703348
Round 4 | epoch=8, current m_iou=0.6706803498303673
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=183.67639708518982
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.582 Acc=0.92 ---24851.34 ms/batch
Step 00045450 L_out=0.242 Acc=0.92 ---52494.47 ms/batch
Step 00045500 L_out=0.567 Acc=0.90 ---80366.79 ms/batch
Step 00045550 L_out=0.488 Acc=0.94 ---108305.27 ms/batch
Step 00045600 L_out=0.514 Acc=0.91 ---134492.21 ms/batch
Step 00045650 L_out=0.453 Acc=0.91 ---157344.56 ms/batch
Step 00045700 L_out=0.321 Acc=0.94 ---184703.02 ms/batch
Step 00045750 L_out=0.760 Acc=0.85 ---211812.29 ms/batch
Step 00045800 L_out=0.325 Acc=0.93 ---239194.66 ms/batch
Step 00045850 L_out=0.274 Acc=0.93 ---266136.83 ms/batch
Step 00045900 L_out=0.493 Acc=0.88 ---293171.41 ms/batch
Step 00045950 L_out=0.280 Acc=0.92 ---321094.40 ms/batch
Step 00046000 L_out=0.360 Acc=0.94 ---348376.05 ms/batch
Round 4 | epoch=8, train costTime=360.72851514816284, | total_activation_sum=30676266
Round 4 | epoch=9, current m_iou=0.6482335880630046
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=170.218327999115
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.391 Acc=0.90 ---14847.72 ms/batch
Step 00046100 L_out=0.177 Acc=0.93 ---43254.37 ms/batch
Step 00046150 L_out=0.486 Acc=0.95 ---70970.87 ms/batch
Step 00046200 L_out=0.348 Acc=0.91 ---98237.29 ms/batch
Step 00046250 L_out=0.111 Acc=0.93 ---126765.95 ms/batch
Step 00046300 L_out=0.375 Acc=0.94 ---150850.86 ms/batch
Step 00046350 L_out=0.638 Acc=0.89 ---174426.47 ms/batch
Step 00046400 L_out=0.389 Acc=0.92 ---201972.90 ms/batch
Step 00046450 L_out=0.259 Acc=0.93 ---229537.39 ms/batch
Step 00046500 L_out=0.490 Acc=0.83 ---257229.06 ms/batch
Step 00046550 L_out=0.205 Acc=0.95 ---285129.93 ms/batch
Step 00046600 L_out=0.483 Acc=0.89 ---312265.25 ms/batch
Step 00046650 L_out=0.562 Acc=0.92 ---339082.84 ms/batch
Round 4 | epoch=9, train costTime=360.9005138874054, | total_activation_sum=30628691
Round 4 | epoch=10, current m_iou=0.6233059840549576
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=172.45234155654907
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.819 Acc=0.83 --- 5662.68 ms/batch
Step 00046750 L_out=0.365 Acc=0.94 ---32963.87 ms/batch
Step 00046800 L_out=0.747 Acc=0.90 ---61074.77 ms/batch
Step 00046850 L_out=0.228 Acc=0.92 ---88916.31 ms/batch
Step 00046900 L_out=0.189 Acc=0.93 ---116270.49 ms/batch
Step 00046950 L_out=0.514 Acc=0.87 ---143356.87 ms/batch
Step 00047000 L_out=0.511 Acc=0.87 ---166524.13 ms/batch
Step 00047050 L_out=0.402 Acc=0.92 ---192949.88 ms/batch
Step 00047100 L_out=0.202 Acc=0.93 ---219763.07 ms/batch
Step 00047150 L_out=0.310 Acc=0.90 ---246750.40 ms/batch
Step 00047200 L_out=0.078 Acc=0.81 ---273787.54 ms/batch
Step 00047250 L_out=0.196 Acc=0.96 ---300851.40 ms/batch
Step 00047300 L_out=0.453 Acc=0.84 ---328301.86 ms/batch
Step 00047350 L_out=0.290 Acc=0.93 ---355274.00 ms/batch
Round 4 | epoch=10, train costTime=359.13089060783386, | total_activation_sum=30571783
Round 4 | epoch=11, current m_iou=0.6657363277460503
Round 4 | Best m_IoU is: 0.675, OA is: 0.914 | val costTime=189.8465974330902
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.366 Acc=0.95 ---24374.88 ms/batch
Step 00047450 L_out=2.126 Acc=0.88 ---52640.30 ms/batch
Step 00047500 L_out=0.213 Acc=0.96 ---79912.57 ms/batch
Step 00047550 L_out=0.965 Acc=0.88 ---108137.03 ms/batch
Step 00047600 L_out=0.611 Acc=0.91 ---134374.18 ms/batch
Step 00047650 L_out=1.046 Acc=0.88 ---157513.85 ms/batch
Step 00047700 L_out=0.449 Acc=0.88 ---185416.64 ms/batch
Step 00047750 L_out=0.352 Acc=0.90 ---213224.63 ms/batch
Step 00047800 L_out=0.329 Acc=0.95 ---240210.36 ms/batch
Step 00047850 L_out=0.667 Acc=0.91 ---267314.22 ms/batch
Step 00047900 L_out=0.469 Acc=0.93 ---294064.79 ms/batch
Step 00047950 L_out=0.383 Acc=0.88 ---321337.39 ms/batch
Step 00048000 L_out=0.574 Acc=0.90 ---348261.71 ms/batch
Round 4 | epoch=11, train costTime=361.0779848098755, | total_activation_sum=30626878
Round 4 | epoch=12, current m_iou=0.6760912245038755
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=173.38446712493896
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.191 Acc=0.90 ---14316.15 ms/batch
Step 00048100 L_out=0.218 Acc=0.94 ---41847.28 ms/batch
Step 00048150 L_out=0.223 Acc=0.97 ---69533.81 ms/batch
Step 00048200 L_out=0.337 Acc=0.92 ---97825.50 ms/batch
Step 00048250 L_out=0.347 Acc=0.81 ---125421.48 ms/batch
Step 00048300 L_out=0.711 Acc=0.70 ---148193.43 ms/batch
Step 00048350 L_out=0.381 Acc=0.96 ---174086.18 ms/batch
Step 00048400 L_out=0.353 Acc=0.93 ---201035.75 ms/batch
Step 00048450 L_out=0.255 Acc=0.95 ---228085.87 ms/batch
Step 00048500 L_out=0.282 Acc=0.88 ---255201.22 ms/batch
Step 00048550 L_out=0.522 Acc=0.92 ---282233.65 ms/batch
Step 00048600 L_out=0.390 Acc=0.90 ---309998.09 ms/batch
Step 00048650 L_out=0.714 Acc=0.93 ---338002.85 ms/batch
Round 4 | epoch=12, train costTime=360.7738311290741, | total_activation_sum=30720519
Round 4 | epoch=13, current m_iou=0.6601611082619181
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=193.7726879119873
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.301 Acc=0.91 --- 5173.90 ms/batch
Step 00048750 L_out=0.625 Acc=0.92 ---33006.98 ms/batch
Step 00048800 L_out=0.355 Acc=0.95 ---60728.13 ms/batch
Step 00048850 L_out=0.331 Acc=0.90 ---88334.96 ms/batch
Step 00048900 L_out=0.302 Acc=0.95 ---115353.79 ms/batch
Step 00048950 L_out=0.384 Acc=0.95 ---138237.45 ms/batch
Step 00049000 L_out=0.353 Acc=0.88 ---163697.63 ms/batch
Step 00049050 L_out=0.415 Acc=0.88 ---190716.34 ms/batch
Step 00049100 L_out=2.172 Acc=0.65 ---218109.65 ms/batch
Step 00049150 L_out=0.269 Acc=0.86 ---245072.98 ms/batch
Step 00049200 L_out=1.251 Acc=0.92 ---271898.77 ms/batch
Step 00049250 L_out=0.580 Acc=0.84 ---298782.53 ms/batch
Step 00049300 L_out=0.423 Acc=0.86 ---325156.20 ms/batch
Step 00049350 L_out=0.650 Acc=0.89 ---352093.08 ms/batch
Round 4 | epoch=13, train costTime=356.4781210422516, | total_activation_sum=30598334
Round 4 | epoch=14, current m_iou=0.6626689895675774
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=172.7232620716095
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.490 Acc=0.90 ---23245.20 ms/batch
Step 00049450 L_out=0.813 Acc=0.87 ---51147.09 ms/batch
Step 00049500 L_out=0.567 Acc=0.88 ---78212.75 ms/batch
Step 00049550 L_out=1.013 Acc=0.88 ---105865.41 ms/batch
Step 00049600 L_out=0.525 Acc=0.81 ---132193.25 ms/batch
Step 00049650 L_out=0.403 Acc=0.93 ---155147.59 ms/batch
Step 00049700 L_out=1.090 Acc=0.81 ---181962.08 ms/batch
Step 00049750 L_out=0.544 Acc=0.91 ---210042.45 ms/batch
Step 00049800 L_out=0.198 Acc=0.91 ---237645.50 ms/batch
Step 00049850 L_out=0.546 Acc=0.93 ---265360.10 ms/batch
Step 00049900 L_out=0.394 Acc=0.91 ---292981.17 ms/batch
Step 00049950 L_out=0.689 Acc=0.89 ---320503.59 ms/batch
Step 00050000 L_out=0.327 Acc=0.85 ---348427.51 ms/batch
Round 4 | epoch=14, train costTime=361.8953516483307, | total_activation_sum=30699415
Round 4 | epoch=15, current m_iou=0.6661590107755093
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=173.76541090011597
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.567 Acc=0.92 ---13890.54 ms/batch
Step 00050100 L_out=0.381 Acc=0.94 ---42102.45 ms/batch
Step 00050150 L_out=0.134 Acc=0.92 ---70088.22 ms/batch
Step 00050200 L_out=0.796 Acc=0.82 ---98031.86 ms/batch
Step 00050250 L_out=0.228 Acc=0.94 ---126055.45 ms/batch
Step 00050300 L_out=0.395 Acc=0.95 ---149558.61 ms/batch
Step 00050350 L_out=0.207 Acc=0.92 ---174663.93 ms/batch
Step 00050400 L_out=0.246 Acc=0.93 ---202366.70 ms/batch
Step 00050450 L_out=0.613 Acc=0.87 ---230471.18 ms/batch
Step 00050500 L_out=0.302 Acc=0.87 ---258672.40 ms/batch
Step 00050550 L_out=0.451 Acc=0.90 ---286140.52 ms/batch
Step 00050600 L_out=0.509 Acc=0.85 ---313530.97 ms/batch
Step 00050650 L_out=0.294 Acc=0.95 ---340849.50 ms/batch
Round 4 | epoch=15, train costTime=364.0468122959137, | total_activation_sum=30648914
Round 4 | epoch=16, current m_iou=0.6616050694336442
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=179.33355021476746
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.156 Acc=0.80 --- 4485.45 ms/batch
Step 00050750 L_out=0.404 Acc=0.94 ---32053.21 ms/batch
Step 00050800 L_out=0.646 Acc=0.87 ---59626.45 ms/batch
Step 00050850 L_out=0.237 Acc=0.94 ---88372.57 ms/batch
Step 00050900 L_out=0.264 Acc=0.96 ---116820.67 ms/batch
Step 00050950 L_out=0.482 Acc=0.92 ---141213.98 ms/batch
Step 00051000 L_out=0.491 Acc=0.89 ---165462.78 ms/batch
Step 00051050 L_out=0.375 Acc=0.93 ---192738.40 ms/batch
Step 00051100 L_out=0.368 Acc=0.94 ---220768.44 ms/batch
Step 00051150 L_out=0.472 Acc=0.92 ---247800.08 ms/batch
Step 00051200 L_out=0.507 Acc=0.92 ---276044.20 ms/batch
Step 00051250 L_out=0.269 Acc=0.95 ---303389.42 ms/batch
Step 00051300 L_out=0.254 Acc=0.96 ---330384.68 ms/batch
Step 00051350 L_out=0.881 Acc=0.90 ---357826.28 ms/batch
Round 4 | epoch=16, train costTime=362.63345742225647, | total_activation_sum=30563392
Round 4 | epoch=17, current m_iou=0.6644099664265344
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=168.50818157196045
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.240 Acc=0.93 ---23266.64 ms/batch
Step 00051450 L_out=0.614 Acc=0.83 ---50740.28 ms/batch
Step 00051500 L_out=0.311 Acc=0.93 ---78742.59 ms/batch
Step 00051550 L_out=0.485 Acc=0.87 ---105980.36 ms/batch
Step 00051600 L_out=0.151 Acc=0.94 ---133395.11 ms/batch
Step 00051650 L_out=0.360 Acc=0.93 ---156901.79 ms/batch
Step 00051700 L_out=0.274 Acc=0.96 ---182526.37 ms/batch
Step 00051750 L_out=0.300 Acc=0.94 ---209195.83 ms/batch
Step 00051800 L_out=0.196 Acc=0.93 ---236452.22 ms/batch
Step 00051850 L_out=0.287 Acc=0.95 ---263891.72 ms/batch
Step 00051900 L_out=0.216 Acc=0.95 ---290704.61 ms/batch
Step 00051950 L_out=0.231 Acc=0.93 ---318634.58 ms/batch
Step 00052000 L_out=0.410 Acc=0.95 ---346290.66 ms/batch
Round 4 | epoch=17, train costTime=360.3277976512909, | total_activation_sum=30750041
Round 4 | epoch=18, current m_iou=0.6726248688127167
Round 4 | Best m_IoU is: 0.676, OA is: 0.910 | val costTime=175.13453364372253
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.296 Acc=0.92 ---13280.99 ms/batch
Step 00052100 L_out=0.513 Acc=0.91 ---40923.72 ms/batch
Step 00052150 L_out=0.496 Acc=0.89 ---69338.15 ms/batch
Step 00052200 L_out=0.745 Acc=0.88 ---97620.96 ms/batch
Step 00052250 L_out=0.387 Acc=0.94 ---125954.15 ms/batch
Step 00052300 L_out=0.416 Acc=0.91 ---149961.91 ms/batch
Step 00052350 L_out=0.440 Acc=0.94 ---173006.94 ms/batch
Step 00052400 L_out=0.138 Acc=0.99 ---196104.70 ms/batch
Step 00052450 L_out=0.239 Acc=0.83 ---219328.52 ms/batch
Step 00052500 L_out=0.406 Acc=0.91 ---242508.01 ms/batch
Step 00052550 L_out=0.338 Acc=0.93 ---265416.14 ms/batch
Step 00052600 L_out=0.306 Acc=0.98 ---288083.03 ms/batch
Step 00052650 L_out=1.048 Acc=0.86 ---310901.55 ms/batch
Round 4 | epoch=18, train costTime=330.81792402267456, | total_activation_sum=30689194
Round 4 | epoch=19, current m_iou=0.6787570965751392
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=147.19474577903748
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.690 Acc=0.84 --- 3220.54 ms/batch
Step 00052750 L_out=0.182 Acc=0.83 ---26079.86 ms/batch
Step 00052800 L_out=0.325 Acc=0.89 ---48873.43 ms/batch
Step 00052850 L_out=0.686 Acc=0.92 ---71674.95 ms/batch
Step 00052900 L_out=0.369 Acc=0.91 ---94444.44 ms/batch
Step 00052950 L_out=0.345 Acc=0.89 ---117207.38 ms/batch
Step 00053000 L_out=0.298 Acc=0.94 ---140171.87 ms/batch
Step 00053050 L_out=0.209 Acc=0.90 ---162999.60 ms/batch
Step 00053100 L_out=0.260 Acc=0.91 ---185710.28 ms/batch
Step 00053150 L_out=0.093 Acc=0.94 ---208544.36 ms/batch
Step 00053200 L_out=0.329 Acc=0.93 ---231405.35 ms/batch
Step 00053250 L_out=0.388 Acc=0.88 ---254861.65 ms/batch
Step 00053300 L_out=0.707 Acc=0.91 ---277669.76 ms/batch
Step 00053350 L_out=0.265 Acc=0.84 ---300358.81 ms/batch
Round 4 | epoch=19, train costTime=304.87439370155334, | total_activation_sum=30619368
Round 4 | epoch=20, current m_iou=0.6734371149779157
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=163.8282871246338
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.244 Acc=0.96 ---18632.08 ms/batch
Step 00053450 L_out=0.577 Acc=0.90 ---42645.84 ms/batch
Step 00053500 L_out=0.448 Acc=0.94 ---66275.65 ms/batch
Step 00053550 L_out=0.368 Acc=0.93 ---89924.72 ms/batch
Step 00053600 L_out=0.202 Acc=0.95 ---114143.03 ms/batch
Step 00053650 L_out=1.526 Acc=0.86 ---138229.19 ms/batch
Step 00053700 L_out=0.302 Acc=0.89 ---161957.91 ms/batch
Step 00053750 L_out=0.094 Acc=0.95 ---185738.90 ms/batch
Step 00053800 L_out=0.145 Acc=0.94 ---209510.98 ms/batch
Step 00053850 L_out=0.530 Acc=0.95 ---233259.41 ms/batch
Step 00053900 L_out=0.267 Acc=0.96 ---256778.66 ms/batch
Step 00053950 L_out=0.601 Acc=0.91 ---280494.54 ms/batch
Step 00054000 L_out=0.230 Acc=0.96 ---304016.86 ms/batch
Round 4 | epoch=20, train costTime=316.8242642879486, | total_activation_sum=30647237
Round 4 | epoch=21, current m_iou=0.6716543518812117
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=187.06184101104736
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.289 Acc=0.96 ---11040.25 ms/batch
Step 00054100 L_out=0.421 Acc=0.91 ---34656.71 ms/batch
Step 00054150 L_out=0.278 Acc=0.97 ---58415.80 ms/batch
Step 00054200 L_out=0.441 Acc=0.89 ---82042.80 ms/batch
Step 00054250 L_out=0.327 Acc=0.92 ---105667.57 ms/batch
Step 00054300 L_out=0.751 Acc=0.89 ---129373.50 ms/batch
Step 00054350 L_out=0.245 Acc=0.95 ---153093.43 ms/batch
Step 00054400 L_out=0.408 Acc=0.89 ---176706.64 ms/batch
Step 00054450 L_out=0.496 Acc=0.95 ---200293.30 ms/batch
Step 00054500 L_out=0.416 Acc=0.90 ---223820.87 ms/batch
Step 00054550 L_out=0.183 Acc=0.97 ---247504.22 ms/batch
Step 00054600 L_out=0.186 Acc=0.92 ---271284.38 ms/batch
Step 00054650 L_out=0.180 Acc=0.94 ---295107.51 ms/batch
Round 4 | epoch=21, train costTime=315.957555770874, | total_activation_sum=30509299
Round 4 | epoch=22, current m_iou=0.6635749346023763
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=158.70195627212524
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.393 Acc=0.93 --- 2825.50 ms/batch
Step 00054750 L_out=0.154 Acc=0.97 ---26474.56 ms/batch
Step 00054800 L_out=0.285 Acc=0.94 ---50133.72 ms/batch
Step 00054850 L_out=0.205 Acc=0.95 ---73903.75 ms/batch
Step 00054900 L_out=0.296 Acc=0.89 ---97299.60 ms/batch
Step 00054950 L_out=0.308 Acc=0.87 ---120738.68 ms/batch
Step 00055000 L_out=0.333 Acc=0.90 ---157956.37 ms/batch
Step 00055050 L_out=0.614 Acc=0.90 ---184893.39 ms/batch
Step 00055100 L_out=0.216 Acc=0.94 ---211774.01 ms/batch
Step 00055150 L_out=0.377 Acc=0.88 ---238898.08 ms/batch
Step 00055200 L_out=0.527 Acc=0.85 ---265804.79 ms/batch
Step 00055250 L_out=0.174 Acc=0.96 ---292994.55 ms/batch
Step 00055300 L_out=0.300 Acc=0.93 ---319804.81 ms/batch
Step 00055350 L_out=0.591 Acc=0.94 ---346974.69 ms/batch
Round 4 | epoch=22, train costTime=353.737539768219, | total_activation_sum=30701323
Round 4 | epoch=23, current m_iou=0.6646114342656297
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=178.90590929985046
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.409 Acc=0.91 ---21906.84 ms/batch
Step 00055450 L_out=0.962 Acc=0.91 ---49811.04 ms/batch
Step 00055500 L_out=0.352 Acc=0.95 ---77687.75 ms/batch
Step 00055550 L_out=0.285 Acc=0.95 ---105776.86 ms/batch
Step 00055600 L_out=0.238 Acc=0.93 ---131926.04 ms/batch
Step 00055650 L_out=0.454 Acc=0.92 ---154762.49 ms/batch
Step 00055700 L_out=0.300 Acc=0.96 ---181945.44 ms/batch
Step 00055750 L_out=0.420 Acc=0.89 ---208956.91 ms/batch
Step 00055800 L_out=0.199 Acc=0.96 ---236426.61 ms/batch
Step 00055850 L_out=0.447 Acc=0.85 ---263919.36 ms/batch
Step 00055900 L_out=0.191 Acc=0.91 ---291543.16 ms/batch
Step 00055950 L_out=0.505 Acc=0.91 ---319029.76 ms/batch
Step 00056000 L_out=0.399 Acc=0.93 ---346645.52 ms/batch
Round 4 | epoch=23, train costTime=361.8843903541565, | total_activation_sum=30679263
Round 4 | epoch=24, current m_iou=0.6666227080467128
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=191.82115864753723
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.168 Acc=0.98 ---12220.67 ms/batch
Step 00056100 L_out=0.311 Acc=0.94 ---40377.43 ms/batch
Step 00056150 L_out=0.300 Acc=0.88 ---68454.65 ms/batch
Step 00056200 L_out=0.319 Acc=0.95 ---96825.21 ms/batch
Step 00056250 L_out=0.530 Acc=0.89 ---122725.22 ms/batch
Step 00056300 L_out=0.183 Acc=0.96 ---145687.26 ms/batch
Step 00056350 L_out=0.280 Acc=0.95 ---172647.07 ms/batch
Step 00056400 L_out=0.403 Acc=0.92 ---200325.88 ms/batch
Step 00056450 L_out=0.215 Acc=0.93 ---228230.59 ms/batch
Step 00056500 L_out=0.222 Acc=0.96 ---255750.25 ms/batch
Step 00056550 L_out=0.225 Acc=0.95 ---283136.14 ms/batch
Step 00056600 L_out=0.323 Acc=0.94 ---311097.77 ms/batch
Step 00056650 L_out=0.199 Acc=0.94 ---338249.21 ms/batch
Round 4 | epoch=24, train costTime=362.8102421760559, | total_activation_sum=30656715
Round 4 | epoch=25, current m_iou=0.667270218301988
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=165.25522565841675
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.459 Acc=0.90 --- 2794.25 ms/batch
Step 00056750 L_out=0.307 Acc=0.94 ---30752.82 ms/batch
Step 00056800 L_out=0.389 Acc=0.92 ---58917.04 ms/batch
Step 00056850 L_out=0.114 Acc=0.97 ---87222.86 ms/batch
Step 00056900 L_out=0.216 Acc=0.95 ---115144.66 ms/batch
Step 00056950 L_out=0.452 Acc=0.87 ---140081.21 ms/batch
Step 00057000 L_out=0.262 Acc=0.96 ---165632.96 ms/batch
Step 00057050 L_out=0.355 Acc=0.94 ---193043.88 ms/batch
Step 00057100 L_out=0.360 Acc=0.89 ---220267.65 ms/batch
Step 00057150 L_out=0.195 Acc=0.97 ---248140.96 ms/batch
Step 00057200 L_out=0.391 Acc=0.92 ---275694.58 ms/batch
Step 00057250 L_out=0.246 Acc=0.94 ---303514.01 ms/batch
Step 00057300 L_out=0.161 Acc=0.91 ---331697.47 ms/batch
Step 00057350 L_out=0.368 Acc=0.95 ---358987.11 ms/batch
Round 4 | epoch=25, train costTime=365.5311155319214, | total_activation_sum=30796368
Round 4 | epoch=26, current m_iou=0.6695712548430611
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=206.55708646774292
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.158 Acc=0.96 ---21156.19 ms/batch
Step 00057450 L_out=0.138 Acc=0.98 ---49030.63 ms/batch
Step 00057500 L_out=0.240 Acc=0.95 ---77157.49 ms/batch
Step 00057550 L_out=0.162 Acc=0.97 ---102721.84 ms/batch
Step 00057600 L_out=0.331 Acc=0.94 ---127526.89 ms/batch
Step 00057650 L_out=0.259 Acc=0.97 ---154566.94 ms/batch
Step 00057700 L_out=0.195 Acc=0.92 ---181848.05 ms/batch
Step 00057750 L_out=0.363 Acc=0.96 ---208945.83 ms/batch
Step 00057800 L_out=0.463 Acc=0.91 ---236119.12 ms/batch
Step 00057850 L_out=0.309 Acc=0.96 ---263252.92 ms/batch
Step 00057900 L_out=0.207 Acc=0.93 ---290693.22 ms/batch
Step 00057950 L_out=0.567 Acc=0.90 ---317259.01 ms/batch
Step 00058000 L_out=0.674 Acc=0.92 ---344606.72 ms/batch
Round 4 | epoch=26, train costTime=360.4911012649536, | total_activation_sum=30506357
Round 4 | epoch=27, current m_iou=0.6731549527574079
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=172.34566950798035
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.464 Acc=0.91 ---11429.94 ms/batch
Step 00058100 L_out=0.489 Acc=0.96 ---39525.94 ms/batch
Step 00058150 L_out=0.575 Acc=0.92 ---67732.15 ms/batch
Step 00058200 L_out=0.458 Acc=0.93 ---95013.76 ms/batch
Step 00058250 L_out=0.181 Acc=0.95 ---118182.95 ms/batch
Step 00058300 L_out=0.212 Acc=0.96 ---143965.44 ms/batch
Step 00058350 L_out=0.252 Acc=0.94 ---170874.06 ms/batch
Step 00058400 L_out=0.180 Acc=0.95 ---198083.30 ms/batch
Step 00058450 L_out=0.179 Acc=0.89 ---225152.87 ms/batch
Step 00058500 L_out=0.433 Acc=0.91 ---252400.99 ms/batch
Step 00058550 L_out=0.152 Acc=0.97 ---279455.50 ms/batch
Step 00058600 L_out=0.381 Acc=0.91 ---308123.76 ms/batch
Step 00058650 L_out=0.238 Acc=0.93 ---335090.40 ms/batch
Round 4 | epoch=27, train costTime=360.37462973594666, | total_activation_sum=30542911
Round 4 | epoch=28, current m_iou=0.6770586569682382
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=172.30251669883728
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.483 Acc=0.95 --- 2046.44 ms/batch
Step 00058750 L_out=0.319 Acc=0.95 ---30646.48 ms/batch
Step 00058800 L_out=0.340 Acc=0.93 ---58255.01 ms/batch
Step 00058850 L_out=0.392 Acc=0.96 ---86367.20 ms/batch
Step 00058900 L_out=0.344 Acc=0.94 ---112905.09 ms/batch
Step 00058950 L_out=0.199 Acc=0.90 ---135739.95 ms/batch
Step 00059000 L_out=0.140 Acc=0.98 ---162573.58 ms/batch
Step 00059050 L_out=0.265 Acc=0.96 ---190233.72 ms/batch
Step 00059100 L_out=0.306 Acc=0.87 ---217733.70 ms/batch
Step 00059150 L_out=0.322 Acc=0.92 ---245050.66 ms/batch
Step 00059200 L_out=0.401 Acc=0.92 ---272725.96 ms/batch
Step 00059250 L_out=0.134 Acc=0.95 ---300047.80 ms/batch
Step 00059300 L_out=0.286 Acc=0.91 ---326811.17 ms/batch
Step 00059350 L_out=0.341 Acc=0.93 ---354043.83 ms/batch
Round 4 | epoch=28, train costTime=361.07829546928406, | total_activation_sum=30883150
Round 4 | epoch=29, current m_iou=0.6736947261611441
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=173.7081801891327
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.394 Acc=0.92 ---21481.93 ms/batch
Step 00059450 L_out=0.446 Acc=0.90 ---49132.17 ms/batch
Step 00059500 L_out=0.567 Acc=0.90 ---77605.83 ms/batch
Step 00059550 L_out=0.411 Acc=0.92 ---105728.60 ms/batch
Step 00059600 L_out=0.191 Acc=0.94 ---129802.48 ms/batch
Step 00059650 L_out=0.211 Acc=0.97 ---154753.74 ms/batch
Step 00059700 L_out=0.607 Acc=0.86 ---181704.49 ms/batch
Step 00059750 L_out=0.210 Acc=0.94 ---208735.79 ms/batch
Step 00059800 L_out=0.280 Acc=0.93 ---235846.51 ms/batch
Step 00059850 L_out=0.288 Acc=0.91 ---262934.01 ms/batch
Step 00059900 L_out=0.468 Acc=0.91 ---290203.22 ms/batch
Step 00059950 L_out=0.301 Acc=0.94 ---317822.04 ms/batch
Step 00060000 L_out=0.414 Acc=0.95 ---345415.69 ms/batch
Round 4 | epoch=29, train costTime=361.6830999851227, | total_activation_sum=30580625
Round 4 | epoch=30, current m_iou=0.6736303019983302
Round 4 | Best m_IoU is: 0.679, OA is: 0.912 | val costTime=166.20760464668274
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.401 Acc=0.92 ---10929.49 ms/batch
Step 00060100 L_out=1.858 Acc=0.53 ---37208.81 ms/batch
Step 00060150 L_out=1.094 Acc=0.70 ---64250.99 ms/batch
Step 00060200 L_out=0.740 Acc=0.96 ---92165.80 ms/batch
Step 00060250 L_out=0.737 Acc=0.72 ---120358.03 ms/batch
Step 00060300 L_out=1.474 Acc=0.91 ---148467.59 ms/batch
Step 00060350 L_out=0.379 Acc=0.86 ---176667.37 ms/batch
Step 00060400 L_out=0.972 Acc=0.90 ---204777.70 ms/batch
Step 00060450 L_out=0.727 Acc=0.87 ---230101.96 ms/batch
Step 00060500 L_out=0.385 Acc=0.90 ---257346.98 ms/batch
Step 00060550 L_out=0.460 Acc=0.91 ---284102.02 ms/batch
Step 00060600 L_out=1.485 Acc=0.88 ---311336.49 ms/batch
Step 00060650 L_out=1.244 Acc=0.90 ---338508.23 ms/batch
Round 5 | epoch=0, train costTime=363.83229756355286, | total_activation_sum=36371052
Round 5 | epoch=1, current m_iou=0.6218099305905653
Round 5 | Best m_IoU is: 0.622, OA is: 0.889 | val costTime=174.25040769577026
Round 5 | ****EPOCH 1****
Step 00060700 L_out=1.109 Acc=0.91 --- 1654.72 ms/batch
Step 00060750 L_out=0.404 Acc=0.93 ---29185.90 ms/batch
Step 00060800 L_out=1.378 Acc=0.73 ---56956.55 ms/batch
Step 00060850 L_out=0.826 Acc=0.94 ---84834.05 ms/batch
Step 00060900 L_out=0.767 Acc=0.80 ---112803.75 ms/batch
Step 00060950 L_out=0.576 Acc=0.93 ---140986.70 ms/batch
Step 00061000 L_out=0.484 Acc=0.92 ---169000.91 ms/batch
Step 00061050 L_out=0.437 Acc=0.94 ---193304.65 ms/batch
Step 00061100 L_out=0.388 Acc=0.91 ---217317.50 ms/batch
Step 00061150 L_out=1.046 Acc=0.82 ---244396.57 ms/batch
Step 00061200 L_out=1.993 Acc=0.76 ---271373.28 ms/batch
Step 00061250 L_out=0.649 Acc=0.89 ---298279.07 ms/batch
Step 00061300 L_out=0.932 Acc=0.90 ---325803.71 ms/batch
Step 00061350 L_out=0.460 Acc=0.92 ---352898.75 ms/batch
Round 5 | epoch=1, train costTime=360.5342228412628, | total_activation_sum=36484379
Round 5 | epoch=2, current m_iou=0.6439576881207796
Round 5 | Best m_IoU is: 0.644, OA is: 0.903 | val costTime=174.97079038619995
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.512 Acc=0.91 ---19715.45 ms/batch
Step 00061450 L_out=0.494 Acc=0.92 ---47866.17 ms/batch
Step 00061500 L_out=0.526 Acc=0.92 ---75185.52 ms/batch
Step 00061550 L_out=0.394 Acc=0.93 ---103563.72 ms/batch
Step 00061600 L_out=0.887 Acc=0.87 ---131254.03 ms/batch
Step 00061650 L_out=0.354 Acc=0.95 ---159259.44 ms/batch
Step 00061700 L_out=0.424 Acc=0.87 ---183848.70 ms/batch
Step 00061750 L_out=0.363 Acc=0.91 ---208865.67 ms/batch
Step 00061800 L_out=0.492 Acc=0.89 ---236379.87 ms/batch
Step 00061850 L_out=0.571 Acc=0.95 ---263871.08 ms/batch
Step 00061900 L_out=0.655 Acc=0.94 ---291280.13 ms/batch
Step 00061950 L_out=0.501 Acc=0.90 ---319938.62 ms/batch
Step 00062000 L_out=0.388 Acc=0.93 ---347167.19 ms/batch
Round 5 | epoch=2, train costTime=364.25748682022095, | total_activation_sum=36534636
Round 5 | epoch=3, current m_iou=0.6479721055405532
Round 5 | Best m_IoU is: 0.648, OA is: 0.907 | val costTime=181.20988178253174
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.852 Acc=0.83 ---10206.13 ms/batch
Step 00062100 L_out=0.340 Acc=0.91 ---37956.17 ms/batch
Step 00062150 L_out=0.489 Acc=0.88 ---66022.01 ms/batch
Step 00062200 L_out=1.822 Acc=0.90 ---93835.71 ms/batch
Step 00062250 L_out=0.389 Acc=0.92 ---121893.97 ms/batch
Step 00062300 L_out=0.919 Acc=0.90 ---149373.32 ms/batch
Step 00062350 L_out=0.360 Acc=0.87 ---172270.17 ms/batch
Step 00062400 L_out=0.897 Acc=0.91 ---199647.14 ms/batch
Step 00062450 L_out=0.917 Acc=0.88 ---226992.07 ms/batch
Step 00062500 L_out=0.456 Acc=0.86 ---254865.10 ms/batch
Step 00062550 L_out=0.415 Acc=0.88 ---283038.79 ms/batch
Step 00062600 L_out=0.527 Acc=0.90 ---310152.33 ms/batch
Step 00062650 L_out=0.851 Acc=0.91 ---337244.42 ms/batch
Round 5 | epoch=3, train costTime=363.58738350868225, | total_activation_sum=36462965
Round 5 | epoch=4, current m_iou=0.6739448074577123
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=183.19404411315918
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.801 Acc=0.88 --- 1105.35 ms/batch
Step 00062750 L_out=0.529 Acc=0.91 ---29141.95 ms/batch
Step 00062800 L_out=0.306 Acc=0.95 ---56762.61 ms/batch
Step 00062850 L_out=1.355 Acc=0.94 ---84439.85 ms/batch
Step 00062900 L_out=0.730 Acc=0.91 ---112126.09 ms/batch
Step 00062950 L_out=0.449 Acc=0.93 ---137755.35 ms/batch
Step 00063000 L_out=0.386 Acc=0.93 ---160555.96 ms/batch
Step 00063050 L_out=0.527 Acc=0.93 ---188486.99 ms/batch
Step 00063100 L_out=0.473 Acc=0.89 ---215894.08 ms/batch
Step 00063150 L_out=1.389 Acc=0.72 ---242819.90 ms/batch
Step 00063200 L_out=0.698 Acc=0.91 ---269842.51 ms/batch
Step 00063250 L_out=0.789 Acc=0.88 ---297081.11 ms/batch
Step 00063300 L_out=0.355 Acc=0.95 ---324148.09 ms/batch
Step 00063350 L_out=0.503 Acc=0.88 ---351173.06 ms/batch
Round 5 | epoch=4, train costTime=359.081378698349, | total_activation_sum=36435957
Round 5 | epoch=5, current m_iou=0.6625998486976346
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=174.25701189041138
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.709 Acc=0.91 ---19855.75 ms/batch
Step 00063450 L_out=1.100 Acc=0.77 ---47880.52 ms/batch
Step 00063500 L_out=0.383 Acc=0.92 ---76064.50 ms/batch
Step 00063550 L_out=0.254 Acc=0.93 ---104368.21 ms/batch
Step 00063600 L_out=1.199 Acc=0.78 ---131578.98 ms/batch
Step 00063650 L_out=0.498 Acc=0.91 ---155199.67 ms/batch
Step 00063700 L_out=0.732 Acc=0.89 ---182627.12 ms/batch
Step 00063750 L_out=0.391 Acc=0.90 ---210335.66 ms/batch
Step 00063800 L_out=0.253 Acc=0.90 ---238088.15 ms/batch
Step 00063850 L_out=0.295 Acc=0.91 ---265120.62 ms/batch
Step 00063900 L_out=0.323 Acc=0.92 ---292264.13 ms/batch
Step 00063950 L_out=0.967 Acc=0.82 ---319450.76 ms/batch
Step 00064000 L_out=0.438 Acc=0.90 ---346750.77 ms/batch
Round 5 | epoch=5, train costTime=364.39592957496643, | total_activation_sum=36446300
Round 5 | epoch=6, current m_iou=0.6580892748155325
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=169.5426948070526
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.289 Acc=0.93 --- 9956.65 ms/batch
Step 00064100 L_out=0.484 Acc=0.96 ---38144.15 ms/batch
Step 00064150 L_out=0.563 Acc=0.95 ---65643.24 ms/batch
Step 00064200 L_out=0.270 Acc=0.94 ---93677.84 ms/batch
Step 00064250 L_out=0.546 Acc=0.93 ---121080.29 ms/batch
Step 00064300 L_out=0.397 Acc=0.93 ---144025.19 ms/batch
Step 00064350 L_out=0.741 Acc=0.91 ---168553.43 ms/batch
Step 00064400 L_out=0.370 Acc=0.95 ---195783.04 ms/batch
Step 00064450 L_out=2.057 Acc=0.89 ---222935.11 ms/batch
Step 00064500 L_out=0.767 Acc=0.84 ---249739.30 ms/batch
Step 00064550 L_out=0.290 Acc=0.96 ---276417.54 ms/batch
Step 00064600 L_out=0.477 Acc=0.96 ---303525.91 ms/batch
Step 00064650 L_out=0.447 Acc=0.92 ---330615.09 ms/batch
Round 5 | epoch=6, train costTime=357.2462034225464, | total_activation_sum=36441255
Round 5 | epoch=7, current m_iou=0.6648185094066696
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=173.16458368301392
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.321 Acc=0.95 ---  459.33 ms/batch
Step 00064750 L_out=0.514 Acc=0.88 ---28066.47 ms/batch
Step 00064800 L_out=0.528 Acc=0.95 ---56573.38 ms/batch
Step 00064850 L_out=0.458 Acc=0.90 ---84621.90 ms/batch
Step 00064900 L_out=0.397 Acc=0.94 ---112308.69 ms/batch
Step 00064950 L_out=0.856 Acc=0.82 ---138052.61 ms/batch
Step 00065000 L_out=0.500 Acc=0.93 ---161384.76 ms/batch
Step 00065050 L_out=1.595 Acc=0.77 ---188582.92 ms/batch
Step 00065100 L_out=0.314 Acc=0.91 ---215843.40 ms/batch
Step 00065150 L_out=0.573 Acc=0.93 ---242720.43 ms/batch
Step 00065200 L_out=0.520 Acc=0.93 ---269573.48 ms/batch
Step 00065250 L_out=0.671 Acc=0.88 ---296766.25 ms/batch
Step 00065300 L_out=0.331 Acc=0.95 ---324269.88 ms/batch
Step 00065350 L_out=0.349 Acc=0.91 ---352355.91 ms/batch
Round 5 | epoch=7, train costTime=360.9105670452118, | total_activation_sum=36477958
Round 5 | epoch=8, current m_iou=0.6630068224207626
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=188.58851790428162
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.628 Acc=0.82 ---18590.83 ms/batch
Step 00065450 L_out=0.470 Acc=0.87 ---46378.35 ms/batch
Step 00065500 L_out=0.213 Acc=0.95 ---74988.72 ms/batch
Step 00065550 L_out=0.382 Acc=0.95 ---103020.90 ms/batch
Step 00065600 L_out=0.332 Acc=0.88 ---126972.73 ms/batch
Step 00065650 L_out=0.354 Acc=0.95 ---150992.30 ms/batch
Step 00065700 L_out=0.335 Acc=0.95 ---178703.06 ms/batch
Step 00065750 L_out=0.551 Acc=0.91 ---206438.31 ms/batch
Step 00065800 L_out=0.370 Acc=0.93 ---233939.66 ms/batch
Step 00065850 L_out=0.464 Acc=0.93 ---261758.61 ms/batch
Step 00065900 L_out=0.467 Acc=0.94 ---288953.47 ms/batch
Step 00065950 L_out=0.420 Acc=0.95 ---316129.03 ms/batch
Step 00066000 L_out=0.457 Acc=0.93 ---343398.48 ms/batch
Round 5 | epoch=8, train costTime=361.4754364490509, | total_activation_sum=36378555
Round 5 | epoch=9, current m_iou=0.6733876925295952
Round 5 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=177.2854232788086
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.386 Acc=0.94 --- 9403.63 ms/batch
Step 00066100 L_out=0.207 Acc=0.95 ---36973.06 ms/batch
Step 00066150 L_out=0.393 Acc=0.96 ---64862.09 ms/batch
Step 00066200 L_out=0.205 Acc=0.88 ---93122.25 ms/batch
Step 00066250 L_out=0.240 Acc=0.95 ---119125.44 ms/batch
Step 00066300 L_out=0.568 Acc=0.95 ---142036.40 ms/batch
Step 00066350 L_out=0.417 Acc=0.88 ---164828.18 ms/batch
Step 00066400 L_out=0.411 Acc=0.95 ---187540.68 ms/batch
Step 00066450 L_out=0.820 Acc=0.90 ---210633.50 ms/batch
Step 00066500 L_out=0.368 Acc=0.95 ---233760.96 ms/batch
Step 00066550 L_out=0.304 Acc=0.94 ---256654.95 ms/batch
Step 00066600 L_out=0.555 Acc=0.89 ---279482.54 ms/batch
Step 00066650 L_out=0.495 Acc=0.96 ---302255.75 ms/batch
Step 00066700 L_out=0.188 Acc=0.93 ---325018.62 ms/batch
Round 5 | epoch=9, train costTime=325.01868200302124, | total_activation_sum=36626798
Round 5 | epoch=10, current m_iou=0.6751402564345415
Round 5 | Best m_IoU is: 0.675, OA is: 0.915 | val costTime=146.73157835006714
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.232 Acc=0.94 ---23289.54 ms/batch
Step 00066800 L_out=0.119 Acc=0.92 ---46024.03 ms/batch
Step 00066850 L_out=0.518 Acc=0.96 ---68706.55 ms/batch
Step 00066900 L_out=0.138 Acc=0.98 ---91407.40 ms/batch
Step 00066950 L_out=0.580 Acc=0.83 ---113986.19 ms/batch
Step 00067000 L_out=0.419 Acc=0.88 ---136592.79 ms/batch
Step 00067050 L_out=0.493 Acc=0.91 ---159544.43 ms/batch
Step 00067100 L_out=0.547 Acc=0.96 ---182322.72 ms/batch
Step 00067150 L_out=0.203 Acc=0.95 ---205060.81 ms/batch
Step 00067200 L_out=0.436 Acc=0.95 ---227976.53 ms/batch
Step 00067250 L_out=0.495 Acc=0.88 ---250913.40 ms/batch
Step 00067300 L_out=0.438 Acc=0.93 ---274550.32 ms/batch
Step 00067350 L_out=0.342 Acc=0.96 ---297348.05 ms/batch
Round 5 | epoch=10, train costTime=305.2370195388794, | total_activation_sum=36289242
Round 5 | epoch=11, current m_iou=0.6905938830636524
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=158.57676577568054
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.122 Acc=0.98 ---15056.00 ms/batch
Step 00067450 L_out=0.268 Acc=0.96 ---38037.29 ms/batch
Step 00067500 L_out=0.429 Acc=0.96 ---61068.48 ms/batch
Step 00067550 L_out=0.746 Acc=0.92 ---85286.74 ms/batch
Step 00067600 L_out=0.517 Acc=0.91 ---108989.33 ms/batch
Step 00067650 L_out=0.250 Acc=0.97 ---132906.44 ms/batch
Step 00067700 L_out=0.692 Acc=0.91 ---156512.41 ms/batch
Step 00067750 L_out=0.633 Acc=0.90 ---180343.44 ms/batch
Step 00067800 L_out=0.568 Acc=0.91 ---204063.88 ms/batch
Step 00067850 L_out=0.857 Acc=0.87 ---227638.80 ms/batch
Step 00067900 L_out=0.211 Acc=0.96 ---251294.22 ms/batch
Step 00067950 L_out=0.528 Acc=0.91 ---274913.50 ms/batch
Step 00068000 L_out=0.561 Acc=0.91 ---298508.08 ms/batch
Round 5 | epoch=11, train costTime=314.3930242061615, | total_activation_sum=36469742
Round 5 | epoch=12, current m_iou=0.6764104472989652
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=168.69815230369568
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.322 Acc=0.93 --- 7538.02 ms/batch
Step 00068100 L_out=0.657 Acc=0.92 ---30991.65 ms/batch
Step 00068150 L_out=0.314 Acc=0.96 ---54620.66 ms/batch
Step 00068200 L_out=0.291 Acc=0.95 ---78254.10 ms/batch
Step 00068250 L_out=0.162 Acc=0.98 ---101792.43 ms/batch
Step 00068300 L_out=0.354 Acc=0.78 ---125408.08 ms/batch
Step 00068350 L_out=0.380 Acc=0.89 ---149046.30 ms/batch
Step 00068400 L_out=0.491 Acc=0.95 ---172599.90 ms/batch
Step 00068450 L_out=0.206 Acc=0.96 ---196267.61 ms/batch
Step 00068500 L_out=0.363 Acc=0.97 ---219970.89 ms/batch
Step 00068550 L_out=0.627 Acc=0.90 ---243603.64 ms/batch
Step 00068600 L_out=0.308 Acc=0.96 ---267092.90 ms/batch
Step 00068650 L_out=0.233 Acc=0.96 ---290669.14 ms/batch
Step 00068700 L_out=0.206 Acc=0.95 ---314099.38 ms/batch
Round 5 | epoch=12, train costTime=314.58457803726196, | total_activation_sum=36486845
Round 5 | epoch=13, current m_iou=0.6752952558773828
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=155.35918164253235
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.630 Acc=0.90 ---23150.90 ms/batch
Step 00068800 L_out=0.317 Acc=0.97 ---46872.80 ms/batch
Step 00068850 L_out=0.398 Acc=0.94 ---70538.21 ms/batch
Step 00068900 L_out=0.278 Acc=0.91 ---94113.73 ms/batch
Step 00068950 L_out=0.410 Acc=0.93 ---117766.56 ms/batch
Step 00069000 L_out=0.489 Acc=0.93 ---141282.78 ms/batch
Step 00069050 L_out=0.386 Acc=0.96 ---164845.50 ms/batch
Step 00069100 L_out=0.387 Acc=0.91 ---188740.91 ms/batch
Step 00069150 L_out=0.326 Acc=0.94 ---212299.33 ms/batch
Step 00069200 L_out=0.259 Acc=0.92 ---236099.75 ms/batch
Step 00069250 L_out=0.631 Acc=0.92 ---259606.47 ms/batch
Step 00069300 L_out=0.537 Acc=0.92 ---283337.64 ms/batch
Step 00069350 L_out=0.323 Acc=0.95 ---307106.49 ms/batch
Round 5 | epoch=13, train costTime=315.5307512283325, | total_activation_sum=36344885
Round 5 | epoch=14, current m_iou=0.681326060450933
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=166.2504346370697
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.492 Acc=0.88 ---18122.59 ms/batch
Step 00069450 L_out=0.143 Acc=0.97 ---45577.68 ms/batch
Step 00069500 L_out=0.646 Acc=0.83 ---73587.96 ms/batch
Step 00069550 L_out=0.439 Acc=0.88 ---102233.62 ms/batch
Step 00069600 L_out=0.266 Acc=0.98 ---130073.92 ms/batch
Step 00069650 L_out=0.726 Acc=0.87 ---158046.57 ms/batch
Step 00069700 L_out=0.605 Acc=0.92 ---185870.85 ms/batch
Step 00069750 L_out=0.382 Acc=0.97 ---213294.34 ms/batch
Step 00069800 L_out=0.522 Acc=0.94 ---241577.75 ms/batch
Step 00069850 L_out=0.888 Acc=0.89 ---269632.05 ms/batch
Step 00069900 L_out=0.395 Acc=0.89 ---296892.61 ms/batch
Step 00069950 L_out=0.345 Acc=0.94 ---324607.96 ms/batch
Step 00070000 L_out=0.327 Acc=0.92 ---352528.48 ms/batch
Round 5 | epoch=14, train costTime=370.84681844711304, | total_activation_sum=36421607
Round 5 | epoch=15, current m_iou=0.683775775669863
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=185.38307213783264
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.274 Acc=0.96 --- 8051.64 ms/batch
Step 00070100 L_out=0.235 Acc=0.93 ---35107.60 ms/batch
Step 00070150 L_out=0.407 Acc=0.93 ---62438.80 ms/batch
Step 00070200 L_out=0.400 Acc=0.96 ---89832.73 ms/batch
Step 00070250 L_out=0.654 Acc=0.91 ---117073.43 ms/batch
Step 00070300 L_out=0.479 Acc=0.90 ---144453.56 ms/batch
Step 00070350 L_out=0.437 Acc=0.89 ---171268.59 ms/batch
Step 00070400 L_out=0.631 Acc=0.93 ---198443.41 ms/batch
Step 00070450 L_out=0.251 Acc=0.96 ---225509.09 ms/batch
Step 00070500 L_out=0.407 Acc=0.88 ---252379.38 ms/batch
Step 00070550 L_out=0.291 Acc=0.95 ---280162.80 ms/batch
Step 00070600 L_out=0.192 Acc=0.98 ---307420.34 ms/batch
Step 00070650 L_out=0.158 Acc=0.96 ---334605.54 ms/batch
Step 00070700 L_out=0.298 Acc=0.93 ---361455.22 ms/batch
Round 5 | epoch=15, train costTime=362.51041531562805, | total_activation_sum=36512868
Round 5 | epoch=16, current m_iou=0.6865932670412883
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=193.00767159461975
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.510 Acc=0.93 ---26761.99 ms/batch
Step 00070800 L_out=0.741 Acc=0.92 ---54801.68 ms/batch
Step 00070850 L_out=0.564 Acc=0.92 ---82311.65 ms/batch
Step 00070900 L_out=0.161 Acc=0.92 ---109126.13 ms/batch
Step 00070950 L_out=0.424 Acc=0.94 ---136011.58 ms/batch
Step 00071000 L_out=0.682 Acc=0.95 ---163198.27 ms/batch
Step 00071050 L_out=0.634 Acc=0.89 ---190381.27 ms/batch
Step 00071100 L_out=0.432 Acc=0.92 ---217265.67 ms/batch
Step 00071150 L_out=0.796 Acc=0.92 ---244576.33 ms/batch
Step 00071200 L_out=0.331 Acc=0.95 ---272159.86 ms/batch
Step 00071250 L_out=0.267 Acc=0.94 ---299103.23 ms/batch
Step 00071300 L_out=0.275 Acc=0.89 ---326569.70 ms/batch
Step 00071350 L_out=0.777 Acc=0.94 ---353514.95 ms/batch
Round 5 | epoch=16, train costTime=363.86115741729736, | total_activation_sum=36426605
Round 5 | epoch=17, current m_iou=0.6834429231740244
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=195.95099258422852
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.274 Acc=0.95 ---16042.08 ms/batch
Step 00071450 L_out=0.671 Acc=0.94 ---43365.16 ms/batch
Step 00071500 L_out=0.330 Acc=0.96 ---70710.19 ms/batch
Step 00071550 L_out=0.352 Acc=0.93 ---97822.05 ms/batch
Step 00071600 L_out=0.268 Acc=0.93 ---125097.33 ms/batch
Step 00071650 L_out=0.726 Acc=0.90 ---152525.13 ms/batch
Step 00071700 L_out=0.642 Acc=0.90 ---179601.93 ms/batch
Step 00071750 L_out=0.390 Acc=0.95 ---206897.92 ms/batch
Step 00071800 L_out=0.599 Acc=0.91 ---234157.34 ms/batch
Step 00071850 L_out=0.396 Acc=0.94 ---261161.45 ms/batch
Step 00071900 L_out=0.375 Acc=0.96 ---288877.15 ms/batch
Step 00071950 L_out=0.310 Acc=0.95 ---316244.90 ms/batch
Step 00072000 L_out=0.409 Acc=0.95 ---343600.17 ms/batch
Round 5 | epoch=17, train costTime=363.19825291633606, | total_activation_sum=36466135
Round 5 | epoch=18, current m_iou=0.6807372820302834
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=183.38531637191772
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.525 Acc=0.91 --- 6473.92 ms/batch
Step 00072100 L_out=0.124 Acc=0.94 ---32460.67 ms/batch
Step 00072150 L_out=0.310 Acc=0.90 ---59684.88 ms/batch
Step 00072200 L_out=0.725 Acc=0.86 ---86520.38 ms/batch
Step 00072250 L_out=0.247 Acc=0.96 ---113721.53 ms/batch
Step 00072300 L_out=0.235 Acc=0.94 ---141073.66 ms/batch
Step 00072350 L_out=0.231 Acc=0.93 ---168857.75 ms/batch
Step 00072400 L_out=0.431 Acc=0.95 ---195878.27 ms/batch
Step 00072450 L_out=0.516 Acc=0.85 ---223075.84 ms/batch
Step 00072500 L_out=0.323 Acc=0.95 ---250236.32 ms/batch
Step 00072550 L_out=0.157 Acc=0.82 ---277081.89 ms/batch
Step 00072600 L_out=0.206 Acc=0.94 ---304508.01 ms/batch
Step 00072650 L_out=0.492 Acc=0.92 ---331693.39 ms/batch
Step 00072700 L_out=0.316 Acc=0.96 ---358902.84 ms/batch
Round 5 | epoch=18, train costTime=360.5002875328064, | total_activation_sum=36365851
Round 5 | epoch=19, current m_iou=0.6845353247448169
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=188.54503059387207
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.245 Acc=0.82 ---23452.99 ms/batch
Step 00072800 L_out=0.315 Acc=0.86 ---50925.35 ms/batch
Step 00072850 L_out=0.257 Acc=0.92 ---78180.55 ms/batch
Step 00072900 L_out=0.582 Acc=0.91 ---105126.48 ms/batch
Step 00072950 L_out=0.589 Acc=0.95 ---132482.50 ms/batch
Step 00073000 L_out=0.532 Acc=0.75 ---159752.06 ms/batch
Step 00073050 L_out=0.307 Acc=0.96 ---187112.26 ms/batch
Step 00073100 L_out=0.274 Acc=0.93 ---214131.60 ms/batch
Step 00073150 L_out=0.614 Acc=0.88 ---241210.01 ms/batch
Step 00073200 L_out=0.361 Acc=0.94 ---268307.87 ms/batch
Step 00073250 L_out=0.405 Acc=0.92 ---295370.16 ms/batch
Step 00073300 L_out=0.280 Acc=0.96 ---322350.62 ms/batch
Step 00073350 L_out=0.218 Acc=0.96 ---349624.76 ms/batch
Round 5 | epoch=19, train costTime=360.44403553009033, | total_activation_sum=36450774
Round 5 | epoch=20, current m_iou=0.6814396994416275
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=192.0091917514801
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.672 Acc=0.87 ---14397.82 ms/batch
Step 00073450 L_out=0.189 Acc=0.97 ---42292.20 ms/batch
Step 00073500 L_out=0.311 Acc=0.94 ---70207.56 ms/batch
Step 00073550 L_out=0.315 Acc=0.96 ---97761.76 ms/batch
Step 00073600 L_out=1.109 Acc=0.86 ---125513.86 ms/batch
Step 00073650 L_out=0.498 Acc=0.93 ---153295.23 ms/batch
Step 00073700 L_out=0.297 Acc=0.94 ---181242.08 ms/batch
Step 00073750 L_out=0.153 Acc=0.94 ---208726.89 ms/batch
Step 00073800 L_out=0.240 Acc=0.96 ---237255.72 ms/batch
Step 00073850 L_out=0.386 Acc=0.97 ---264004.20 ms/batch
Step 00073900 L_out=0.310 Acc=0.91 ---290848.45 ms/batch
Step 00073950 L_out=0.192 Acc=0.90 ---318151.88 ms/batch
Step 00074000 L_out=0.702 Acc=0.92 ---345449.27 ms/batch
Round 5 | epoch=20, train costTime=365.5515561103821, | total_activation_sum=36483547
Round 5 | epoch=21, current m_iou=0.6732811531675607
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=170.6371147632599
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.503 Acc=0.94 --- 5979.25 ms/batch
Step 00074100 L_out=0.254 Acc=0.92 ---33050.77 ms/batch
Step 00074150 L_out=0.361 Acc=0.96 ---59940.62 ms/batch
Step 00074200 L_out=0.162 Acc=0.97 ---86632.16 ms/batch
Step 00074250 L_out=0.344 Acc=0.94 ---113106.23 ms/batch
Step 00074300 L_out=0.592 Acc=0.98 ---139178.96 ms/batch
Step 00074350 L_out=0.197 Acc=0.93 ---165860.65 ms/batch
Step 00074400 L_out=0.485 Acc=0.94 ---192175.32 ms/batch
Step 00074450 L_out=0.174 Acc=0.96 ---218476.68 ms/batch
Step 00074500 L_out=0.203 Acc=0.95 ---248589.00 ms/batch
Step 00074550 L_out=0.267 Acc=0.96 ---276660.26 ms/batch
Step 00074600 L_out=0.335 Acc=0.93 ---304414.53 ms/batch
Step 00074650 L_out=0.291 Acc=0.92 ---331111.39 ms/batch
Step 00074700 L_out=0.426 Acc=0.90 ---357833.51 ms/batch
Round 5 | epoch=21, train costTime=359.897319316864, | total_activation_sum=36418633
Round 5 | epoch=22, current m_iou=0.6774297700577102
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=146.92374682426453
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.262 Acc=0.96 ---23508.96 ms/batch
Step 00074800 L_out=0.217 Acc=0.95 ---50726.99 ms/batch
Step 00074850 L_out=0.172 Acc=0.96 ---78262.10 ms/batch
Step 00074900 L_out=0.805 Acc=0.74 ---108802.35 ms/batch
Step 00074950 L_out=0.253 Acc=0.92 ---137457.14 ms/batch
Step 00075000 L_out=0.205 Acc=0.95 ---165655.08 ms/batch
Step 00075050 L_out=0.362 Acc=0.95 ---191925.20 ms/batch
Step 00075100 L_out=0.176 Acc=0.91 ---219234.92 ms/batch
Step 00075150 L_out=0.222 Acc=0.95 ---246358.61 ms/batch
Step 00075200 L_out=0.248 Acc=0.97 ---275627.90 ms/batch
Step 00075250 L_out=0.268 Acc=0.93 ---302029.30 ms/batch
Step 00075300 L_out=0.354 Acc=0.92 ---328136.36 ms/batch
Step 00075350 L_out=0.203 Acc=0.93 ---354611.38 ms/batch
Round 5 | epoch=22, train costTime=365.48252844810486, | total_activation_sum=36450725
Round 5 | epoch=23, current m_iou=0.6760181978594169
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=134.20153498649597
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.211 Acc=0.92 ---13518.28 ms/batch
Step 00075450 L_out=0.417 Acc=0.91 ---40555.94 ms/batch
Step 00075500 L_out=0.457 Acc=0.90 ---70280.80 ms/batch
Step 00075550 L_out=0.316 Acc=0.95 ---96538.83 ms/batch
Step 00075600 L_out=0.400 Acc=0.92 ---123250.47 ms/batch
Step 00075650 L_out=0.171 Acc=0.92 ---149507.97 ms/batch
Step 00075700 L_out=0.391 Acc=0.93 ---175763.12 ms/batch
Step 00075750 L_out=0.370 Acc=0.93 ---202544.49 ms/batch
Step 00075800 L_out=0.348 Acc=0.94 ---230313.53 ms/batch
Step 00075850 L_out=0.166 Acc=0.96 ---256696.91 ms/batch
Step 00075900 L_out=0.197 Acc=0.96 ---282810.40 ms/batch
Step 00075950 L_out=0.240 Acc=0.90 ---309292.78 ms/batch
Step 00076000 L_out=0.180 Acc=0.81 ---335869.45 ms/batch
Round 5 | epoch=23, train costTime=355.8359842300415, | total_activation_sum=36510153
Round 5 | epoch=24, current m_iou=0.6753477809322784
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=133.0762906074524
Round 5 | ****EPOCH 24****
Step 00076050 L_out=1.473 Acc=0.92 --- 6545.72 ms/batch
Step 00076100 L_out=1.443 Acc=0.76 ---31635.03 ms/batch
Step 00076150 L_out=0.386 Acc=0.92 ---59034.01 ms/batch
Step 00076200 L_out=0.226 Acc=0.97 ---85768.07 ms/batch
Step 00076250 L_out=0.533 Acc=0.90 ---112651.83 ms/batch
Step 00076300 L_out=0.140 Acc=0.94 ---139237.60 ms/batch
Step 00076350 L_out=0.318 Acc=0.97 ---166850.44 ms/batch
Step 00076400 L_out=0.186 Acc=0.97 ---193486.77 ms/batch
Step 00076450 L_out=0.264 Acc=0.96 ---219928.01 ms/batch
Step 00076500 L_out=0.449 Acc=0.92 ---246564.29 ms/batch
Step 00076550 L_out=0.497 Acc=0.91 ---273051.93 ms/batch
Step 00076600 L_out=0.257 Acc=0.97 ---299385.33 ms/batch
Step 00076650 L_out=0.508 Acc=0.96 ---325783.94 ms/batch
Step 00076700 L_out=0.153 Acc=0.98 ---352370.90 ms/batch
Round 5 | epoch=24, train costTime=355.2703263759613, | total_activation_sum=36480528
Round 5 | epoch=25, current m_iou=0.670055662402927
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=133.7634642124176
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.174 Acc=0.96 ---21718.95 ms/batch
Step 00076800 L_out=0.648 Acc=0.95 ---48255.02 ms/batch
Step 00076850 L_out=0.120 Acc=0.92 ---76388.64 ms/batch
Step 00076900 L_out=0.326 Acc=0.95 ---104374.27 ms/batch
Step 00076950 L_out=0.403 Acc=0.87 ---131638.93 ms/batch
Step 00077000 L_out=0.351 Acc=0.95 ---158917.78 ms/batch
Step 00077050 L_out=0.704 Acc=0.91 ---185643.01 ms/batch
Step 00077100 L_out=0.343 Acc=0.96 ---212067.23 ms/batch
Step 00077150 L_out=0.337 Acc=0.96 ---239288.20 ms/batch
Step 00077200 L_out=0.546 Acc=0.95 ---266599.56 ms/batch
Step 00077250 L_out=0.280 Acc=0.94 ---293072.40 ms/batch
Step 00077300 L_out=0.224 Acc=0.95 ---319327.46 ms/batch
Step 00077350 L_out=0.374 Acc=0.97 ---346003.37 ms/batch
Round 5 | epoch=25, train costTime=357.66712188720703, | total_activation_sum=36365204
Round 5 | epoch=26, current m_iou=0.6734915494791036
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=151.38793969154358
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.311 Acc=0.97 ---15114.92 ms/batch
Step 00077450 L_out=0.396 Acc=0.87 ---39765.14 ms/batch
Step 00077500 L_out=0.305 Acc=0.95 ---66330.06 ms/batch
Step 00077550 L_out=0.288 Acc=0.96 ---96125.16 ms/batch
Step 00077600 L_out=0.283 Acc=0.95 ---123456.16 ms/batch
Step 00077650 L_out=0.149 Acc=0.97 ---150738.32 ms/batch
Step 00077700 L_out=0.487 Acc=0.89 ---177796.07 ms/batch
Step 00077750 L_out=0.454 Acc=0.90 ---205489.37 ms/batch
Step 00077800 L_out=0.118 Acc=0.98 ---232548.46 ms/batch
Step 00077850 L_out=0.674 Acc=0.92 ---260393.66 ms/batch
Step 00077900 L_out=0.364 Acc=0.94 ---289247.05 ms/batch
Step 00077950 L_out=0.209 Acc=0.96 ---318641.11 ms/batch
Step 00078000 L_out=0.317 Acc=0.96 ---347007.44 ms/batch
Round 5 | epoch=26, train costTime=369.2830808162689, | total_activation_sum=36448628
Round 5 | epoch=27, current m_iou=0.6711341749176976
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=133.70974373817444
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.287 Acc=0.97 --- 5749.33 ms/batch
Step 00078100 L_out=0.324 Acc=0.95 ---30713.18 ms/batch
Step 00078150 L_out=0.466 Acc=0.93 ---56776.22 ms/batch
Step 00078200 L_out=0.359 Acc=0.92 ---82857.66 ms/batch
Step 00078250 L_out=0.488 Acc=0.87 ---111388.31 ms/batch
Step 00078300 L_out=0.152 Acc=0.97 ---139476.01 ms/batch
Step 00078350 L_out=0.333 Acc=0.95 ---166617.09 ms/batch
Step 00078400 L_out=0.318 Acc=0.94 ---195981.84 ms/batch
Step 00078450 L_out=0.119 Acc=0.96 ---224346.78 ms/batch
Step 00078500 L_out=0.465 Acc=0.91 ---252025.09 ms/batch
Step 00078550 L_out=0.274 Acc=0.95 ---278998.12 ms/batch
Step 00078600 L_out=0.399 Acc=0.95 ---304764.34 ms/batch
Step 00078650 L_out=0.240 Acc=0.98 ---332052.71 ms/batch
Step 00078700 L_out=0.249 Acc=0.95 ---358529.13 ms/batch
Round 5 | epoch=27, train costTime=361.76740312576294, | total_activation_sum=36458233
Round 5 | epoch=28, current m_iou=0.6728473971824986
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=158.18274092674255
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.328 Acc=0.94 ---22586.03 ms/batch
Step 00078800 L_out=0.407 Acc=0.92 ---48978.39 ms/batch
Step 00078850 L_out=0.342 Acc=0.95 ---77533.07 ms/batch
Step 00078900 L_out=0.188 Acc=0.95 ---106380.39 ms/batch
Step 00078950 L_out=0.066 Acc=0.98 ---133473.13 ms/batch
Step 00079000 L_out=0.297 Acc=0.93 ---159976.61 ms/batch
Step 00079050 L_out=0.118 Acc=0.98 ---190249.81 ms/batch
Step 00079100 L_out=0.505 Acc=0.93 ---216482.53 ms/batch
Step 00079150 L_out=0.119 Acc=0.96 ---242724.97 ms/batch
Step 00079200 L_out=0.226 Acc=0.96 ---269754.71 ms/batch
Step 00079250 L_out=0.393 Acc=0.93 ---295586.03 ms/batch
Step 00079300 L_out=0.269 Acc=0.91 ---323725.84 ms/batch
Step 00079350 L_out=0.192 Acc=0.96 ---351553.18 ms/batch
Round 5 | epoch=28, train costTime=364.1170070171356, | total_activation_sum=36487169
Round 5 | epoch=29, current m_iou=0.6759411519460213
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=158.17481303215027
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.313 Acc=0.96 ---14849.21 ms/batch
Step 00079450 L_out=0.266 Acc=0.97 ---38946.44 ms/batch
Step 00079500 L_out=0.438 Acc=0.87 ---66512.93 ms/batch
Step 00079550 L_out=0.340 Acc=0.96 ---92807.05 ms/batch
Step 00079600 L_out=0.344 Acc=0.95 ---120985.85 ms/batch
Step 00079650 L_out=0.262 Acc=0.96 ---148949.71 ms/batch
Step 00079700 L_out=0.189 Acc=0.97 ---175443.87 ms/batch
Step 00079750 L_out=0.385 Acc=0.96 ---202043.18 ms/batch
Step 00079800 L_out=0.330 Acc=0.93 ---230530.72 ms/batch
Step 00079850 L_out=0.491 Acc=0.93 ---257396.29 ms/batch
Step 00079900 L_out=0.184 Acc=0.96 ---283839.86 ms/batch
Step 00079950 L_out=0.434 Acc=0.83 ---310419.67 ms/batch
Step 00080000 L_out=0.134 Acc=0.98 ---336985.65 ms/batch
Round 5 | epoch=29, train costTime=358.16289377212524, | total_activation_sum=36472807
Round 5 | epoch=30, current m_iou=0.6769810320819749
Round 5 | Best m_IoU is: 0.691, OA is: 0.919 | val costTime=142.35563945770264
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.253 Acc=0.96 --- 4487.59 ms/batch
Step 00080100 L_out=3.133 Acc=0.81 ---26853.36 ms/batch
Step 00080150 L_out=1.134 Acc=0.72 ---49062.59 ms/batch
Step 00080200 L_out=1.640 Acc=0.88 ---71255.48 ms/batch
Step 00080250 L_out=1.366 Acc=0.87 ---94321.94 ms/batch
Step 00080300 L_out=1.545 Acc=0.76 ---116669.54 ms/batch
Step 00080350 L_out=0.856 Acc=0.80 ---139049.76 ms/batch
Step 00080400 L_out=1.033 Acc=0.84 ---161714.87 ms/batch
Step 00080450 L_out=0.944 Acc=0.84 ---184263.08 ms/batch
Step 00080500 L_out=1.340 Acc=0.87 ---206282.94 ms/batch
Step 00080550 L_out=1.097 Acc=0.86 ---228897.46 ms/batch
Step 00080600 L_out=0.214 Acc=0.96 ---251058.54 ms/batch
Step 00080650 L_out=0.347 Acc=0.91 ---273250.86 ms/batch
Step 00080700 L_out=0.700 Acc=0.92 ---295561.07 ms/batch
Round 6 | epoch=0, train costTime=298.71790838241577, | total_activation_sum=41568373
Round 6 | epoch=1, current m_iou=0.6126910358099205
Round 6 | Best m_IoU is: 0.613, OA is: 0.879 | val costTime=125.60857582092285
Round 6 | ****EPOCH 1****
Step 00080750 L_out=1.119 Acc=0.87 ---19960.36 ms/batch
Step 00080800 L_out=0.503 Acc=0.85 ---43026.63 ms/batch
Step 00080850 L_out=0.382 Acc=0.94 ---65990.97 ms/batch
Step 00080900 L_out=0.783 Acc=0.92 ---88890.37 ms/batch
Step 00080950 L_out=1.169 Acc=0.80 ---111936.93 ms/batch
Step 00081000 L_out=0.467 Acc=0.91 ---135088.26 ms/batch
Step 00081050 L_out=0.457 Acc=0.90 ---158098.99 ms/batch
Step 00081100 L_out=0.633 Acc=0.91 ---181076.88 ms/batch
Step 00081150 L_out=0.573 Acc=0.89 ---204229.53 ms/batch
Step 00081200 L_out=0.690 Acc=0.85 ---227337.26 ms/batch
Step 00081250 L_out=1.296 Acc=0.90 ---250347.57 ms/batch
Step 00081300 L_out=0.483 Acc=0.92 ---273423.98 ms/batch
Step 00081350 L_out=0.950 Acc=0.80 ---296473.21 ms/batch
Round 6 | epoch=1, train costTime=307.51914167404175, | total_activation_sum=41943870
Round 6 | epoch=2, current m_iou=0.6657579409401211
Round 6 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=123.39680027961731
Round 6 | ****EPOCH 2****
Step 00081400 L_out=1.255 Acc=0.93 ---12044.01 ms/batch
Step 00081450 L_out=0.857 Acc=0.89 ---35097.94 ms/batch
Step 00081500 L_out=1.307 Acc=0.91 ---58046.24 ms/batch
Step 00081550 L_out=0.525 Acc=0.93 ---81001.58 ms/batch
Step 00081600 L_out=0.751 Acc=0.91 ---103972.34 ms/batch
Step 00081650 L_out=1.219 Acc=0.92 ---127166.62 ms/batch
Step 00081700 L_out=1.121 Acc=0.92 ---150077.71 ms/batch
Step 00081750 L_out=0.761 Acc=0.91 ---173257.93 ms/batch
Step 00081800 L_out=0.447 Acc=0.96 ---196446.97 ms/batch
Step 00081850 L_out=1.280 Acc=0.76 ---219531.67 ms/batch
Step 00081900 L_out=0.287 Acc=0.97 ---242655.47 ms/batch
Step 00081950 L_out=0.423 Acc=0.92 ---265768.32 ms/batch
Step 00082000 L_out=0.457 Acc=0.96 ---288764.91 ms/batch
Round 6 | epoch=2, train costTime=307.70715141296387, | total_activation_sum=41981382
Round 6 | epoch=3, current m_iou=0.6817392570061489
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=123.76447701454163
Round 6 | ****EPOCH 3****
Step 00082050 L_out=1.298 Acc=0.85 --- 4165.16 ms/batch
Step 00082100 L_out=0.725 Acc=0.79 ---27121.29 ms/batch
Step 00082150 L_out=2.036 Acc=0.73 ---50248.43 ms/batch
Step 00082200 L_out=1.344 Acc=0.70 ---73370.43 ms/batch
Step 00082250 L_out=0.931 Acc=0.79 ---96388.54 ms/batch
Step 00082300 L_out=1.122 Acc=0.75 ---119268.22 ms/batch
Step 00082350 L_out=1.820 Acc=0.38 ---142336.56 ms/batch
Step 00082400 L_out=1.050 Acc=0.80 ---165332.75 ms/batch
Step 00082450 L_out=0.587 Acc=0.95 ---188406.65 ms/batch
Step 00082500 L_out=0.509 Acc=0.95 ---211445.75 ms/batch
Step 00082550 L_out=0.880 Acc=0.88 ---234478.13 ms/batch
Step 00082600 L_out=0.487 Acc=0.89 ---257638.29 ms/batch
Step 00082650 L_out=0.700 Acc=0.95 ---280626.38 ms/batch
Step 00082700 L_out=1.225 Acc=0.80 ---303496.79 ms/batch
Round 6 | epoch=3, train costTime=307.2004382610321, | total_activation_sum=41935910
Round 6 | epoch=4, current m_iou=0.6626726939589875
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=123.5159068107605
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.509 Acc=0.82 ---19257.64 ms/batch
Step 00082800 L_out=0.734 Acc=0.87 ---42427.69 ms/batch
Step 00082850 L_out=1.281 Acc=0.92 ---65418.38 ms/batch
Step 00082900 L_out=0.646 Acc=0.89 ---88378.65 ms/batch
Step 00082950 L_out=0.785 Acc=0.88 ---111430.11 ms/batch
Step 00083000 L_out=0.409 Acc=0.89 ---134427.82 ms/batch
Step 00083050 L_out=0.637 Acc=0.94 ---157504.36 ms/batch
Step 00083100 L_out=0.578 Acc=0.91 ---194950.90 ms/batch
Step 00083150 L_out=0.590 Acc=0.92 ---224179.53 ms/batch
Step 00083200 L_out=0.622 Acc=0.81 ---250643.66 ms/batch
Step 00083250 L_out=0.425 Acc=0.97 ---277200.85 ms/batch
Step 00083300 L_out=0.488 Acc=0.95 ---303752.10 ms/batch
Step 00083350 L_out=0.350 Acc=0.97 ---329950.20 ms/batch
Round 6 | epoch=4, train costTime=342.96284770965576, | total_activation_sum=41836591
Round 6 | epoch=5, current m_iou=0.6724877553093556
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=141.16437554359436
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.713 Acc=0.94 ---13352.97 ms/batch
Step 00083450 L_out=0.345 Acc=0.94 ---41319.91 ms/batch
Step 00083500 L_out=0.608 Acc=0.92 ---69410.01 ms/batch
Step 00083550 L_out=1.148 Acc=0.90 ---98013.87 ms/batch
Step 00083600 L_out=0.352 Acc=0.96 ---125370.39 ms/batch
Step 00083650 L_out=0.457 Acc=0.89 ---152532.54 ms/batch
Step 00083700 L_out=0.731 Acc=0.90 ---179843.52 ms/batch
Step 00083750 L_out=0.452 Acc=0.94 ---207560.93 ms/batch
Step 00083800 L_out=0.885 Acc=0.88 ---232064.22 ms/batch
Step 00083850 L_out=0.480 Acc=0.94 ---259519.14 ms/batch
Step 00083900 L_out=0.361 Acc=0.92 ---286398.18 ms/batch
Step 00083950 L_out=0.478 Acc=0.92 ---314001.59 ms/batch
Step 00084000 L_out=0.343 Acc=0.95 ---340916.40 ms/batch
Round 6 | epoch=5, train costTime=365.1154942512512, | total_activation_sum=41814573
Round 6 | epoch=6, current m_iou=0.6689915248029394
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=140.70027208328247
Round 6 | ****EPOCH 6****
Step 00084050 L_out=1.215 Acc=0.91 --- 3960.51 ms/batch
Step 00084100 L_out=0.243 Acc=0.94 ---30285.35 ms/batch
Step 00084150 L_out=0.640 Acc=0.83 ---59998.77 ms/batch
Step 00084200 L_out=0.775 Acc=0.76 ---86509.70 ms/batch
Step 00084250 L_out=0.493 Acc=0.93 ---114237.11 ms/batch
Step 00084300 L_out=0.264 Acc=0.97 ---141433.59 ms/batch
Step 00084350 L_out=0.408 Acc=0.94 ---169013.00 ms/batch
Step 00084400 L_out=0.327 Acc=0.94 ---196851.50 ms/batch
Step 00084450 L_out=0.199 Acc=0.95 ---221475.54 ms/batch
Step 00084500 L_out=0.716 Acc=0.91 ---249079.41 ms/batch
Step 00084550 L_out=0.609 Acc=0.94 ---277391.85 ms/batch
Step 00084600 L_out=0.331 Acc=0.94 ---305971.40 ms/batch
Step 00084650 L_out=1.045 Acc=0.91 ---332734.61 ms/batch
Step 00084700 L_out=0.593 Acc=0.89 ---360208.05 ms/batch
Round 6 | epoch=6, train costTime=365.06324553489685, | total_activation_sum=41827354
Round 6 | epoch=7, current m_iou=0.6779323192113257
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=141.7884805202484
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.568 Acc=0.92 ---22266.19 ms/batch
Step 00084800 L_out=0.884 Acc=0.87 ---50537.24 ms/batch
Step 00084850 L_out=0.387 Acc=0.94 ---77439.61 ms/batch
Step 00084900 L_out=0.815 Acc=0.87 ---105630.37 ms/batch
Step 00084950 L_out=0.337 Acc=0.95 ---133277.55 ms/batch
Step 00085000 L_out=1.264 Acc=0.88 ---160770.93 ms/batch
Step 00085050 L_out=0.495 Acc=0.93 ---188070.67 ms/batch
Step 00085100 L_out=0.393 Acc=0.94 ---214490.27 ms/batch
Step 00085150 L_out=0.173 Acc=0.94 ---239773.80 ms/batch
Step 00085200 L_out=0.457 Acc=0.90 ---266061.79 ms/batch
Step 00085250 L_out=0.381 Acc=0.95 ---292847.20 ms/batch
Step 00085300 L_out=0.200 Acc=0.96 ---319125.62 ms/batch
Step 00085350 L_out=0.927 Acc=0.87 ---345382.71 ms/batch
Round 6 | epoch=7, train costTime=359.4845290184021, | total_activation_sum=41890320
Round 6 | epoch=8, current m_iou=0.6813578125078252
Round 6 | Best m_IoU is: 0.682, OA is: 0.917 | val costTime=142.14658498764038
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.604 Acc=0.96 ---13716.36 ms/batch
Step 00085450 L_out=0.376 Acc=0.95 ---43097.11 ms/batch
Step 00085500 L_out=0.319 Acc=0.96 ---70760.70 ms/batch
Step 00085550 L_out=0.257 Acc=0.94 ---97909.71 ms/batch
Step 00085600 L_out=0.678 Acc=0.96 ---124887.31 ms/batch
Step 00085650 L_out=0.407 Acc=0.94 ---152154.09 ms/batch
Step 00085700 L_out=0.831 Acc=0.93 ---179651.49 ms/batch
Step 00085750 L_out=0.224 Acc=0.94 ---207437.51 ms/batch
Step 00085800 L_out=0.479 Acc=0.94 ---231780.97 ms/batch
Step 00085850 L_out=0.409 Acc=0.96 ---258791.98 ms/batch
Step 00085900 L_out=0.945 Acc=0.94 ---285007.97 ms/batch
Step 00085950 L_out=0.371 Acc=0.90 ---311497.60 ms/batch
Step 00086000 L_out=0.769 Acc=0.90 ---339446.91 ms/batch
Round 6 | epoch=8, train costTime=366.0180621147156, | total_activation_sum=41919219
Round 6 | epoch=9, current m_iou=0.6824262307046891
Round 6 | Best m_IoU is: 0.682, OA is: 0.913 | val costTime=140.85779571533203
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.448 Acc=0.91 --- 3714.61 ms/batch
Step 00086100 L_out=0.359 Acc=0.95 ---30439.35 ms/batch
Step 00086150 L_out=0.772 Acc=0.92 ---58672.60 ms/batch
Step 00086200 L_out=0.497 Acc=0.91 ---85888.00 ms/batch
Step 00086250 L_out=0.370 Acc=0.94 ---113475.90 ms/batch
Step 00086300 L_out=0.264 Acc=0.93 ---140750.11 ms/batch
Step 00086350 L_out=0.350 Acc=0.95 ---168055.06 ms/batch
Step 00086400 L_out=0.454 Acc=0.97 ---194889.70 ms/batch
Step 00086450 L_out=0.356 Acc=0.95 ---219928.53 ms/batch
Step 00086500 L_out=0.297 Acc=0.92 ---250617.32 ms/batch
Step 00086550 L_out=0.697 Acc=0.91 ---278586.23 ms/batch
Step 00086600 L_out=0.363 Acc=0.96 ---306901.27 ms/batch
Step 00086650 L_out=0.198 Acc=0.96 ---333392.57 ms/batch
Step 00086700 L_out=0.364 Acc=0.94 ---360355.39 ms/batch
Round 6 | epoch=9, train costTime=365.7195842266083, | total_activation_sum=41813265
Round 6 | epoch=10, current m_iou=0.6867290767782388
Round 6 | Best m_IoU is: 0.687, OA is: 0.916 | val costTime=141.77001762390137
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.503 Acc=0.95 ---21622.39 ms/batch
Step 00086800 L_out=0.579 Acc=0.89 ---49800.22 ms/batch
Step 00086850 L_out=0.351 Acc=0.93 ---77673.36 ms/batch
Step 00086900 L_out=0.799 Acc=0.87 ---104961.69 ms/batch
Step 00086950 L_out=0.502 Acc=0.81 ---132551.10 ms/batch
Step 00087000 L_out=1.268 Acc=0.84 ---160019.90 ms/batch
Step 00087050 L_out=0.413 Acc=0.94 ---187511.82 ms/batch
Step 00087100 L_out=0.527 Acc=0.93 ---214760.67 ms/batch
Step 00087150 L_out=0.314 Acc=0.95 ---240393.40 ms/batch
Step 00087200 L_out=0.686 Acc=0.94 ---267600.64 ms/batch
Step 00087250 L_out=0.389 Acc=0.93 ---296418.52 ms/batch
Step 00087300 L_out=0.183 Acc=0.97 ---325625.40 ms/batch
Step 00087350 L_out=0.521 Acc=0.91 ---352409.20 ms/batch
Round 6 | epoch=10, train costTime=368.00537371635437, | total_activation_sum=41822491
Round 6 | epoch=11, current m_iou=0.6867255968223906
Round 6 | Best m_IoU is: 0.687, OA is: 0.916 | val costTime=140.55063366889954
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.355 Acc=0.94 ---12043.84 ms/batch
Step 00087450 L_out=0.405 Acc=0.96 ---38591.74 ms/batch
Step 00087500 L_out=0.342 Acc=0.95 ---65029.10 ms/batch
Step 00087550 L_out=0.493 Acc=0.94 ---92160.46 ms/batch
Step 00087600 L_out=0.465 Acc=0.94 ---119709.71 ms/batch
Step 00087650 L_out=1.845 Acc=0.92 ---147072.01 ms/batch
Step 00087700 L_out=0.398 Acc=0.96 ---174942.89 ms/batch
Step 00087750 L_out=0.220 Acc=0.97 ---202338.94 ms/batch
Step 00087800 L_out=0.454 Acc=0.91 ---227310.57 ms/batch
Step 00087850 L_out=0.394 Acc=0.93 ---255333.45 ms/batch
Step 00087900 L_out=0.390 Acc=0.96 ---281980.98 ms/batch
Step 00087950 L_out=0.322 Acc=0.95 ---308059.60 ms/batch
Step 00088000 L_out=0.459 Acc=0.93 ---334953.45 ms/batch
Round 6 | epoch=11, train costTime=358.60371351242065, | total_activation_sum=41997659
Round 6 | epoch=12, current m_iou=0.6945188318587254
Round 6 | Best m_IoU is: 0.695, OA is: 0.916 | val costTime=141.74840760231018
Round 6 | ****EPOCH 12****
Step 00088050 L_out=1.542 Acc=0.95 --- 3662.43 ms/batch
Step 00088100 L_out=0.340 Acc=0.95 ---30829.52 ms/batch
Step 00088150 L_out=0.298 Acc=0.95 ---57111.95 ms/batch
Step 00088200 L_out=0.271 Acc=0.95 ---83166.83 ms/batch
Step 00088250 L_out=0.645 Acc=0.90 ---111005.92 ms/batch
Step 00088300 L_out=0.310 Acc=0.94 ---138473.27 ms/batch
Step 00088350 L_out=0.261 Acc=0.94 ---165730.75 ms/batch
Step 00088400 L_out=0.218 Acc=0.98 ---193424.90 ms/batch
Step 00088450 L_out=0.440 Acc=0.94 ---219076.80 ms/batch
Step 00088500 L_out=0.537 Acc=0.95 ---246738.77 ms/batch
Step 00088550 L_out=0.425 Acc=0.90 ---275975.11 ms/batch
Step 00088600 L_out=0.493 Acc=0.95 ---304267.46 ms/batch
Step 00088650 L_out=0.349 Acc=0.92 ---331231.10 ms/batch
Step 00088700 L_out=0.379 Acc=0.95 ---359578.51 ms/batch
Round 6 | epoch=12, train costTime=365.50881719589233, | total_activation_sum=41772212
Round 6 | epoch=13, current m_iou=0.6951556560995951
Round 6 | Best m_IoU is: 0.695, OA is: 0.916 | val costTime=141.12759518623352
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.277 Acc=0.98 ---22576.81 ms/batch
Step 00088800 L_out=0.284 Acc=0.97 ---51582.15 ms/batch
Step 00088850 L_out=0.379 Acc=0.93 ---78502.58 ms/batch
Step 00088900 L_out=0.534 Acc=0.94 ---105603.17 ms/batch
Step 00088950 L_out=0.411 Acc=0.92 ---133198.38 ms/batch
Step 00089000 L_out=0.476 Acc=0.88 ---160895.24 ms/batch
Step 00089050 L_out=0.366 Acc=0.95 ---188303.05 ms/batch
Step 00089100 L_out=0.176 Acc=0.96 ---215636.50 ms/batch
Step 00089150 L_out=0.573 Acc=0.86 ---240555.00 ms/batch
Step 00089200 L_out=0.172 Acc=0.95 ---268534.25 ms/batch
Step 00089250 L_out=0.620 Acc=0.96 ---297795.05 ms/batch
Step 00089300 L_out=0.483 Acc=0.92 ---325430.81 ms/batch
Step 00089350 L_out=0.376 Acc=0.93 ---352740.81 ms/batch
Round 6 | epoch=13, train costTime=368.95602107048035, | total_activation_sum=41910257
Round 6 | epoch=14, current m_iou=0.6997185133389794
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.26154088974
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.271 Acc=0.95 ---12756.32 ms/batch
Step 00089450 L_out=0.332 Acc=0.93 ---39023.18 ms/batch
Step 00089500 L_out=0.736 Acc=0.89 ---65323.54 ms/batch
Step 00089550 L_out=0.517 Acc=0.92 ---91910.73 ms/batch
Step 00089600 L_out=0.328 Acc=0.94 ---119303.24 ms/batch
Step 00089650 L_out=0.496 Acc=0.95 ---147110.45 ms/batch
Step 00089700 L_out=0.331 Acc=0.97 ---175097.95 ms/batch
Step 00089750 L_out=0.317 Acc=0.92 ---202775.32 ms/batch
Step 00089800 L_out=0.218 Acc=0.97 ---227433.54 ms/batch
Step 00089850 L_out=0.365 Acc=0.87 ---255431.54 ms/batch
Step 00089900 L_out=0.309 Acc=0.95 ---282549.03 ms/batch
Step 00089950 L_out=0.398 Acc=0.96 ---309286.32 ms/batch
Step 00090000 L_out=0.690 Acc=0.93 ---338889.33 ms/batch
Round 6 | epoch=14, train costTime=363.4908893108368, | total_activation_sum=42072710
Round 6 | epoch=15, current m_iou=0.6961593677742026
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.33217096328735
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.151 Acc=0.96 --- 2620.17 ms/batch
Step 00090100 L_out=0.492 Acc=0.89 ---31952.88 ms/batch
Step 00090150 L_out=0.563 Acc=0.92 ---58543.14 ms/batch
Step 00090200 L_out=0.768 Acc=0.94 ---85049.55 ms/batch
Step 00090250 L_out=0.408 Acc=0.96 ---111857.25 ms/batch
Step 00090300 L_out=0.349 Acc=0.95 ---139625.35 ms/batch
Step 00090350 L_out=0.217 Acc=0.96 ---167107.60 ms/batch
Step 00090400 L_out=0.178 Acc=0.97 ---194696.22 ms/batch
Step 00090450 L_out=0.303 Acc=0.96 ---220756.91 ms/batch
Step 00090500 L_out=0.394 Acc=0.97 ---245988.77 ms/batch
Step 00090550 L_out=0.341 Acc=0.94 ---272483.55 ms/batch
Step 00090600 L_out=0.515 Acc=0.90 ---300283.15 ms/batch
Step 00090650 L_out=0.679 Acc=0.91 ---327543.62 ms/batch
Step 00090700 L_out=0.279 Acc=0.93 ---357852.96 ms/batch
Round 6 | epoch=15, train costTime=365.16543197631836, | total_activation_sum=41792647
Round 6 | epoch=16, current m_iou=0.6906733336171168
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.62858414649963
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.693 Acc=0.94 ---20154.84 ms/batch
Step 00090800 L_out=0.258 Acc=0.98 ---46382.25 ms/batch
Step 00090850 L_out=0.407 Acc=0.95 ---73316.18 ms/batch
Step 00090900 L_out=0.829 Acc=0.87 ---101473.18 ms/batch
Step 00090950 L_out=1.394 Acc=0.84 ---129263.82 ms/batch
Step 00091000 L_out=0.344 Acc=0.95 ---156734.25 ms/batch
Step 00091050 L_out=0.368 Acc=0.95 ---184549.92 ms/batch
Step 00091100 L_out=0.167 Acc=0.98 ---212173.15 ms/batch
Step 00091150 L_out=0.141 Acc=0.96 ---236445.45 ms/batch
Step 00091200 L_out=0.415 Acc=0.95 ---262583.62 ms/batch
Step 00091250 L_out=0.544 Acc=0.89 ---289499.01 ms/batch
Step 00091300 L_out=0.349 Acc=0.96 ---315932.80 ms/batch
Step 00091350 L_out=0.272 Acc=0.96 ---344469.93 ms/batch
Round 6 | epoch=16, train costTime=361.4578311443329, | total_activation_sum=41677776
Round 6 | epoch=17, current m_iou=0.6873764245417168
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.81595277786255
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.438 Acc=0.95 ---13281.76 ms/batch
Step 00091450 L_out=0.504 Acc=0.89 ---40788.84 ms/batch
Step 00091500 L_out=0.309 Acc=0.96 ---67389.50 ms/batch
Step 00091550 L_out=0.323 Acc=0.98 ---94774.03 ms/batch
Step 00091600 L_out=0.421 Acc=0.96 ---122397.42 ms/batch
Step 00091650 L_out=0.342 Acc=0.97 ---149725.02 ms/batch
Step 00091700 L_out=0.428 Acc=0.91 ---177086.72 ms/batch
Step 00091750 L_out=0.619 Acc=0.92 ---205000.70 ms/batch
Step 00091800 L_out=0.479 Acc=0.95 ---230223.58 ms/batch
Step 00091850 L_out=0.232 Acc=0.94 ---257713.32 ms/batch
Step 00091900 L_out=0.225 Acc=0.95 ---285228.93 ms/batch
Step 00091950 L_out=0.489 Acc=0.93 ---312616.46 ms/batch
Step 00092000 L_out=0.585 Acc=0.84 ---338882.50 ms/batch
Round 6 | epoch=17, train costTime=362.9597079753876, | total_activation_sum=41932584
Round 6 | epoch=18, current m_iou=0.6864591917983134
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.570237159729
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.286 Acc=0.98 --- 2152.20 ms/batch
Step 00092100 L_out=0.479 Acc=0.94 ---29865.47 ms/batch
Step 00092150 L_out=0.282 Acc=0.93 ---57084.87 ms/batch
Step 00092200 L_out=0.817 Acc=0.95 ---84390.82 ms/batch
Step 00092250 L_out=0.277 Acc=0.96 ---112764.07 ms/batch
Step 00092300 L_out=0.340 Acc=0.95 ---140776.73 ms/batch
Step 00092350 L_out=0.629 Acc=0.91 ---168378.66 ms/batch
Step 00092400 L_out=0.494 Acc=0.93 ---195508.10 ms/batch
Step 00092450 L_out=0.216 Acc=0.97 ---222529.96 ms/batch
Step 00092500 L_out=0.319 Acc=0.93 ---248899.81 ms/batch
Step 00092550 L_out=0.397 Acc=0.94 ---276719.89 ms/batch
Step 00092600 L_out=0.507 Acc=0.95 ---304608.08 ms/batch
Step 00092650 L_out=0.149 Acc=0.98 ---331051.58 ms/batch
Step 00092700 L_out=0.347 Acc=0.96 ---359930.54 ms/batch
Round 6 | epoch=18, train costTime=368.25683856010437, | total_activation_sum=41696038
Round 6 | epoch=19, current m_iou=0.6920458261099943
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.10187673568726
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.295 Acc=0.95 ---19345.92 ms/batch
Step 00092800 L_out=0.342 Acc=0.92 ---46050.01 ms/batch
Step 00092850 L_out=0.201 Acc=0.98 ---72660.38 ms/batch
Step 00092900 L_out=0.316 Acc=0.97 ---99082.18 ms/batch
Step 00092950 L_out=0.476 Acc=0.89 ---126225.18 ms/batch
Step 00093000 L_out=0.637 Acc=0.83 ---153550.56 ms/batch
Step 00093050 L_out=0.293 Acc=0.96 ---181090.42 ms/batch
Step 00093100 L_out=0.266 Acc=0.96 ---208726.69 ms/batch
Step 00093150 L_out=0.692 Acc=0.92 ---234437.61 ms/batch
Step 00093200 L_out=0.194 Acc=0.94 ---261669.22 ms/batch
Step 00093250 L_out=0.359 Acc=0.94 ---287828.06 ms/batch
Step 00093300 L_out=0.201 Acc=0.93 ---314005.07 ms/batch
Step 00093350 L_out=0.833 Acc=0.92 ---341603.74 ms/batch
Round 6 | epoch=19, train costTime=357.1627378463745, | total_activation_sum=41838931
Round 6 | epoch=20, current m_iou=0.6871576909601436
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.17504811286926
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.497 Acc=0.96 ---10986.25 ms/batch
Step 00093450 L_out=0.331 Acc=0.99 ---40711.88 ms/batch
Step 00093500 L_out=0.360 Acc=0.94 ---67065.72 ms/batch
Step 00093550 L_out=0.239 Acc=0.95 ---94033.03 ms/batch
Step 00093600 L_out=0.316 Acc=0.96 ---121668.25 ms/batch
Step 00093650 L_out=0.964 Acc=0.89 ---149273.41 ms/batch
Step 00093700 L_out=0.478 Acc=0.96 ---176454.97 ms/batch
Step 00093750 L_out=0.409 Acc=0.90 ---203884.66 ms/batch
Step 00093800 L_out=0.441 Acc=0.96 ---229642.18 ms/batch
Step 00093850 L_out=0.228 Acc=0.96 ---258391.88 ms/batch
Step 00093900 L_out=0.429 Acc=0.92 ---290849.01 ms/batch
Step 00093950 L_out=0.325 Acc=0.93 ---318537.52 ms/batch
Step 00094000 L_out=0.426 Acc=0.93 ---345829.23 ms/batch
Round 6 | epoch=20, train costTime=371.8776054382324, | total_activation_sum=41943532
Round 6 | epoch=21, current m_iou=0.6844836762175083
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.7963991165161
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.710 Acc=0.89 --- 1594.87 ms/batch
Step 00094100 L_out=0.426 Acc=0.94 ---32078.97 ms/batch
Step 00094150 L_out=0.364 Acc=0.97 ---58594.49 ms/batch
Step 00094200 L_out=0.613 Acc=0.94 ---86215.79 ms/batch
Step 00094250 L_out=1.056 Acc=0.86 ---113580.16 ms/batch
Step 00094300 L_out=1.067 Acc=0.92 ---140737.79 ms/batch
Step 00094350 L_out=0.152 Acc=0.97 ---168407.84 ms/batch
Step 00094400 L_out=0.135 Acc=0.98 ---196069.93 ms/batch
Step 00094450 L_out=0.330 Acc=0.95 ---223567.24 ms/batch
Step 00094500 L_out=0.523 Acc=0.93 ---249145.94 ms/batch
Step 00094550 L_out=0.170 Acc=0.97 ---275540.19 ms/batch
Step 00094600 L_out=0.268 Acc=0.92 ---302057.11 ms/batch
Step 00094650 L_out=0.281 Acc=0.98 ---328521.08 ms/batch
Step 00094700 L_out=0.788 Acc=0.94 ---354975.22 ms/batch
Round 6 | epoch=21, train costTime=362.43850588798523, | total_activation_sum=41959107
Round 6 | epoch=22, current m_iou=0.6904146816589943
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.47893261909485
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.286 Acc=0.94 ---20174.86 ms/batch
Step 00094800 L_out=0.290 Acc=0.93 ---47740.04 ms/batch
Step 00094850 L_out=0.380 Acc=0.95 ---74224.59 ms/batch
Step 00094900 L_out=0.405 Acc=0.95 ---102626.56 ms/batch
Step 00094950 L_out=0.309 Acc=0.94 ---130199.29 ms/batch
Step 00095000 L_out=0.382 Acc=0.91 ---157644.93 ms/batch
Step 00095050 L_out=0.430 Acc=0.96 ---185470.42 ms/batch
Step 00095100 L_out=0.245 Acc=0.96 ---212649.91 ms/batch
Step 00095150 L_out=0.459 Acc=0.93 ---237608.47 ms/batch
Step 00095200 L_out=0.314 Acc=0.94 ---266722.06 ms/batch
Step 00095250 L_out=0.489 Acc=0.89 ---294152.16 ms/batch
Step 00095300 L_out=0.756 Acc=0.92 ---322393.26 ms/batch
Step 00095350 L_out=0.206 Acc=0.97 ---348691.93 ms/batch
Round 6 | epoch=22, train costTime=365.447550535202, | total_activation_sum=41787658
Round 6 | epoch=23, current m_iou=0.6921845051203177
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.4169716835022
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.299 Acc=0.97 ---10016.77 ms/batch
Step 00095450 L_out=0.132 Acc=0.98 ---41584.59 ms/batch
Step 00095500 L_out=0.279 Acc=0.95 ---72803.34 ms/batch
Step 00095550 L_out=0.284 Acc=0.95 ---100737.91 ms/batch
Step 00095600 L_out=0.233 Acc=0.96 ---128540.47 ms/batch
Step 00095650 L_out=0.323 Acc=0.83 ---155797.12 ms/batch
Step 00095700 L_out=1.013 Acc=0.79 ---183086.68 ms/batch
Step 00095750 L_out=0.551 Acc=0.91 ---210683.79 ms/batch
Step 00095800 L_out=0.637 Acc=0.93 ---236379.48 ms/batch
Step 00095850 L_out=0.101 Acc=0.96 ---263160.59 ms/batch
Step 00095900 L_out=0.372 Acc=0.94 ---294893.90 ms/batch
Step 00095950 L_out=0.221 Acc=0.97 ---322053.83 ms/batch
Step 00096000 L_out=0.304 Acc=0.93 ---352616.02 ms/batch
Round 6 | epoch=23, train costTime=379.239559173584, | total_activation_sum=41837790
Round 6 | epoch=24, current m_iou=0.6968650182820494
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.56958603858948
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.977 Acc=0.89 --- 1054.77 ms/batch
Step 00096100 L_out=0.337 Acc=0.94 ---27586.61 ms/batch
Step 00096150 L_out=0.439 Acc=0.96 ---54132.50 ms/batch
Step 00096200 L_out=0.184 Acc=0.95 ---80753.99 ms/batch
Step 00096250 L_out=0.511 Acc=0.95 ---107677.85 ms/batch
Step 00096300 L_out=0.362 Acc=0.95 ---135089.34 ms/batch
Step 00096350 L_out=0.405 Acc=0.96 ---162452.69 ms/batch
Step 00096400 L_out=0.234 Acc=0.97 ---190034.16 ms/batch
Step 00096450 L_out=0.451 Acc=0.95 ---217945.11 ms/batch
Step 00096500 L_out=0.210 Acc=0.92 ---241923.72 ms/batch
Step 00096550 L_out=1.423 Acc=0.82 ---268103.00 ms/batch
Step 00096600 L_out=0.371 Acc=0.94 ---296343.98 ms/batch
Step 00096650 L_out=0.649 Acc=0.95 ---323243.78 ms/batch
Step 00096700 L_out=0.355 Acc=0.94 ---349380.36 ms/batch
Round 6 | epoch=24, train costTime=357.2486412525177, | total_activation_sum=41789372
Round 6 | epoch=25, current m_iou=0.6914771344610645
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.79286766052246
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.178 Acc=0.98 ---20567.47 ms/batch
Step 00096800 L_out=0.432 Acc=0.95 ---48303.90 ms/batch
Step 00096850 L_out=0.313 Acc=0.92 ---74646.24 ms/batch
Step 00096900 L_out=0.464 Acc=0.94 ---101168.35 ms/batch
Step 00096950 L_out=1.136 Acc=0.90 ---128662.42 ms/batch
Step 00097000 L_out=0.221 Acc=0.95 ---156642.58 ms/batch
Step 00097050 L_out=0.443 Acc=0.95 ---184401.06 ms/batch
Step 00097100 L_out=0.401 Acc=0.97 ---211970.58 ms/batch
Step 00097150 L_out=0.473 Acc=0.96 ---236675.31 ms/batch
Step 00097200 L_out=0.613 Acc=0.94 ---266501.10 ms/batch
Step 00097250 L_out=0.269 Acc=0.97 ---295178.39 ms/batch
Step 00097300 L_out=0.271 Acc=0.97 ---321918.23 ms/batch
Step 00097350 L_out=0.179 Acc=0.94 ---349876.66 ms/batch
Round 6 | epoch=25, train costTime=368.180627822876, | total_activation_sum=41872663
Round 6 | epoch=26, current m_iou=0.6931759016810258
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.82395315170288
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.503 Acc=0.97 --- 9874.66 ms/batch
Step 00097450 L_out=0.385 Acc=0.87 ---36517.97 ms/batch
Step 00097500 L_out=0.149 Acc=0.94 ---63539.55 ms/batch
Step 00097550 L_out=0.498 Acc=0.92 ---91207.81 ms/batch
Step 00097600 L_out=0.408 Acc=0.95 ---118156.57 ms/batch
Step 00097650 L_out=0.537 Acc=0.94 ---145332.28 ms/batch
Step 00097700 L_out=0.341 Acc=0.97 ---172896.68 ms/batch
Step 00097750 L_out=0.304 Acc=0.91 ---200385.40 ms/batch
Step 00097800 L_out=0.239 Acc=0.97 ---227358.66 ms/batch
Step 00097850 L_out=0.462 Acc=0.94 ---252404.48 ms/batch
Step 00097900 L_out=0.443 Acc=0.95 ---279184.37 ms/batch
Step 00097950 L_out=0.250 Acc=0.96 ---306117.88 ms/batch
Step 00098000 L_out=0.468 Acc=0.95 ---335594.62 ms/batch
Round 6 | epoch=26, train costTime=361.7463216781616, | total_activation_sum=41902188
Round 6 | epoch=27, current m_iou=0.6930899061921647
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.6031677722931
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.243 Acc=0.94 ---  610.65 ms/batch
Step 00098100 L_out=0.146 Acc=0.97 ---28971.15 ms/batch
Step 00098150 L_out=0.334 Acc=0.92 ---57222.91 ms/batch
Step 00098200 L_out=0.314 Acc=0.95 ---83600.11 ms/batch
Step 00098250 L_out=0.426 Acc=0.96 ---111069.50 ms/batch
Step 00098300 L_out=0.373 Acc=0.94 ---138528.84 ms/batch
Step 00098350 L_out=0.284 Acc=0.95 ---165536.51 ms/batch
Step 00098400 L_out=0.483 Acc=0.94 ---193172.12 ms/batch
Step 00098450 L_out=0.224 Acc=0.96 ---221004.40 ms/batch
Step 00098500 L_out=0.541 Acc=0.96 ---245741.85 ms/batch
Step 00098550 L_out=0.845 Acc=0.92 ---272762.66 ms/batch
Step 00098600 L_out=0.196 Acc=0.97 ---300767.21 ms/batch
Step 00098650 L_out=0.386 Acc=0.95 ---327319.50 ms/batch
Step 00098700 L_out=0.212 Acc=0.94 ---353865.58 ms/batch
Round 6 | epoch=27, train costTime=362.25349044799805, | total_activation_sum=41820122
Round 6 | epoch=28, current m_iou=0.694958432783964
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.00241994857788
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.166 Acc=0.94 ---18024.44 ms/batch
Step 00098800 L_out=0.208 Acc=0.98 ---45674.30 ms/batch
Step 00098850 L_out=0.332 Acc=0.95 ---72247.62 ms/batch
Step 00098900 L_out=0.223 Acc=0.96 ---98785.06 ms/batch
Step 00098950 L_out=0.534 Acc=0.84 ---126515.57 ms/batch
Step 00099000 L_out=0.314 Acc=0.95 ---154240.34 ms/batch
Step 00099050 L_out=0.267 Acc=0.94 ---181529.54 ms/batch
Step 00099100 L_out=0.343 Acc=0.97 ---209303.14 ms/batch
Step 00099150 L_out=0.504 Acc=0.95 ---235138.05 ms/batch
Step 00099200 L_out=0.227 Acc=0.95 ---262144.63 ms/batch
Step 00099250 L_out=0.335 Acc=0.95 ---288172.44 ms/batch
Step 00099300 L_out=0.302 Acc=0.99 ---314910.04 ms/batch
Step 00099350 L_out=0.572 Acc=0.92 ---341998.42 ms/batch
Round 6 | epoch=28, train costTime=360.0855312347412, | total_activation_sum=42024649
Round 6 | epoch=29, current m_iou=0.690912230005722
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=141.81810450553894
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.204 Acc=0.87 --- 8909.48 ms/batch
Step 00099450 L_out=0.282 Acc=0.94 ---35269.38 ms/batch
Step 00099500 L_out=0.243 Acc=0.96 ---61928.61 ms/batch
Step 00099550 L_out=0.357 Acc=0.95 ---89744.15 ms/batch
Step 00099600 L_out=0.629 Acc=0.96 ---116935.76 ms/batch
Step 00099650 L_out=0.448 Acc=0.96 ---144109.54 ms/batch
Step 00099700 L_out=0.241 Acc=0.96 ---172099.87 ms/batch
Step 00099750 L_out=0.249 Acc=0.93 ---199592.73 ms/batch
Step 00099800 L_out=0.444 Acc=0.95 ---226900.82 ms/batch
Step 00099850 L_out=0.200 Acc=0.98 ---251186.94 ms/batch
Step 00099900 L_out=0.545 Acc=0.92 ---281247.38 ms/batch
Step 00099950 L_out=0.379 Acc=0.94 ---307902.77 ms/batch
Step 00100000 L_out=0.337 Acc=0.96 ---337056.56 ms/batch
Step 00100050 L_out=0.198 Acc=0.98 ---365377.20 ms/batch
Round 6 | epoch=29, train costTime=365.37757658958435, | total_activation_sum=41776217
Round 6 | epoch=30, current m_iou=0.6906690266035319
Round 6 | Best m_IoU is: 0.700, OA is: 0.919 | val costTime=140.73134922981262
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=3.109 Acc=0.67 ---27059.57 ms/batch
Step 00100150 L_out=0.982 Acc=0.86 ---54773.98 ms/batch
Step 00100200 L_out=0.597 Acc=0.92 ---81692.17 ms/batch
Step 00100250 L_out=2.503 Acc=0.87 ---109020.31 ms/batch
Step 00100300 L_out=0.593 Acc=0.82 ---136488.11 ms/batch
Step 00100350 L_out=0.375 Acc=0.93 ---164270.26 ms/batch
Step 00100400 L_out=1.549 Acc=0.80 ---194509.28 ms/batch
Step 00100450 L_out=0.311 Acc=0.95 ---223461.95 ms/batch
Step 00100500 L_out=0.460 Acc=0.92 ---251141.29 ms/batch
Step 00100550 L_out=0.580 Acc=0.92 ---278628.24 ms/batch
Step 00100600 L_out=0.290 Acc=0.92 ---305283.66 ms/batch
Step 00100650 L_out=0.434 Acc=0.95 ---332562.47 ms/batch
Step 00100700 L_out=0.618 Acc=0.88 ---360327.26 ms/batch
Round 7 | epoch=0, train costTime=369.7848825454712, | total_activation_sum=45794468
Round 7 | epoch=1, current m_iou=0.6500578513256999
Round 7 | Best m_IoU is: 0.650, OA is: 0.902 | val costTime=153.74780416488647
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.433 Acc=0.91 ---18359.79 ms/batch
Step 00100800 L_out=0.664 Acc=0.92 ---46366.69 ms/batch
Step 00100850 L_out=0.658 Acc=0.95 ---74061.71 ms/batch
Step 00100900 L_out=0.915 Acc=0.91 ---102162.45 ms/batch
Step 00100950 L_out=0.658 Acc=0.84 ---128773.77 ms/batch
Step 00101000 L_out=0.786 Acc=0.88 ---155337.51 ms/batch
Step 00101050 L_out=0.771 Acc=0.84 ---183982.82 ms/batch
Step 00101100 L_out=1.354 Acc=0.82 ---211225.03 ms/batch
Step 00101150 L_out=1.472 Acc=0.82 ---237616.71 ms/batch
Step 00101200 L_out=0.429 Acc=0.92 ---264390.82 ms/batch
Step 00101250 L_out=0.780 Acc=0.94 ---293503.58 ms/batch
Step 00101300 L_out=0.484 Acc=0.92 ---321707.09 ms/batch
Step 00101350 L_out=0.428 Acc=0.91 ---349739.49 ms/batch
Round 7 | epoch=1, train costTime=368.60967206954956, | total_activation_sum=46265692
Round 7 | epoch=2, current m_iou=0.6789244014025496
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=152.35120105743408
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.550 Acc=0.88 --- 8369.54 ms/batch
Step 00101450 L_out=0.484 Acc=0.97 ---35471.07 ms/batch
Step 00101500 L_out=0.238 Acc=0.97 ---63239.23 ms/batch
Step 00101550 L_out=0.529 Acc=0.94 ---90859.29 ms/batch
Step 00101600 L_out=0.370 Acc=0.97 ---118166.94 ms/batch
Step 00101650 L_out=0.393 Acc=0.92 ---149748.81 ms/batch
Step 00101700 L_out=0.616 Acc=0.85 ---178315.49 ms/batch
Step 00101750 L_out=0.645 Acc=0.95 ---207429.37 ms/batch
Step 00101800 L_out=0.447 Acc=0.95 ---236375.14 ms/batch
Step 00101850 L_out=0.664 Acc=0.92 ---262975.36 ms/batch
Step 00101900 L_out=0.471 Acc=0.96 ---290070.31 ms/batch
Step 00101950 L_out=0.422 Acc=0.97 ---318162.96 ms/batch
Step 00102000 L_out=0.600 Acc=0.94 ---345520.35 ms/batch
Step 00102050 L_out=0.773 Acc=0.93 ---373061.80 ms/batch
Round 7 | epoch=2, train costTime=373.66200065612793, | total_activation_sum=46006063
Round 7 | epoch=3, current m_iou=0.6353092229367681
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=152.8621711730957
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.574 Acc=0.96 ---25551.22 ms/batch
Step 00102150 L_out=0.560 Acc=0.93 ---55209.73 ms/batch
Step 00102200 L_out=0.330 Acc=0.96 ---82043.02 ms/batch
Step 00102250 L_out=0.773 Acc=0.94 ---112191.49 ms/batch
Step 00102300 L_out=0.517 Acc=0.95 ---141885.81 ms/batch
Step 00102350 L_out=0.587 Acc=0.93 ---169323.65 ms/batch
Step 00102400 L_out=0.621 Acc=0.89 ---197186.32 ms/batch
Step 00102450 L_out=0.715 Acc=0.90 ---223643.16 ms/batch
Step 00102500 L_out=0.320 Acc=0.96 ---250768.15 ms/batch
Step 00102550 L_out=0.675 Acc=0.92 ---277218.71 ms/batch
Step 00102600 L_out=0.461 Acc=0.94 ---303232.71 ms/batch
Step 00102650 L_out=0.238 Acc=0.95 ---330539.73 ms/batch
Step 00102700 L_out=0.480 Acc=0.93 ---358282.26 ms/batch
Round 7 | epoch=3, train costTime=368.3195471763611, | total_activation_sum=46146260
Round 7 | epoch=4, current m_iou=0.6762809945156312
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=152.07905268669128
Round 7 | ****EPOCH 4****
Step 00102750 L_out=1.511 Acc=0.88 ---17190.89 ms/batch
Step 00102800 L_out=0.793 Acc=0.93 ---43707.44 ms/batch
Step 00102850 L_out=0.574 Acc=0.90 ---71623.90 ms/batch
Step 00102900 L_out=0.737 Acc=0.94 ---101854.34 ms/batch
Step 00102950 L_out=0.534 Acc=0.95 ---129705.46 ms/batch
Step 00103000 L_out=0.319 Acc=0.95 ---158561.48 ms/batch
Step 00103050 L_out=0.446 Acc=0.95 ---186202.21 ms/batch
Step 00103100 L_out=0.487 Acc=0.96 ---212941.30 ms/batch
Step 00103150 L_out=0.975 Acc=0.93 ---240003.08 ms/batch
Step 00103200 L_out=0.652 Acc=0.94 ---269075.03 ms/batch
Step 00103250 L_out=0.478 Acc=0.95 ---295322.39 ms/batch
Step 00103300 L_out=0.927 Acc=0.89 ---322620.20 ms/batch
Step 00103350 L_out=0.886 Acc=0.94 ---350382.95 ms/batch
Round 7 | epoch=4, train costTime=369.3509192466736, | total_activation_sum=46151808
Round 7 | epoch=5, current m_iou=0.6977278656482666
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=152.8921835422516
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.382 Acc=0.94 --- 9171.25 ms/batch
Step 00103450 L_out=0.585 Acc=0.89 ---37060.34 ms/batch
Step 00103500 L_out=0.502 Acc=0.93 ---66478.70 ms/batch
Step 00103550 L_out=0.460 Acc=0.94 ---94186.09 ms/batch
Step 00103600 L_out=0.519 Acc=0.95 ---121152.64 ms/batch
Step 00103650 L_out=0.853 Acc=0.93 ---147547.61 ms/batch
Step 00103700 L_out=1.142 Acc=0.92 ---174431.08 ms/batch
Step 00103750 L_out=0.364 Acc=0.97 ---201384.82 ms/batch
Step 00103800 L_out=0.755 Acc=0.89 ---227734.99 ms/batch
Step 00103850 L_out=0.410 Acc=0.95 ---253976.93 ms/batch
Step 00103900 L_out=0.606 Acc=0.93 ---280635.22 ms/batch
Step 00103950 L_out=1.593 Acc=0.78 ---307087.42 ms/batch
Step 00104000 L_out=0.826 Acc=0.93 ---335168.62 ms/batch
Step 00104050 L_out=0.360 Acc=0.85 ---362399.39 ms/batch
Round 7 | epoch=5, train costTime=363.5765619277954, | total_activation_sum=45881011
Round 7 | epoch=6, current m_iou=0.6898655487724774
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=135.10540008544922
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.515 Acc=0.98 ---26833.11 ms/batch
Step 00104150 L_out=0.422 Acc=0.93 ---55461.23 ms/batch
Step 00104200 L_out=0.443 Acc=0.96 ---81558.53 ms/batch
Step 00104250 L_out=0.381 Acc=0.96 ---108038.53 ms/batch
Step 00104300 L_out=0.631 Acc=0.94 ---135210.42 ms/batch
Step 00104350 L_out=0.785 Acc=0.92 ---162189.06 ms/batch
Step 00104400 L_out=0.241 Acc=0.97 ---188820.65 ms/batch
Step 00104450 L_out=0.399 Acc=0.97 ---216963.74 ms/batch
Step 00104500 L_out=0.661 Acc=0.93 ---243947.04 ms/batch
Step 00104550 L_out=1.204 Acc=0.87 ---272756.52 ms/batch
Step 00104600 L_out=0.784 Acc=0.89 ---301855.13 ms/batch
Step 00104650 L_out=0.601 Acc=0.96 ---329153.37 ms/batch
Step 00104700 L_out=0.262 Acc=0.98 ---356823.87 ms/batch
Round 7 | epoch=6, train costTime=367.0896644592285, | total_activation_sum=46068919
Round 7 | epoch=7, current m_iou=0.6868678546443392
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=133.89948391914368
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.563 Acc=0.92 ---16852.24 ms/batch
Step 00104800 L_out=0.152 Acc=0.99 ---43771.27 ms/batch
Step 00104850 L_out=0.540 Acc=0.94 ---71139.66 ms/batch
Step 00104900 L_out=0.370 Acc=0.94 ---101971.88 ms/batch
Step 00104950 L_out=0.109 Acc=0.95 ---131959.52 ms/batch
Step 00105000 L_out=0.973 Acc=0.91 ---160206.58 ms/batch
Step 00105050 L_out=0.489 Acc=0.93 ---189943.74 ms/batch
Step 00105100 L_out=0.323 Acc=0.97 ---217166.22 ms/batch
Step 00105150 L_out=0.274 Acc=0.97 ---243891.47 ms/batch
Step 00105200 L_out=0.376 Acc=0.96 ---270371.73 ms/batch
Step 00105250 L_out=0.242 Acc=0.97 ---296758.63 ms/batch
Step 00105300 L_out=0.342 Acc=0.97 ---324467.97 ms/batch
Step 00105350 L_out=0.708 Acc=0.94 ---351828.30 ms/batch
Round 7 | epoch=7, train costTime=371.3169641494751, | total_activation_sum=46054801
Round 7 | epoch=8, current m_iou=0.6905486752190612
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=133.92310905456543
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.615 Acc=0.94 --- 7383.57 ms/batch
Step 00105450 L_out=0.226 Acc=0.98 ---34278.26 ms/batch
Step 00105500 L_out=0.270 Acc=0.96 ---60477.88 ms/batch
Step 00105550 L_out=1.966 Acc=0.69 ---86937.20 ms/batch
Step 00105600 L_out=0.443 Acc=0.93 ---114720.69 ms/batch
Step 00105650 L_out=0.637 Acc=0.95 ---142037.92 ms/batch
Step 00105700 L_out=0.483 Acc=0.94 ---170354.34 ms/batch
Step 00105750 L_out=0.326 Acc=0.98 ---197375.70 ms/batch
Step 00105800 L_out=0.158 Acc=0.98 ---223995.80 ms/batch
Step 00105850 L_out=1.025 Acc=0.84 ---250148.89 ms/batch
Step 00105900 L_out=0.568 Acc=0.93 ---276521.72 ms/batch
Step 00105950 L_out=0.234 Acc=0.95 ---303148.69 ms/batch
Step 00106000 L_out=0.519 Acc=0.90 ---330850.24 ms/batch
Step 00106050 L_out=0.159 Acc=0.96 ---358322.11 ms/batch
Round 7 | epoch=8, train costTime=360.02726769447327, | total_activation_sum=46163305
Round 7 | epoch=9, current m_iou=0.6911204729563574
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=150.91840076446533
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.585 Acc=0.96 ---24800.53 ms/batch
Step 00106150 L_out=0.608 Acc=0.94 ---53342.04 ms/batch
Step 00106200 L_out=0.544 Acc=0.91 ---81420.88 ms/batch
Step 00106250 L_out=0.398 Acc=0.94 ---107767.93 ms/batch
Step 00106300 L_out=0.407 Acc=0.93 ---134211.44 ms/batch
Step 00106350 L_out=0.567 Acc=0.94 ---163688.63 ms/batch
Step 00106400 L_out=0.450 Acc=0.94 ---192744.04 ms/batch
Step 00106450 L_out=0.687 Acc=0.92 ---219810.83 ms/batch
Step 00106500 L_out=0.900 Acc=0.79 ---248114.27 ms/batch
Step 00106550 L_out=0.539 Acc=0.95 ---274266.35 ms/batch
Step 00106600 L_out=0.615 Acc=0.95 ---300934.24 ms/batch
Step 00106650 L_out=0.381 Acc=0.98 ---328129.95 ms/batch
Step 00106700 L_out=0.248 Acc=0.96 ---355265.55 ms/batch
Round 7 | epoch=9, train costTime=366.7487738132477, | total_activation_sum=46144686
Round 7 | epoch=10, current m_iou=0.6866619119473454
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.4548306465149
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.292 Acc=0.96 ---16386.36 ms/batch
Step 00106800 L_out=0.369 Acc=0.94 ---47711.22 ms/batch
Step 00106850 L_out=0.291 Acc=0.95 ---74924.09 ms/batch
Step 00106900 L_out=0.274 Acc=0.94 ---103090.61 ms/batch
Step 00106950 L_out=0.742 Acc=0.95 ---131125.03 ms/batch
Step 00107000 L_out=0.419 Acc=0.93 ---157640.30 ms/batch
Step 00107050 L_out=0.176 Acc=0.96 ---183851.62 ms/batch
Step 00107100 L_out=0.347 Acc=0.97 ---213320.46 ms/batch
Step 00107150 L_out=0.538 Acc=0.96 ---240999.31 ms/batch
Step 00107200 L_out=0.179 Acc=0.95 ---267220.97 ms/batch
Step 00107250 L_out=0.493 Acc=0.95 ---293380.72 ms/batch
Step 00107300 L_out=0.425 Acc=0.95 ---320374.98 ms/batch
Step 00107350 L_out=0.368 Acc=0.94 ---347283.49 ms/batch
Round 7 | epoch=10, train costTime=367.83500480651855, | total_activation_sum=46122663
Round 7 | epoch=11, current m_iou=0.6863974746505334
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.97063970565796
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.378 Acc=0.96 --- 7398.24 ms/batch
Step 00107450 L_out=0.287 Acc=0.92 ---34630.05 ms/batch
Step 00107500 L_out=3.482 Acc=0.26 ---63129.36 ms/batch
Step 00107550 L_out=0.508 Acc=0.94 ---89307.08 ms/batch
Step 00107600 L_out=0.337 Acc=0.97 ---115524.91 ms/batch
Step 00107650 L_out=0.737 Acc=0.92 ---142368.28 ms/batch
Step 00107700 L_out=0.785 Acc=0.91 ---170108.10 ms/batch
Step 00107750 L_out=0.462 Acc=0.96 ---198311.06 ms/batch
Step 00107800 L_out=0.427 Acc=0.96 ---224851.71 ms/batch
Step 00107850 L_out=0.278 Acc=0.96 ---251669.95 ms/batch
Step 00107900 L_out=0.526 Acc=0.92 ---279946.70 ms/batch
Step 00107950 L_out=0.630 Acc=0.93 ---310390.44 ms/batch
Step 00108000 L_out=0.449 Acc=0.98 ---337662.13 ms/batch
Step 00108050 L_out=0.357 Acc=0.97 ---364507.36 ms/batch
Round 7 | epoch=11, train costTime=366.71216893196106, | total_activation_sum=46075448
Round 7 | epoch=12, current m_iou=0.6904219129544864
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.67919421195984
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.457 Acc=0.94 ---25083.47 ms/batch
Step 00108150 L_out=0.591 Acc=0.96 ---52141.54 ms/batch
Step 00108200 L_out=0.327 Acc=0.86 ---79312.90 ms/batch
Step 00108250 L_out=0.201 Acc=0.97 ---105701.91 ms/batch
Step 00108300 L_out=0.611 Acc=0.95 ---131931.08 ms/batch
Step 00108350 L_out=0.220 Acc=0.97 ---158422.10 ms/batch
Step 00108400 L_out=0.357 Acc=0.94 ---186344.11 ms/batch
Step 00108450 L_out=0.344 Acc=0.94 ---217013.15 ms/batch
Step 00108500 L_out=0.467 Acc=0.92 ---247449.55 ms/batch
Step 00108550 L_out=0.779 Acc=0.86 ---274156.79 ms/batch
Step 00108600 L_out=0.617 Acc=0.95 ---301028.59 ms/batch
Step 00108650 L_out=0.304 Acc=0.97 ---328810.97 ms/batch
Step 00108700 L_out=0.233 Acc=0.96 ---356147.87 ms/batch
Round 7 | epoch=12, train costTime=367.9056439399719, | total_activation_sum=45960108
Round 7 | epoch=13, current m_iou=0.6884442351190727
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.24284386634827
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.602 Acc=0.93 ---15489.49 ms/batch
Step 00108800 L_out=0.372 Acc=0.96 ---41613.76 ms/batch
Step 00108850 L_out=0.475 Acc=0.92 ---67905.17 ms/batch
Step 00108900 L_out=0.722 Acc=0.86 ---94406.59 ms/batch
Step 00108950 L_out=0.174 Acc=0.96 ---122204.87 ms/batch
Step 00109000 L_out=0.256 Acc=0.97 ---148791.07 ms/batch
Step 00109050 L_out=0.555 Acc=0.96 ---174962.32 ms/batch
Step 00109100 L_out=0.258 Acc=0.96 ---201562.30 ms/batch
Step 00109150 L_out=0.465 Acc=0.93 ---228013.34 ms/batch
Step 00109200 L_out=0.354 Acc=0.97 ---255305.32 ms/batch
Step 00109250 L_out=0.467 Acc=0.93 ---281830.20 ms/batch
Step 00109300 L_out=0.333 Acc=0.96 ---308889.73 ms/batch
Step 00109350 L_out=0.293 Acc=0.96 ---336039.95 ms/batch
Round 7 | epoch=13, train costTime=357.18655610084534, | total_activation_sum=46129762
Round 7 | epoch=14, current m_iou=0.6929792833291591
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=150.26140975952148
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.704 Acc=0.88 --- 7083.31 ms/batch
Step 00109450 L_out=0.957 Acc=0.95 ---33358.60 ms/batch
Step 00109500 L_out=0.424 Acc=0.94 ---61595.46 ms/batch
Step 00109550 L_out=0.139 Acc=0.98 ---88118.19 ms/batch
Step 00109600 L_out=0.361 Acc=0.95 ---114854.51 ms/batch
Step 00109650 L_out=0.608 Acc=0.95 ---143086.54 ms/batch
Step 00109700 L_out=0.427 Acc=0.90 ---169547.69 ms/batch
Step 00109750 L_out=0.228 Acc=0.95 ---195579.05 ms/batch
Step 00109800 L_out=0.416 Acc=0.93 ---221976.71 ms/batch
Step 00109850 L_out=0.413 Acc=0.95 ---248531.63 ms/batch
Step 00109900 L_out=0.516 Acc=0.94 ---276212.87 ms/batch
Step 00109950 L_out=0.795 Acc=0.92 ---304058.90 ms/batch
Step 00110000 L_out=0.384 Acc=0.96 ---331516.38 ms/batch
Step 00110050 L_out=0.405 Acc=0.93 ---359071.96 ms/batch
Round 7 | epoch=14, train costTime=361.8801281452179, | total_activation_sum=46158261
Round 7 | epoch=15, current m_iou=0.6891882326734031
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.16206979751587
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.491 Acc=0.93 ---25749.21 ms/batch
Step 00110150 L_out=0.451 Acc=0.94 ---54794.04 ms/batch
Step 00110200 L_out=0.293 Acc=0.97 ---82090.25 ms/batch
Step 00110250 L_out=0.347 Acc=0.95 ---110394.09 ms/batch
Step 00110300 L_out=0.367 Acc=0.95 ---141943.54 ms/batch
Step 00110350 L_out=0.934 Acc=0.94 ---170549.96 ms/batch
Step 00110400 L_out=0.408 Acc=0.96 ---196923.34 ms/batch
Step 00110450 L_out=0.370 Acc=0.97 ---225935.75 ms/batch
Step 00110500 L_out=0.313 Acc=0.92 ---252834.34 ms/batch
Step 00110550 L_out=0.426 Acc=0.96 ---278751.97 ms/batch
Step 00110600 L_out=0.577 Acc=0.96 ---305887.35 ms/batch
Step 00110650 L_out=0.486 Acc=0.93 ---333151.86 ms/batch
Step 00110700 L_out=0.335 Acc=0.97 ---361068.88 ms/batch
Round 7 | epoch=15, train costTime=373.3868074417114, | total_activation_sum=46061441
Round 7 | epoch=16, current m_iou=0.6859364973119468
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=149.48986554145813
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.448 Acc=0.97 ---17074.75 ms/batch
Step 00110800 L_out=0.511 Acc=0.92 ---46318.33 ms/batch
Step 00110850 L_out=0.167 Acc=0.95 ---72595.42 ms/batch
Step 00110900 L_out=0.242 Acc=0.96 ---98540.14 ms/batch
Step 00110950 L_out=0.390 Acc=0.95 ---125310.28 ms/batch
Step 00111000 L_out=0.476 Acc=0.95 ---155634.24 ms/batch
Step 00111050 L_out=0.610 Acc=0.91 ---184163.75 ms/batch
Step 00111100 L_out=0.509 Acc=0.91 ---210483.18 ms/batch
Step 00111150 L_out=0.384 Acc=0.97 ---237970.59 ms/batch
Step 00111200 L_out=0.409 Acc=0.94 ---265437.74 ms/batch
Step 00111250 L_out=0.226 Acc=0.94 ---293263.68 ms/batch
Step 00111300 L_out=0.549 Acc=0.95 ---320593.51 ms/batch
Step 00111350 L_out=0.732 Acc=0.85 ---348137.27 ms/batch
Round 7 | epoch=16, train costTime=369.9583923816681, | total_activation_sum=46189746
Round 7 | epoch=17, current m_iou=0.6889975883304691
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=150.8776867389679
Round 7 | ****EPOCH 17****
Step 00111400 L_out=4.217 Acc=0.65 --- 5744.35 ms/batch
Step 00111450 L_out=0.491 Acc=0.94 ---33221.12 ms/batch
Step 00111500 L_out=0.380 Acc=0.95 ---61160.06 ms/batch
Step 00111550 L_out=0.348 Acc=0.96 ---88770.96 ms/batch
Step 00111600 L_out=0.397 Acc=0.95 ---117043.82 ms/batch
Step 00111650 L_out=0.257 Acc=0.96 ---145681.92 ms/batch
Step 00111700 L_out=0.222 Acc=0.97 ---177641.94 ms/batch
Step 00111750 L_out=0.140 Acc=0.95 ---205653.05 ms/batch
Step 00111800 L_out=0.673 Acc=0.94 ---233658.37 ms/batch
Step 00111850 L_out=0.427 Acc=0.94 ---260485.12 ms/batch
Step 00111900 L_out=0.347 Acc=0.95 ---289339.78 ms/batch
Step 00111950 L_out=0.332 Acc=0.97 ---319147.56 ms/batch
Step 00112000 L_out=0.233 Acc=0.98 ---346919.07 ms/batch
Step 00112050 L_out=0.123 Acc=0.98 ---373925.70 ms/batch
Round 7 | epoch=17, train costTime=377.2500457763672, | total_activation_sum=45973283
Round 7 | epoch=18, current m_iou=0.6919264971671096
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=133.8254804611206
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.475 Acc=0.94 ---24111.86 ms/batch
Step 00112150 L_out=0.432 Acc=0.95 ---52884.79 ms/batch
Step 00112200 L_out=0.372 Acc=0.97 ---82138.11 ms/batch
Step 00112250 L_out=0.774 Acc=0.94 ---110834.81 ms/batch
Step 00112300 L_out=0.573 Acc=0.90 ---137452.21 ms/batch
Step 00112350 L_out=0.746 Acc=0.94 ---164100.38 ms/batch
Step 00112400 L_out=0.218 Acc=0.94 ---190271.78 ms/batch
Step 00112450 L_out=0.472 Acc=0.95 ---216877.44 ms/batch
Step 00112500 L_out=0.598 Acc=0.92 ---243629.02 ms/batch
Step 00112550 L_out=0.402 Acc=0.95 ---270389.44 ms/batch
Step 00112600 L_out=0.248 Acc=0.98 ---298093.14 ms/batch
Step 00112650 L_out=0.426 Acc=0.94 ---325918.36 ms/batch
Step 00112700 L_out=0.277 Acc=0.92 ---353437.50 ms/batch
Round 7 | epoch=18, train costTime=365.94059562683105, | total_activation_sum=46002701
Round 7 | epoch=19, current m_iou=0.691791321700268
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=151.1257746219635
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.443 Acc=0.94 ---14498.46 ms/batch
Step 00112800 L_out=0.424 Acc=0.96 ---42644.66 ms/batch
Step 00112850 L_out=0.756 Acc=0.94 ---68741.58 ms/batch
Step 00112900 L_out=0.514 Acc=0.94 ---95717.05 ms/batch
Step 00112950 L_out=0.331 Acc=0.95 ---122475.55 ms/batch
Step 00113000 L_out=0.269 Acc=0.95 ---149043.46 ms/batch
Step 00113050 L_out=0.515 Acc=0.94 ---175557.71 ms/batch
Step 00113100 L_out=0.204 Acc=0.98 ---202386.73 ms/batch
Step 00113150 L_out=0.272 Acc=0.97 ---228596.72 ms/batch
Step 00113200 L_out=0.493 Acc=0.93 ---255664.57 ms/batch
Step 00113250 L_out=0.388 Acc=0.97 ---285214.41 ms/batch
Step 00113300 L_out=0.549 Acc=0.94 ---313624.10 ms/batch
Step 00113350 L_out=0.565 Acc=0.90 ---341106.24 ms/batch
Round 7 | epoch=19, train costTime=363.3375144004822, | total_activation_sum=46123220
Round 7 | epoch=20, current m_iou=0.6912007765957997
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=151.14250302314758
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.383 Acc=0.94 --- 5795.13 ms/batch
Step 00113450 L_out=0.248 Acc=0.96 ---32876.26 ms/batch
Step 00113500 L_out=0.459 Acc=0.95 ---59986.06 ms/batch
Step 00113550 L_out=0.287 Acc=0.93 ---86480.92 ms/batch
Step 00113600 L_out=0.484 Acc=0.93 ---113211.42 ms/batch
Step 00113650 L_out=1.012 Acc=0.84 ---141545.68 ms/batch
Step 00113700 L_out=0.392 Acc=0.96 ---168563.37 ms/batch
Step 00113750 L_out=0.432 Acc=0.95 ---196697.24 ms/batch
Step 00113800 L_out=0.301 Acc=0.96 ---224016.84 ms/batch
Step 00113850 L_out=0.195 Acc=0.97 ---250389.91 ms/batch
Step 00113900 L_out=0.738 Acc=0.93 ---276734.88 ms/batch
Step 00113950 L_out=0.468 Acc=0.97 ---303390.00 ms/batch
Step 00114000 L_out=0.428 Acc=0.94 ---330821.63 ms/batch
Step 00114050 L_out=0.241 Acc=0.96 ---358466.87 ms/batch
Round 7 | epoch=20, train costTime=362.4184205532074, | total_activation_sum=45998532
Round 7 | epoch=21, current m_iou=0.6958825129485519
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=134.64306712150574
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.171 Acc=0.96 ---22962.89 ms/batch
Step 00114150 L_out=0.244 Acc=0.96 ---50867.25 ms/batch
Step 00114200 L_out=0.381 Acc=0.97 ---80606.36 ms/batch
Step 00114250 L_out=0.618 Acc=0.94 ---107833.68 ms/batch
Step 00114300 L_out=0.325 Acc=0.94 ---134379.87 ms/batch
Step 00114350 L_out=0.375 Acc=0.96 ---160760.57 ms/batch
Step 00114400 L_out=0.540 Acc=0.93 ---187590.44 ms/batch
Step 00114450 L_out=0.262 Acc=0.96 ---215953.13 ms/batch
Step 00114500 L_out=0.324 Acc=0.95 ---243603.40 ms/batch
Step 00114550 L_out=0.685 Acc=0.93 ---272013.40 ms/batch
Step 00114600 L_out=0.322 Acc=0.97 ---299725.13 ms/batch
Step 00114650 L_out=0.243 Acc=0.98 ---327263.83 ms/batch
Step 00114700 L_out=0.324 Acc=0.96 ---354463.12 ms/batch
Round 7 | epoch=21, train costTime=367.6634635925293, | total_activation_sum=46120536
Round 7 | epoch=22, current m_iou=0.697865807380977
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=149.5882408618927
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.360 Acc=0.95 ---14084.28 ms/batch
Step 00114800 L_out=0.303 Acc=0.93 ---41551.92 ms/batch
Step 00114850 L_out=0.774 Acc=0.93 ---67993.72 ms/batch
Step 00114900 L_out=0.398 Acc=0.97 ---94392.86 ms/batch
Step 00114950 L_out=0.393 Acc=0.97 ---121585.19 ms/batch
Step 00115000 L_out=0.518 Acc=0.94 ---148386.90 ms/batch
Step 00115050 L_out=0.338 Acc=0.95 ---175129.74 ms/batch
Step 00115100 L_out=0.779 Acc=0.97 ---201766.97 ms/batch
Step 00115150 L_out=0.256 Acc=0.98 ---228693.38 ms/batch
Step 00115200 L_out=0.765 Acc=0.92 ---255396.68 ms/batch
Step 00115250 L_out=0.358 Acc=0.96 ---281928.10 ms/batch
Step 00115300 L_out=0.360 Acc=0.97 ---308804.10 ms/batch
Step 00115350 L_out=0.747 Acc=0.92 ---336455.83 ms/batch
Round 7 | epoch=22, train costTime=359.42062044143677, | total_activation_sum=46041928
Round 7 | epoch=23, current m_iou=0.6936774277364206
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=149.72355937957764
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.403 Acc=0.96 --- 4873.84 ms/batch
Step 00115450 L_out=0.365 Acc=0.95 ---32030.87 ms/batch
Step 00115500 L_out=0.386 Acc=0.96 ---59784.18 ms/batch
Step 00115550 L_out=0.768 Acc=0.95 ---87077.92 ms/batch
Step 00115600 L_out=0.279 Acc=0.96 ---113887.41 ms/batch
Step 00115650 L_out=0.327 Acc=0.97 ---140499.46 ms/batch
Step 00115700 L_out=0.673 Acc=0.97 ---167298.50 ms/batch
Step 00115750 L_out=0.124 Acc=0.97 ---195042.41 ms/batch
Step 00115800 L_out=1.126 Acc=0.92 ---221838.55 ms/batch
Step 00115850 L_out=0.153 Acc=0.98 ---248693.29 ms/batch
Step 00115900 L_out=0.570 Acc=0.97 ---275799.87 ms/batch
Step 00115950 L_out=0.418 Acc=0.96 ---302686.10 ms/batch
Step 00116000 L_out=0.504 Acc=0.96 ---331165.23 ms/batch
Step 00116050 L_out=0.900 Acc=0.87 ---358469.55 ms/batch
Round 7 | epoch=23, train costTime=362.94915652275085, | total_activation_sum=46043214
Round 7 | epoch=24, current m_iou=0.6941636348754153
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=150.15355825424194
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.481 Acc=0.92 ---22974.58 ms/batch
Step 00116150 L_out=0.516 Acc=0.90 ---51220.35 ms/batch
Step 00116200 L_out=0.423 Acc=0.91 ---78461.32 ms/batch
Step 00116250 L_out=0.259 Acc=0.94 ---107134.90 ms/batch
Step 00116300 L_out=0.278 Acc=0.96 ---136359.29 ms/batch
Step 00116350 L_out=0.240 Acc=0.96 ---163094.65 ms/batch
Step 00116400 L_out=0.275 Acc=0.94 ---189826.59 ms/batch
Step 00116450 L_out=0.491 Acc=0.93 ---216104.04 ms/batch
Step 00116500 L_out=0.411 Acc=0.96 ---242896.81 ms/batch
Step 00116550 L_out=0.497 Acc=0.91 ---271190.97 ms/batch
Step 00116600 L_out=0.447 Acc=0.91 ---299646.05 ms/batch
Step 00116650 L_out=0.381 Acc=0.96 ---326473.95 ms/batch
Step 00116700 L_out=0.211 Acc=0.94 ---354168.10 ms/batch
Round 7 | epoch=24, train costTime=368.1794447898865, | total_activation_sum=46222869
Round 7 | epoch=25, current m_iou=0.6906878635226459
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=131.15938234329224
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.437 Acc=0.96 ---11063.12 ms/batch
Step 00116800 L_out=0.712 Acc=0.92 ---33404.05 ms/batch
Step 00116850 L_out=0.647 Acc=0.91 ---55625.98 ms/batch
Step 00116900 L_out=0.392 Acc=0.93 ---78088.46 ms/batch
Step 00116950 L_out=0.344 Acc=0.94 ---101037.36 ms/batch
Step 00117000 L_out=0.295 Acc=0.95 ---123212.86 ms/batch
Step 00117050 L_out=0.429 Acc=0.92 ---145354.10 ms/batch
Step 00117100 L_out=0.475 Acc=0.93 ---167741.43 ms/batch
Step 00117150 L_out=0.480 Acc=0.96 ---189938.53 ms/batch
Step 00117200 L_out=0.306 Acc=0.96 ---212504.04 ms/batch
Step 00117250 L_out=0.178 Acc=0.98 ---235353.39 ms/batch
Step 00117300 L_out=0.410 Acc=0.93 ---257446.97 ms/batch
Step 00117350 L_out=0.372 Acc=0.93 ---279625.18 ms/batch
Round 7 | epoch=25, train costTime=298.1253845691681, | total_activation_sum=46007693
Round 7 | epoch=26, current m_iou=0.6920827332266188
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=119.22952508926392
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.528 Acc=0.92 --- 3615.00 ms/batch
Step 00117450 L_out=0.746 Acc=0.96 ---25825.12 ms/batch
Step 00117500 L_out=0.396 Acc=0.93 ---48711.55 ms/batch
Step 00117550 L_out=0.568 Acc=0.95 ---70959.54 ms/batch
Step 00117600 L_out=0.375 Acc=0.89 ---93203.61 ms/batch
Step 00117650 L_out=0.417 Acc=0.94 ---115487.11 ms/batch
Step 00117700 L_out=0.345 Acc=0.93 ---138115.35 ms/batch
Step 00117750 L_out=0.777 Acc=0.90 ---160458.78 ms/batch
Step 00117800 L_out=0.350 Acc=0.97 ---182795.65 ms/batch
Step 00117850 L_out=0.325 Acc=0.97 ---205512.94 ms/batch
Step 00117900 L_out=0.179 Acc=0.95 ---227601.28 ms/batch
Step 00117950 L_out=0.197 Acc=0.96 ---250270.79 ms/batch
Step 00118000 L_out=0.182 Acc=0.98 ---272630.03 ms/batch
Step 00118050 L_out=0.558 Acc=0.89 ---296043.47 ms/batch
Round 7 | epoch=26, train costTime=300.4307324886322, | total_activation_sum=46012460
Round 7 | epoch=27, current m_iou=0.68763092900878
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=125.05654287338257
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.244 Acc=0.96 ---18872.59 ms/batch
Step 00118150 L_out=0.332 Acc=0.96 ---41872.18 ms/batch
Step 00118200 L_out=0.205 Acc=0.96 ---64872.81 ms/batch
Step 00118250 L_out=0.452 Acc=0.94 ---87953.90 ms/batch
Step 00118300 L_out=0.314 Acc=0.93 ---110977.69 ms/batch
Step 00118350 L_out=0.691 Acc=0.92 ---134128.03 ms/batch
Step 00118400 L_out=0.388 Acc=0.93 ---157301.20 ms/batch
Step 00118450 L_out=0.104 Acc=0.96 ---180429.49 ms/batch
Step 00118500 L_out=0.564 Acc=0.92 ---203457.29 ms/batch
Step 00118550 L_out=0.244 Acc=0.97 ---226498.87 ms/batch
Step 00118600 L_out=0.312 Acc=0.97 ---249457.75 ms/batch
Step 00118650 L_out=0.432 Acc=0.95 ---272615.98 ms/batch
Step 00118700 L_out=0.432 Acc=0.95 ---295664.37 ms/batch
Round 7 | epoch=27, train costTime=307.58306765556335, | total_activation_sum=46133547
Round 7 | epoch=28, current m_iou=0.6902546324241582
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=123.14064812660217
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.419 Acc=0.95 ---11065.66 ms/batch
Step 00118800 L_out=0.276 Acc=0.97 ---34121.42 ms/batch
Step 00118850 L_out=0.332 Acc=0.94 ---57243.36 ms/batch
Step 00118900 L_out=0.328 Acc=0.97 ---80332.06 ms/batch
Step 00118950 L_out=0.330 Acc=0.97 ---103298.89 ms/batch
Step 00119000 L_out=0.391 Acc=0.95 ---126365.12 ms/batch
Step 00119050 L_out=0.269 Acc=0.97 ---149354.59 ms/batch
Step 00119100 L_out=0.349 Acc=0.97 ---172398.38 ms/batch
Step 00119150 L_out=0.405 Acc=0.93 ---195398.66 ms/batch
Step 00119200 L_out=0.225 Acc=0.97 ---218386.35 ms/batch
Step 00119250 L_out=0.203 Acc=0.98 ---241459.19 ms/batch
Step 00119300 L_out=1.354 Acc=0.94 ---264449.28 ms/batch
Step 00119350 L_out=0.361 Acc=0.93 ---287618.61 ms/batch
Round 7 | epoch=28, train costTime=307.49223732948303, | total_activation_sum=46011382
Round 7 | epoch=29, current m_iou=0.692130708176712
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=124.2152190208435
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.344 Acc=0.96 --- 3270.29 ms/batch
Step 00119450 L_out=0.387 Acc=0.95 ---26307.25 ms/batch
Step 00119500 L_out=0.235 Acc=0.96 ---49405.37 ms/batch
Step 00119550 L_out=0.448 Acc=0.94 ---72607.93 ms/batch
Step 00119600 L_out=0.320 Acc=0.97 ---95725.19 ms/batch
Step 00119650 L_out=0.404 Acc=0.94 ---118786.48 ms/batch
Step 00119700 L_out=0.367 Acc=0.94 ---141814.86 ms/batch
Step 00119750 L_out=0.179 Acc=0.97 ---164962.58 ms/batch
Step 00119800 L_out=0.446 Acc=0.96 ---187999.94 ms/batch
Step 00119850 L_out=0.356 Acc=0.95 ---210980.01 ms/batch
Step 00119900 L_out=1.788 Acc=0.90 ---233828.47 ms/batch
Step 00119950 L_out=0.149 Acc=0.98 ---256735.05 ms/batch
Step 00120000 L_out=0.486 Acc=0.95 ---279958.40 ms/batch
Step 00120050 L_out=0.461 Acc=0.93 ---302873.85 ms/batch
Round 7 | epoch=29, train costTime=307.5520453453064, | total_activation_sum=46193141
Round 7 | epoch=30, current m_iou=0.6917874173389855
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=123.73727107048035
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=1.104 Acc=0.92 ---22437.57 ms/batch
Step 00120150 L_out=0.638 Acc=0.93 ---49886.15 ms/batch
Step 00120200 L_out=0.567 Acc=0.92 ---78693.92 ms/batch
Step 00120250 L_out=1.166 Acc=0.93 ---105496.17 ms/batch
Step 00120300 L_out=1.181 Acc=0.80 ---132247.74 ms/batch
Step 00120350 L_out=1.120 Acc=0.93 ---159278.85 ms/batch
Step 00120400 L_out=0.834 Acc=0.85 ---186590.11 ms/batch
Step 00120450 L_out=1.314 Acc=0.89 ---214976.35 ms/batch
Step 00120500 L_out=0.466 Acc=0.95 ---241640.47 ms/batch
Step 00120550 L_out=0.943 Acc=0.83 ---269028.36 ms/batch
Step 00120600 L_out=1.599 Acc=0.84 ---296716.08 ms/batch
Step 00120650 L_out=0.472 Acc=0.97 ---324531.28 ms/batch
Step 00120700 L_out=0.756 Acc=0.93 ---351643.70 ms/batch
Round 8 | epoch=0, train costTime=366.80761218070984, | total_activation_sum=49768358
Round 8 | epoch=1, current m_iou=0.6810149742007785
Round 8 | Best m_IoU is: 0.681, OA is: 0.911 | val costTime=135.07681727409363
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.788 Acc=0.90 ---12310.42 ms/batch
Step 00120800 L_out=0.465 Acc=0.95 ---43076.52 ms/batch
Step 00120850 L_out=0.671 Acc=0.96 ---70088.08 ms/batch
Step 00120900 L_out=0.611 Acc=0.95 ---97123.97 ms/batch
Step 00120950 L_out=0.887 Acc=0.91 ---125666.59 ms/batch
Step 00121000 L_out=0.628 Acc=0.94 ---152386.78 ms/batch
Step 00121050 L_out=0.541 Acc=0.91 ---179819.45 ms/batch
Step 00121100 L_out=1.240 Acc=0.85 ---206959.06 ms/batch
Step 00121150 L_out=0.468 Acc=0.95 ---234631.90 ms/batch
Step 00121200 L_out=0.850 Acc=0.92 ---262918.78 ms/batch
Step 00121250 L_out=0.628 Acc=0.93 ---289787.98 ms/batch
Step 00121300 L_out=0.407 Acc=0.95 ---317558.53 ms/batch
Step 00121350 L_out=0.531 Acc=0.98 ---344846.74 ms/batch
Round 8 | epoch=1, train costTime=368.9508550167084, | total_activation_sum=50040582
Round 8 | epoch=2, current m_iou=0.6755997323092142
Round 8 | Best m_IoU is: 0.681, OA is: 0.911 | val costTime=134.3485016822815
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.856 Acc=0.89 --- 3225.06 ms/batch
Step 00121450 L_out=0.488 Acc=0.93 ---31071.84 ms/batch
Step 00121500 L_out=0.637 Acc=0.96 ---58004.84 ms/batch
Step 00121550 L_out=0.793 Acc=0.91 ---86327.17 ms/batch
Step 00121600 L_out=0.391 Acc=0.94 ---112983.26 ms/batch
Step 00121650 L_out=0.315 Acc=0.94 ---141173.27 ms/batch
Step 00121700 L_out=0.422 Acc=0.93 ---171614.82 ms/batch
Step 00121750 L_out=0.961 Acc=0.86 ---201680.17 ms/batch
Step 00121800 L_out=0.729 Acc=0.93 ---229839.78 ms/batch
Step 00121850 L_out=1.060 Acc=0.86 ---258985.37 ms/batch
Step 00121900 L_out=0.555 Acc=0.93 ---285653.63 ms/batch
Step 00121950 L_out=0.716 Acc=0.93 ---312620.64 ms/batch
Step 00122000 L_out=0.705 Acc=0.86 ---340166.62 ms/batch
Step 00122050 L_out=0.530 Acc=0.96 ---367560.78 ms/batch
Round 8 | epoch=2, train costTime=373.4992825984955, | total_activation_sum=50080054
Round 8 | epoch=3, current m_iou=0.6886756609477143
Round 8 | Best m_IoU is: 0.689, OA is: 0.918 | val costTime=149.817076921463
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.475 Acc=0.94 ---24207.93 ms/batch
Step 00122150 L_out=1.194 Acc=0.95 ---54447.69 ms/batch
Step 00122200 L_out=0.300 Acc=0.96 ---82937.46 ms/batch
Step 00122250 L_out=0.634 Acc=0.89 ---111107.95 ms/batch
Step 00122300 L_out=1.420 Acc=0.90 ---138101.98 ms/batch
Step 00122350 L_out=0.675 Acc=0.92 ---164357.92 ms/batch
Step 00122400 L_out=0.729 Acc=0.92 ---191004.50 ms/batch
Step 00122450 L_out=0.313 Acc=0.96 ---221505.06 ms/batch
Step 00122500 L_out=0.553 Acc=0.96 ---249442.63 ms/batch
Step 00122550 L_out=0.443 Acc=0.95 ---279091.19 ms/batch
Step 00122600 L_out=0.246 Acc=0.95 ---306322.44 ms/batch
Step 00122650 L_out=0.494 Acc=0.95 ---334063.90 ms/batch
Step 00122700 L_out=0.214 Acc=0.98 ---361268.42 ms/batch
Round 8 | epoch=3, train costTime=376.6391444206238, | total_activation_sum=49965196
Round 8 | epoch=4, current m_iou=0.6965988775570101
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=134.98160481452942
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.661 Acc=0.94 ---14095.36 ms/batch
Step 00122800 L_out=0.435 Acc=0.93 ---40517.85 ms/batch
Step 00122850 L_out=0.444 Acc=0.95 ---67116.57 ms/batch
Step 00122900 L_out=0.475 Acc=0.90 ---94917.73 ms/batch
Step 00122950 L_out=0.825 Acc=0.93 ---124333.02 ms/batch
Step 00123000 L_out=0.418 Acc=0.95 ---153914.25 ms/batch
Step 00123050 L_out=0.774 Acc=0.92 ---181217.95 ms/batch
Step 00123100 L_out=1.265 Acc=0.90 ---208103.31 ms/batch
Step 00123150 L_out=0.592 Acc=0.92 ---234534.80 ms/batch
Step 00123200 L_out=0.460 Acc=0.78 ---261358.18 ms/batch
Step 00123250 L_out=0.431 Acc=0.93 ---287471.15 ms/batch
Step 00123300 L_out=0.704 Acc=0.95 ---314907.58 ms/batch
Step 00123350 L_out=0.678 Acc=0.86 ---342339.24 ms/batch
Round 8 | epoch=4, train costTime=366.9840772151947, | total_activation_sum=49924050
Round 8 | epoch=5, current m_iou=0.6870396836966952
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=148.96795463562012
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.291 Acc=0.97 --- 2564.02 ms/batch
Step 00123450 L_out=0.472 Acc=0.96 ---29556.87 ms/batch
Step 00123500 L_out=0.788 Acc=0.95 ---57647.25 ms/batch
Step 00123550 L_out=0.410 Acc=0.93 ---87740.76 ms/batch
Step 00123600 L_out=0.403 Acc=0.96 ---116015.15 ms/batch
Step 00123650 L_out=0.847 Acc=0.91 ---146586.92 ms/batch
Step 00123700 L_out=1.128 Acc=0.90 ---175301.94 ms/batch
Step 00123750 L_out=0.996 Acc=0.92 ---202252.73 ms/batch
Step 00123800 L_out=0.262 Acc=0.97 ---228511.46 ms/batch
Step 00123850 L_out=0.341 Acc=0.97 ---255002.89 ms/batch
Step 00123900 L_out=0.404 Acc=0.95 ---281793.23 ms/batch
Step 00123950 L_out=0.353 Acc=0.95 ---308794.98 ms/batch
Step 00124000 L_out=1.015 Acc=0.87 ---336685.55 ms/batch
Step 00124050 L_out=0.434 Acc=0.94 ---364586.46 ms/batch
Round 8 | epoch=5, train costTime=370.91726756095886, | total_activation_sum=49935937
Round 8 | epoch=6, current m_iou=0.6702643687257706
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=136.62804198265076
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.465 Acc=0.95 ---21645.36 ms/batch
Step 00124150 L_out=0.417 Acc=0.96 ---48099.64 ms/batch
Step 00124200 L_out=0.588 Acc=0.95 ---74665.10 ms/batch
Step 00124250 L_out=0.363 Acc=0.97 ---103756.71 ms/batch
Step 00124300 L_out=0.446 Acc=0.96 ---130782.51 ms/batch
Step 00124350 L_out=0.529 Acc=0.96 ---159853.05 ms/batch
Step 00124400 L_out=0.559 Acc=0.89 ---186390.37 ms/batch
Step 00124450 L_out=0.478 Acc=0.95 ---213705.99 ms/batch
Step 00124500 L_out=0.313 Acc=0.95 ---240930.52 ms/batch
Step 00124550 L_out=0.469 Acc=0.95 ---269572.82 ms/batch
Step 00124600 L_out=0.475 Acc=0.92 ---295777.86 ms/batch
Step 00124650 L_out=0.542 Acc=0.92 ---323358.59 ms/batch
Step 00124700 L_out=0.549 Acc=0.94 ---351078.07 ms/batch
Round 8 | epoch=6, train costTime=366.87527775764465, | total_activation_sum=49921830
Round 8 | epoch=7, current m_iou=0.6857997166719932
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=150.26036763191223
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.146 Acc=0.98 ---11565.55 ms/batch
Step 00124800 L_out=0.343 Acc=0.98 ---37896.44 ms/batch
Step 00124850 L_out=0.320 Acc=0.92 ---65624.70 ms/batch
Step 00124900 L_out=0.649 Acc=0.94 ---93787.35 ms/batch
Step 00124950 L_out=0.196 Acc=0.98 ---120793.31 ms/batch
Step 00125000 L_out=0.226 Acc=0.97 ---148336.25 ms/batch
Step 00125050 L_out=0.215 Acc=0.97 ---174991.28 ms/batch
Step 00125100 L_out=0.501 Acc=0.96 ---202086.09 ms/batch
Step 00125150 L_out=1.197 Acc=0.84 ---228896.22 ms/batch
Step 00125200 L_out=0.601 Acc=0.95 ---255463.23 ms/batch
Step 00125250 L_out=0.408 Acc=0.97 ---282437.38 ms/batch
Step 00125300 L_out=0.930 Acc=0.90 ---309059.40 ms/batch
Step 00125350 L_out=0.412 Acc=0.95 ---336873.93 ms/batch
Round 8 | epoch=7, train costTime=361.8613078594208, | total_activation_sum=49893686
Round 8 | epoch=8, current m_iou=0.6795427311754083
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=146.0148365497589
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.480 Acc=0.94 --- 2478.31 ms/batch
Step 00125450 L_out=0.383 Acc=0.97 ---29691.30 ms/batch
Step 00125500 L_out=0.630 Acc=0.90 ---57097.87 ms/batch
Step 00125550 L_out=0.231 Acc=0.97 ---85116.52 ms/batch
Step 00125600 L_out=0.675 Acc=0.94 ---112758.87 ms/batch
Step 00125650 L_out=0.396 Acc=0.93 ---139377.59 ms/batch
Step 00125700 L_out=0.256 Acc=0.94 ---166583.24 ms/batch
Step 00125750 L_out=0.224 Acc=0.97 ---193901.10 ms/batch
Step 00125800 L_out=0.334 Acc=0.95 ---221026.65 ms/batch
Step 00125850 L_out=0.381 Acc=0.95 ---248219.98 ms/batch
Step 00125900 L_out=0.950 Acc=0.90 ---275228.17 ms/batch
Step 00125950 L_out=0.424 Acc=0.95 ---301875.44 ms/batch
Step 00126000 L_out=0.464 Acc=0.92 ---328847.60 ms/batch
Step 00126050 L_out=0.285 Acc=0.92 ---355986.78 ms/batch
Round 8 | epoch=8, train costTime=362.9167034626007, | total_activation_sum=50081536
Round 8 | epoch=9, current m_iou=0.685554760090741
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=158.38401317596436
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.363 Acc=0.95 ---19734.87 ms/batch
Step 00126150 L_out=0.444 Acc=0.97 ---46463.98 ms/batch
Step 00126200 L_out=0.430 Acc=0.96 ---73182.09 ms/batch
Step 00126250 L_out=0.277 Acc=0.95 ---100031.41 ms/batch
Step 00126300 L_out=0.480 Acc=0.97 ---126669.44 ms/batch
Step 00126350 L_out=0.506 Acc=0.96 ---153413.39 ms/batch
Step 00126400 L_out=0.253 Acc=0.97 ---180877.87 ms/batch
Step 00126450 L_out=0.781 Acc=0.85 ---207689.05 ms/batch
Step 00126500 L_out=0.319 Acc=0.94 ---234441.82 ms/batch
Step 00126550 L_out=1.270 Acc=0.86 ---261270.31 ms/batch
Step 00126600 L_out=0.164 Acc=0.96 ---288260.70 ms/batch
Step 00126650 L_out=0.451 Acc=0.94 ---314152.27 ms/batch
Step 00126700 L_out=0.666 Acc=0.96 ---340766.98 ms/batch
Round 8 | epoch=9, train costTime=357.5416648387909, | total_activation_sum=49907893
Round 8 | epoch=10, current m_iou=0.6809853466689577
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=158.05554056167603
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.699 Acc=0.88 ---11277.09 ms/batch
Step 00126800 L_out=0.426 Acc=0.96 ---38157.97 ms/batch
Step 00126850 L_out=0.540 Acc=0.94 ---66125.38 ms/batch
Step 00126900 L_out=0.741 Acc=0.92 ---93681.39 ms/batch
Step 00126950 L_out=0.752 Acc=0.92 ---121148.80 ms/batch
Step 00127000 L_out=0.381 Acc=0.96 ---149526.22 ms/batch
Step 00127050 L_out=0.532 Acc=0.94 ---176326.17 ms/batch
Step 00127100 L_out=0.384 Acc=0.95 ---203960.98 ms/batch
Step 00127150 L_out=0.464 Acc=0.97 ---230820.08 ms/batch
Step 00127200 L_out=0.287 Acc=0.98 ---258599.81 ms/batch
Step 00127250 L_out=0.373 Acc=0.95 ---286066.44 ms/batch
Step 00127300 L_out=0.320 Acc=0.95 ---313264.93 ms/batch
Step 00127350 L_out=0.527 Acc=0.94 ---339473.35 ms/batch
Round 8 | epoch=10, train costTime=364.3374602794647, | total_activation_sum=50044191
Round 8 | epoch=11, current m_iou=0.6922055089750624
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=152.49253916740417
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.395 Acc=0.93 --- 1442.11 ms/batch
Step 00127450 L_out=0.399 Acc=0.92 ---28334.88 ms/batch
Step 00127500 L_out=0.523 Acc=0.93 ---57487.86 ms/batch
Step 00127550 L_out=0.725 Acc=0.93 ---84458.75 ms/batch
Step 00127600 L_out=0.533 Acc=0.96 ---112591.88 ms/batch
Step 00127650 L_out=1.293 Acc=0.85 ---139460.67 ms/batch
Step 00127700 L_out=0.421 Acc=0.92 ---166221.47 ms/batch
Step 00127750 L_out=0.535 Acc=0.92 ---192755.12 ms/batch
Step 00127800 L_out=0.934 Acc=0.90 ---219389.51 ms/batch
Step 00127850 L_out=0.379 Acc=0.93 ---246478.19 ms/batch
Step 00127900 L_out=0.794 Acc=0.92 ---273055.56 ms/batch
Step 00127950 L_out=1.425 Acc=0.94 ---299846.45 ms/batch
Step 00128000 L_out=0.470 Acc=0.94 ---326275.21 ms/batch
Step 00128050 L_out=0.362 Acc=0.96 ---352751.83 ms/batch
Round 8 | epoch=11, train costTime=360.3953788280487, | total_activation_sum=49891489
Round 8 | epoch=12, current m_iou=0.686122983736085
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=150.75319576263428
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.490 Acc=0.94 ---19424.44 ms/batch
Step 00128150 L_out=0.360 Acc=0.95 ---46249.01 ms/batch
Step 00128200 L_out=0.278 Acc=0.98 ---73676.77 ms/batch
Step 00128250 L_out=0.409 Acc=0.96 ---100223.69 ms/batch
Step 00128300 L_out=0.502 Acc=0.96 ---126687.19 ms/batch
Step 00128350 L_out=0.491 Acc=0.92 ---155135.84 ms/batch
Step 00128400 L_out=0.433 Acc=0.95 ---183316.59 ms/batch
Step 00128450 L_out=0.288 Acc=0.96 ---210418.73 ms/batch
Step 00128500 L_out=0.271 Acc=0.93 ---237177.66 ms/batch
Step 00128550 L_out=0.522 Acc=0.97 ---263539.14 ms/batch
Step 00128600 L_out=0.537 Acc=0.94 ---290188.60 ms/batch
Step 00128650 L_out=0.690 Acc=0.83 ---316699.78 ms/batch
Step 00128700 L_out=0.269 Acc=0.95 ---343018.25 ms/batch
Round 8 | epoch=12, train costTime=359.3437740802765, | total_activation_sum=50055561
Round 8 | epoch=13, current m_iou=0.6852911279324577
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=148.97497582435608
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.289 Acc=0.95 ---10705.54 ms/batch
Step 00128800 L_out=0.411 Acc=0.94 ---37778.49 ms/batch
Step 00128850 L_out=0.286 Acc=0.97 ---64875.88 ms/batch
Step 00128900 L_out=0.346 Acc=0.97 ---91315.44 ms/batch
Step 00128950 L_out=0.446 Acc=0.92 ---118384.83 ms/batch
Step 00129000 L_out=0.697 Acc=0.93 ---144885.46 ms/batch
Step 00129050 L_out=0.288 Acc=0.95 ---171894.32 ms/batch
Step 00129100 L_out=0.405 Acc=0.96 ---200068.61 ms/batch
Step 00129150 L_out=0.216 Acc=0.94 ---227088.84 ms/batch
Step 00129200 L_out=0.278 Acc=0.96 ---254868.72 ms/batch
Step 00129250 L_out=0.307 Acc=0.95 ---282043.47 ms/batch
Step 00129300 L_out=0.374 Acc=0.94 ---309760.26 ms/batch
Step 00129350 L_out=0.428 Acc=0.95 ---336572.27 ms/batch
Round 8 | epoch=13, train costTime=362.376585483551, | total_activation_sum=49772659
Round 8 | epoch=14, current m_iou=0.6944857307897165
Round 8 | Best m_IoU is: 0.697, OA is: 0.920 | val costTime=155.1566677093506
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.454 Acc=0.93 ---  927.28 ms/batch
Step 00129450 L_out=0.746 Acc=0.93 ---23532.99 ms/batch
Step 00129500 L_out=1.994 Acc=0.89 ---46225.92 ms/batch
Step 00129550 L_out=0.594 Acc=0.96 ---68525.42 ms/batch
Step 00129600 L_out=0.174 Acc=0.98 ---90854.10 ms/batch
Step 00129650 L_out=0.270 Acc=0.97 ---113540.70 ms/batch
Step 00129700 L_out=0.158 Acc=0.91 ---136559.35 ms/batch
Step 00129750 L_out=0.423 Acc=0.94 ---158944.58 ms/batch
Step 00129800 L_out=0.283 Acc=0.96 ---181279.11 ms/batch
Step 00129850 L_out=0.358 Acc=0.97 ---203491.32 ms/batch
Step 00129900 L_out=0.288 Acc=0.93 ---225716.32 ms/batch
Step 00129950 L_out=0.436 Acc=0.93 ---248222.32 ms/batch
Step 00130000 L_out=0.500 Acc=0.97 ---270819.49 ms/batch
Step 00130050 L_out=0.517 Acc=0.95 ---293077.08 ms/batch
Round 8 | epoch=14, train costTime=299.78350615501404, | total_activation_sum=49848859
Round 8 | epoch=15, current m_iou=0.6994036080968828
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=134.68117260932922
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.268 Acc=0.97 ---15538.85 ms/batch
Step 00130150 L_out=0.459 Acc=0.94 ---37787.49 ms/batch
Step 00130200 L_out=0.470 Acc=0.96 ---60167.12 ms/batch
Step 00130250 L_out=0.432 Acc=0.96 ---82963.46 ms/batch
Step 00130300 L_out=0.250 Acc=0.97 ---105201.23 ms/batch
Step 00130350 L_out=0.219 Acc=0.96 ---127470.45 ms/batch
Step 00130400 L_out=0.332 Acc=0.94 ---150317.73 ms/batch
Step 00130450 L_out=0.461 Acc=0.94 ---172521.24 ms/batch
Step 00130500 L_out=0.469 Acc=0.96 ---194762.51 ms/batch
Step 00130550 L_out=0.560 Acc=0.94 ---217861.19 ms/batch
Step 00130600 L_out=0.577 Acc=0.96 ---240155.98 ms/batch
Step 00130650 L_out=0.449 Acc=0.96 ---262766.41 ms/batch
Step 00130700 L_out=0.465 Acc=0.95 ---285420.13 ms/batch
Round 8 | epoch=15, train costTime=299.73252725601196, | total_activation_sum=49959356
Round 8 | epoch=16, current m_iou=0.6908337901358624
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=145.6693696975708
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.438 Acc=0.94 --- 8416.76 ms/batch
Step 00130800 L_out=0.424 Acc=0.96 ---31752.79 ms/batch
Step 00130850 L_out=0.381 Acc=0.94 ---55056.05 ms/batch
Step 00130900 L_out=0.507 Acc=0.96 ---78179.57 ms/batch
Step 00130950 L_out=0.187 Acc=0.98 ---101594.58 ms/batch
Step 00131000 L_out=0.271 Acc=0.97 ---124833.98 ms/batch
Step 00131050 L_out=0.329 Acc=0.96 ---148187.07 ms/batch
Step 00131100 L_out=0.354 Acc=0.94 ---171425.40 ms/batch
Step 00131150 L_out=0.337 Acc=0.96 ---194767.72 ms/batch
Step 00131200 L_out=0.526 Acc=0.95 ---218043.15 ms/batch
Step 00131250 L_out=1.268 Acc=0.91 ---241346.90 ms/batch
Step 00131300 L_out=0.323 Acc=0.95 ---264514.64 ms/batch
Step 00131350 L_out=0.282 Acc=0.95 ---287478.53 ms/batch
Round 8 | epoch=16, train costTime=310.1839578151703, | total_activation_sum=49845598
Round 8 | epoch=17, current m_iou=0.6951093609176302
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=142.4575321674347
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.306 Acc=0.96 ---  463.92 ms/batch
Step 00131450 L_out=0.578 Acc=0.87 ---23781.67 ms/batch
Step 00131500 L_out=0.247 Acc=0.97 ---46869.76 ms/batch
Step 00131550 L_out=0.680 Acc=0.93 ---70151.36 ms/batch
Step 00131600 L_out=0.348 Acc=0.94 ---93461.61 ms/batch
Step 00131650 L_out=0.389 Acc=0.96 ---116618.98 ms/batch
Step 00131700 L_out=0.263 Acc=0.96 ---139790.30 ms/batch
Step 00131750 L_out=0.332 Acc=0.94 ---162909.18 ms/batch
Step 00131800 L_out=0.280 Acc=0.96 ---186118.79 ms/batch
Step 00131850 L_out=0.227 Acc=0.97 ---209381.26 ms/batch
Step 00131900 L_out=0.573 Acc=0.93 ---232606.60 ms/batch
Step 00131950 L_out=0.252 Acc=0.94 ---255809.35 ms/batch
Step 00132000 L_out=0.249 Acc=0.98 ---278892.74 ms/batch
Step 00132050 L_out=0.178 Acc=0.96 ---302176.71 ms/batch
Round 8 | epoch=17, train costTime=309.6135325431824, | total_activation_sum=50121769
Round 8 | epoch=18, current m_iou=0.6908021507769441
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=141.80669116973877
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.265 Acc=0.98 ---15653.96 ms/batch
Step 00132150 L_out=0.625 Acc=0.94 ---38975.61 ms/batch
Step 00132200 L_out=0.299 Acc=0.95 ---62316.53 ms/batch
Step 00132250 L_out=0.534 Acc=0.92 ---85540.44 ms/batch
Step 00132300 L_out=0.227 Acc=0.97 ---108693.74 ms/batch
Step 00132350 L_out=0.334 Acc=0.93 ---132071.01 ms/batch
Step 00132400 L_out=0.264 Acc=0.94 ---155357.67 ms/batch
Step 00132450 L_out=0.305 Acc=0.96 ---178659.55 ms/batch
Step 00132500 L_out=0.606 Acc=0.96 ---201644.72 ms/batch
Step 00132550 L_out=0.172 Acc=0.98 ---224778.81 ms/batch
Step 00132600 L_out=0.301 Acc=0.98 ---247986.56 ms/batch
Step 00132650 L_out=0.302 Acc=0.97 ---271205.17 ms/batch
Step 00132700 L_out=0.469 Acc=0.94 ---294457.20 ms/batch
Round 8 | epoch=18, train costTime=309.646199464798, | total_activation_sum=49792634
Round 8 | epoch=19, current m_iou=0.6909551762820957
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=142.76977491378784
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.374 Acc=0.95 --- 7905.68 ms/batch
Step 00132800 L_out=0.244 Acc=0.98 ---31201.14 ms/batch
Step 00132850 L_out=0.519 Acc=0.94 ---54298.09 ms/batch
Step 00132900 L_out=0.364 Acc=0.95 ---77458.87 ms/batch
Step 00132950 L_out=0.489 Acc=0.95 ---100687.42 ms/batch
Step 00133000 L_out=0.285 Acc=0.95 ---123880.15 ms/batch
Step 00133050 L_out=0.464 Acc=0.96 ---147191.02 ms/batch
Step 00133100 L_out=0.964 Acc=0.94 ---170402.89 ms/batch
Step 00133150 L_out=0.339 Acc=0.97 ---193601.69 ms/batch
Step 00133200 L_out=0.474 Acc=0.95 ---216836.36 ms/batch
Step 00133250 L_out=0.744 Acc=0.92 ---240202.87 ms/batch
Step 00133300 L_out=0.239 Acc=0.96 ---263567.80 ms/batch
Step 00133350 L_out=1.227 Acc=0.92 ---286814.52 ms/batch
Step 00133400 L_out=0.520 Acc=0.90 ---310051.36 ms/batch
Round 8 | epoch=19, train costTime=310.0514762401581, | total_activation_sum=49973549
Round 8 | epoch=20, current m_iou=0.6766794423917538
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=147.09097027778625
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.317 Acc=0.92 ---23259.61 ms/batch
Step 00133500 L_out=0.282 Acc=0.92 ---46659.59 ms/batch
Step 00133550 L_out=0.335 Acc=0.98 ---69886.55 ms/batch
Step 00133600 L_out=0.797 Acc=0.92 ---93094.73 ms/batch
Step 00133650 L_out=0.301 Acc=0.95 ---116199.53 ms/batch
Step 00133700 L_out=0.325 Acc=0.94 ---139394.86 ms/batch
Step 00133750 L_out=0.468 Acc=0.96 ---162569.13 ms/batch
Step 00133800 L_out=0.155 Acc=0.98 ---185769.79 ms/batch
Step 00133850 L_out=0.651 Acc=0.90 ---208973.65 ms/batch
Step 00133900 L_out=0.500 Acc=0.96 ---232091.83 ms/batch
Step 00133950 L_out=0.339 Acc=0.96 ---255368.95 ms/batch
Step 00134000 L_out=1.092 Acc=0.95 ---278759.54 ms/batch
Step 00134050 L_out=0.453 Acc=0.97 ---301865.15 ms/batch
Round 8 | epoch=20, train costTime=309.7176933288574, | total_activation_sum=49889015
Round 8 | epoch=21, current m_iou=0.6921121124997704
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=162.7507073879242
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.286 Acc=0.96 ---17834.58 ms/batch
Step 00134150 L_out=0.468 Acc=0.97 ---45899.37 ms/batch
Step 00134200 L_out=0.484 Acc=0.95 ---72448.65 ms/batch
Step 00134250 L_out=0.349 Acc=0.97 ---98880.21 ms/batch
Step 00134300 L_out=0.391 Acc=0.98 ---125511.53 ms/batch
Step 00134350 L_out=0.238 Acc=0.96 ---152752.05 ms/batch
Step 00134400 L_out=0.426 Acc=0.96 ---179769.33 ms/batch
Step 00134450 L_out=0.353 Acc=0.96 ---206101.10 ms/batch
Step 00134500 L_out=0.355 Acc=0.97 ---232777.19 ms/batch
Step 00134550 L_out=0.359 Acc=0.95 ---259626.96 ms/batch
Step 00134600 L_out=0.309 Acc=0.97 ---286266.86 ms/batch
Step 00134650 L_out=0.325 Acc=0.96 ---313563.27 ms/batch
Step 00134700 L_out=0.353 Acc=0.96 ---340137.02 ms/batch
Round 8 | epoch=21, train costTime=358.47785449028015, | total_activation_sum=49940829
Round 8 | epoch=22, current m_iou=0.6884629637574567
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=158.55254793167114
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.576 Acc=0.96 --- 8732.41 ms/batch
Step 00134800 L_out=0.524 Acc=0.96 ---36552.90 ms/batch
Step 00134850 L_out=0.429 Acc=0.94 ---63804.21 ms/batch
Step 00134900 L_out=0.405 Acc=0.96 ---90285.78 ms/batch
Step 00134950 L_out=0.750 Acc=0.94 ---116782.10 ms/batch
Step 00135000 L_out=0.454 Acc=0.95 ---143671.73 ms/batch
Step 00135050 L_out=0.090 Acc=0.99 ---170324.79 ms/batch
Step 00135100 L_out=0.408 Acc=0.97 ---196737.25 ms/batch
Step 00135150 L_out=0.270 Acc=0.95 ---223059.78 ms/batch
Step 00135200 L_out=0.831 Acc=0.86 ---251280.25 ms/batch
Step 00135250 L_out=0.215 Acc=0.96 ---278453.51 ms/batch
Step 00135300 L_out=0.533 Acc=0.96 ---305261.83 ms/batch
Step 00135350 L_out=0.419 Acc=0.96 ---332188.42 ms/batch
Step 00135400 L_out=0.390 Acc=0.94 ---359360.96 ms/batch
Round 8 | epoch=22, train costTime=359.8265392780304, | total_activation_sum=49997207
Round 8 | epoch=23, current m_iou=0.6907598652010762
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=159.9978470802307
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.219 Acc=0.96 ---27110.09 ms/batch
Step 00135500 L_out=0.251 Acc=0.97 ---53761.77 ms/batch
Step 00135550 L_out=0.557 Acc=0.97 ---80346.00 ms/batch
Step 00135600 L_out=0.470 Acc=0.94 ---106603.39 ms/batch
Step 00135650 L_out=0.454 Acc=0.93 ---133731.06 ms/batch
Step 00135700 L_out=0.471 Acc=0.93 ---160886.23 ms/batch
Step 00135750 L_out=0.385 Acc=0.96 ---188552.20 ms/batch
Step 00135800 L_out=0.416 Acc=0.97 ---216078.05 ms/batch
Step 00135850 L_out=0.451 Acc=0.94 ---244232.10 ms/batch
Step 00135900 L_out=0.409 Acc=0.94 ---271088.46 ms/batch
Step 00135950 L_out=0.645 Acc=0.92 ---298203.09 ms/batch
Step 00136000 L_out=0.214 Acc=0.96 ---325585.84 ms/batch
Step 00136050 L_out=0.102 Acc=0.99 ---352794.61 ms/batch
Round 8 | epoch=23, train costTime=362.6178436279297, | total_activation_sum=49871555
Round 8 | epoch=24, current m_iou=0.6912481634564974
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=155.1994345188141
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.704 Acc=0.94 ---17022.28 ms/batch
Step 00136150 L_out=0.266 Acc=0.95 ---43738.64 ms/batch
Step 00136200 L_out=0.507 Acc=0.94 ---70442.33 ms/batch
Step 00136250 L_out=0.536 Acc=0.94 ---97753.09 ms/batch
Step 00136300 L_out=0.472 Acc=0.96 ---125102.87 ms/batch
Step 00136350 L_out=0.291 Acc=0.97 ---151780.49 ms/batch
Step 00136400 L_out=0.267 Acc=0.98 ---178227.08 ms/batch
Step 00136450 L_out=0.540 Acc=0.91 ---206538.94 ms/batch
Step 00136500 L_out=0.466 Acc=0.96 ---233394.39 ms/batch
Step 00136550 L_out=0.366 Acc=0.97 ---259892.76 ms/batch
Step 00136600 L_out=0.400 Acc=0.96 ---286684.29 ms/batch
Step 00136650 L_out=0.449 Acc=0.94 ---313616.12 ms/batch
Step 00136700 L_out=0.458 Acc=0.95 ---341306.77 ms/batch
Round 8 | epoch=24, train costTime=360.2217664718628, | total_activation_sum=49786116
Round 8 | epoch=25, current m_iou=0.6944979078379605
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=154.3955202102661
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.448 Acc=0.94 --- 8251.26 ms/batch
Step 00136800 L_out=0.272 Acc=0.96 ---35575.37 ms/batch
Step 00136850 L_out=0.769 Acc=0.89 ---61924.91 ms/batch
Step 00136900 L_out=0.452 Acc=0.95 ---88782.85 ms/batch
Step 00136950 L_out=0.266 Acc=0.94 ---115542.77 ms/batch
Step 00137000 L_out=0.356 Acc=0.94 ---142073.06 ms/batch
Step 00137050 L_out=0.381 Acc=0.96 ---168791.00 ms/batch
Step 00137100 L_out=0.438 Acc=0.94 ---196943.99 ms/batch
Step 00137150 L_out=0.209 Acc=0.97 ---223815.78 ms/batch
Step 00137200 L_out=0.255 Acc=0.93 ---250274.70 ms/batch
Step 00137250 L_out=0.321 Acc=0.95 ---278225.52 ms/batch
Step 00137300 L_out=0.186 Acc=0.96 ---306322.86 ms/batch
Step 00137350 L_out=0.263 Acc=0.97 ---333378.18 ms/batch
Step 00137400 L_out=0.384 Acc=0.97 ---361098.07 ms/batch
Round 8 | epoch=25, train costTime=362.3432810306549, | total_activation_sum=49997356
Round 8 | epoch=26, current m_iou=0.6940016921690465
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=148.8808033466339
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.376 Acc=0.96 ---25589.32 ms/batch
Step 00137500 L_out=0.178 Acc=0.99 ---52744.90 ms/batch
Step 00137550 L_out=0.291 Acc=0.95 ---79360.80 ms/batch
Step 00137600 L_out=0.193 Acc=0.98 ---106307.05 ms/batch
Step 00137650 L_out=0.327 Acc=0.95 ---132896.51 ms/batch
Step 00137700 L_out=0.461 Acc=0.97 ---160111.97 ms/batch
Step 00137750 L_out=0.292 Acc=0.97 ---186727.88 ms/batch
Step 00137800 L_out=0.327 Acc=0.97 ---213310.51 ms/batch
Step 00137850 L_out=0.605 Acc=0.92 ---240398.34 ms/batch
Step 00137900 L_out=0.267 Acc=0.97 ---267850.18 ms/batch
Step 00137950 L_out=0.527 Acc=0.96 ---295056.93 ms/batch
Step 00138000 L_out=0.318 Acc=0.95 ---322160.69 ms/batch
Step 00138050 L_out=0.269 Acc=0.97 ---349604.75 ms/batch
Round 8 | epoch=26, train costTime=359.8785915374756, | total_activation_sum=49916976
Round 8 | epoch=27, current m_iou=0.6940549889354968
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=153.4372980594635
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.511 Acc=0.96 ---16614.95 ms/batch
Step 00138150 L_out=0.159 Acc=0.96 ---43349.26 ms/batch
Step 00138200 L_out=0.241 Acc=0.97 ---70079.43 ms/batch
Step 00138250 L_out=0.176 Acc=0.98 ---97214.56 ms/batch
Step 00138300 L_out=0.508 Acc=0.94 ---123681.86 ms/batch
Step 00138350 L_out=0.143 Acc=0.99 ---150521.70 ms/batch
Step 00138400 L_out=0.743 Acc=0.95 ---178324.99 ms/batch
Step 00138450 L_out=0.259 Acc=0.97 ---205157.69 ms/batch
Step 00138500 L_out=0.318 Acc=0.95 ---232029.70 ms/batch
Step 00138550 L_out=0.488 Acc=0.91 ---259381.54 ms/batch
Step 00138600 L_out=0.836 Acc=0.95 ---286102.42 ms/batch
Step 00138650 L_out=0.380 Acc=0.95 ---313341.94 ms/batch
Step 00138700 L_out=0.181 Acc=0.97 ---340441.58 ms/batch
Round 8 | epoch=27, train costTime=360.13455271720886, | total_activation_sum=50078541
Round 8 | epoch=28, current m_iou=0.6951141889532328
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=156.6696503162384
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.317 Acc=0.98 --- 7306.68 ms/batch
Step 00138800 L_out=0.239 Acc=0.95 ---35180.52 ms/batch
Step 00138850 L_out=0.135 Acc=0.97 ---62476.93 ms/batch
Step 00138900 L_out=0.425 Acc=0.94 ---89802.97 ms/batch
Step 00138950 L_out=0.518 Acc=0.96 ---117513.28 ms/batch
Step 00139000 L_out=0.547 Acc=0.97 ---144374.54 ms/batch
Step 00139050 L_out=0.263 Acc=0.92 ---171063.71 ms/batch
Step 00139100 L_out=0.465 Acc=0.91 ---197918.77 ms/batch
Step 00139150 L_out=0.285 Acc=0.96 ---224808.26 ms/batch
Step 00139200 L_out=0.434 Acc=0.96 ---251675.91 ms/batch
Step 00139250 L_out=0.223 Acc=0.97 ---278802.31 ms/batch
Step 00139300 L_out=0.266 Acc=0.98 ---306155.59 ms/batch
Step 00139350 L_out=0.544 Acc=0.96 ---333692.64 ms/batch
Step 00139400 L_out=0.506 Acc=0.95 ---361195.69 ms/batch
Round 8 | epoch=28, train costTime=362.6927161216736, | total_activation_sum=49794735
Round 8 | epoch=29, current m_iou=0.6941563825548925
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=156.69213223457336
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.410 Acc=0.94 ---25561.99 ms/batch
Step 00139500 L_out=0.405 Acc=0.96 ---52996.87 ms/batch
Step 00139550 L_out=0.260 Acc=0.97 ---80752.84 ms/batch
Step 00139600 L_out=0.362 Acc=0.96 ---107418.40 ms/batch
Step 00139650 L_out=0.323 Acc=0.94 ---134336.93 ms/batch
Step 00139700 L_out=0.370 Acc=0.95 ---162707.41 ms/batch
Step 00139750 L_out=0.302 Acc=0.95 ---189926.96 ms/batch
Step 00139800 L_out=0.236 Acc=0.98 ---216522.41 ms/batch
Step 00139850 L_out=0.433 Acc=0.96 ---243852.37 ms/batch
Step 00139900 L_out=0.549 Acc=0.93 ---270782.14 ms/batch
Step 00139950 L_out=0.210 Acc=0.97 ---297512.86 ms/batch
Step 00140000 L_out=0.090 Acc=0.97 ---324273.78 ms/batch
Step 00140050 L_out=0.456 Acc=0.97 ---351756.23 ms/batch
Round 8 | epoch=29, train costTime=362.8404929637909, | total_activation_sum=49915671
Round 8 | epoch=30, current m_iou=0.6921661516509462
Round 8 | Best m_IoU is: 0.699, OA is: 0.921 | val costTime=158.30724596977234
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=1.342 Acc=0.91 ---13944.93 ms/batch
Step 00140150 L_out=0.601 Acc=0.88 ---37303.71 ms/batch
Step 00140200 L_out=1.115 Acc=0.83 ---60678.55 ms/batch
Step 00140250 L_out=4.708 Acc=0.86 ---84041.37 ms/batch
Step 00140300 L_out=1.350 Acc=0.93 ---107707.45 ms/batch
Step 00140350 L_out=1.082 Acc=0.86 ---131095.71 ms/batch
Step 00140400 L_out=1.061 Acc=0.84 ---154610.18 ms/batch
Step 00140450 L_out=2.776 Acc=0.86 ---178111.05 ms/batch
Step 00140500 L_out=1.063 Acc=0.93 ---201541.02 ms/batch
Step 00140550 L_out=1.276 Acc=0.94 ---224650.36 ms/batch
Step 00140600 L_out=0.599 Acc=0.93 ---248132.94 ms/batch
Step 00140650 L_out=1.226 Acc=0.87 ---271664.23 ms/batch
Step 00140700 L_out=0.720 Acc=0.92 ---295334.88 ms/batch
Round 9 | epoch=0, train costTime=312.6594593524933, | total_activation_sum=53633819
Round 9 | epoch=1, current m_iou=0.6560213562690906
Round 9 | Best m_IoU is: 0.656, OA is: 0.904 | val costTime=132.649178981781
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.340 Acc=0.97 --- 6183.40 ms/batch
Step 00140800 L_out=0.382 Acc=0.97 ---30060.25 ms/batch
Step 00140850 L_out=0.476 Acc=0.94 ---53715.96 ms/batch
Step 00140900 L_out=0.466 Acc=0.97 ---77219.76 ms/batch
Step 00140950 L_out=1.050 Acc=0.90 ---100654.01 ms/batch
Step 00141000 L_out=1.015 Acc=0.91 ---123748.85 ms/batch
Step 00141050 L_out=0.540 Acc=0.87 ---147008.80 ms/batch
Step 00141100 L_out=0.494 Acc=0.94 ---170401.66 ms/batch
Step 00141150 L_out=0.692 Acc=0.92 ---193802.09 ms/batch
Step 00141200 L_out=0.959 Acc=0.95 ---217060.65 ms/batch
Step 00141250 L_out=0.788 Acc=0.88 ---240510.11 ms/batch
Step 00141300 L_out=0.392 Acc=0.96 ---263859.58 ms/batch
Step 00141350 L_out=0.826 Acc=0.93 ---287293.27 ms/batch
Step 00141400 L_out=0.922 Acc=0.93 ---310749.17 ms/batch
Round 9 | epoch=1, train costTime=312.5633862018585, | total_activation_sum=53637585
Round 9 | epoch=2, current m_iou=0.6910429910417061
Round 9 | Best m_IoU is: 0.691, OA is: 0.908 | val costTime=132.23047995567322
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.969 Acc=0.87 ---21423.12 ms/batch
Step 00141500 L_out=0.598 Acc=0.93 ---44986.12 ms/batch
Step 00141550 L_out=1.182 Acc=0.93 ---68101.36 ms/batch
Step 00141600 L_out=0.310 Acc=0.95 ---91407.52 ms/batch
Step 00141650 L_out=0.547 Acc=0.92 ---114792.37 ms/batch
Step 00141700 L_out=0.359 Acc=0.97 ---138173.76 ms/batch
Step 00141750 L_out=0.308 Acc=0.96 ---161565.34 ms/batch
Step 00141800 L_out=0.436 Acc=0.93 ---184894.33 ms/batch
Step 00141850 L_out=1.283 Acc=0.91 ---208326.06 ms/batch
Step 00141900 L_out=0.323 Acc=0.95 ---231756.03 ms/batch
Step 00141950 L_out=0.961 Acc=0.93 ---255237.00 ms/batch
Step 00142000 L_out=0.282 Acc=0.97 ---278468.31 ms/batch
Step 00142050 L_out=0.238 Acc=0.96 ---301846.15 ms/batch
Round 9 | epoch=2, train costTime=311.59945726394653, | total_activation_sum=53596956
Round 9 | epoch=3, current m_iou=0.6965731061823696
Round 9 | Best m_IoU is: 0.697, OA is: 0.921 | val costTime=146.66841912269592
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.794 Acc=0.93 ---14064.59 ms/batch
Step 00142150 L_out=0.243 Acc=0.98 ---39305.71 ms/batch
Step 00142200 L_out=0.614 Acc=0.92 ---63713.59 ms/batch
Step 00142250 L_out=0.607 Acc=0.94 ---88550.44 ms/batch
Step 00142300 L_out=0.667 Acc=0.95 ---112855.07 ms/batch
Step 00142350 L_out=0.337 Acc=0.96 ---137578.88 ms/batch
Step 00142400 L_out=0.544 Acc=0.96 ---161993.06 ms/batch
Step 00142450 L_out=0.387 Acc=0.95 ---186279.43 ms/batch
Step 00142500 L_out=0.237 Acc=0.94 ---210502.86 ms/batch
Step 00142550 L_out=0.457 Acc=0.95 ---234921.75 ms/batch
Step 00142600 L_out=0.494 Acc=0.95 ---259096.57 ms/batch
Step 00142650 L_out=0.561 Acc=0.90 ---282974.44 ms/batch
Step 00142700 L_out=0.398 Acc=0.94 ---307510.08 ms/batch
Round 9 | epoch=3, train costTime=326.1477732658386, | total_activation_sum=53280962
Round 9 | epoch=4, current m_iou=0.6960710216809918
Round 9 | Best m_IoU is: 0.697, OA is: 0.921 | val costTime=150.47632670402527
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.734 Acc=0.94 --- 5930.39 ms/batch
Step 00142800 L_out=0.358 Acc=0.94 ---29693.22 ms/batch
Step 00142850 L_out=0.442 Acc=0.96 ---54026.70 ms/batch
Step 00142900 L_out=0.644 Acc=0.92 ---78307.28 ms/batch
Step 00142950 L_out=2.399 Acc=0.87 ---102451.25 ms/batch
Step 00143000 L_out=0.539 Acc=0.90 ---126644.64 ms/batch
Step 00143050 L_out=0.789 Acc=0.94 ---151069.10 ms/batch
Step 00143100 L_out=0.509 Acc=0.93 ---175323.95 ms/batch
Step 00143150 L_out=0.666 Acc=0.89 ---199729.91 ms/batch
Step 00143200 L_out=0.849 Acc=0.94 ---224301.20 ms/batch
Step 00143250 L_out=0.616 Acc=0.92 ---248687.93 ms/batch
Step 00143300 L_out=0.278 Acc=0.98 ---273040.40 ms/batch
Step 00143350 L_out=0.928 Acc=0.91 ---297276.06 ms/batch
Step 00143400 L_out=0.725 Acc=0.97 ---321625.14 ms/batch
Round 9 | epoch=4, train costTime=324.0633587837219, | total_activation_sum=53750085
Round 9 | epoch=5, current m_iou=0.7023546078100266
Round 9 | Best m_IoU is: 0.702, OA is: 0.919 | val costTime=140.88181114196777
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.810 Acc=0.91 ---21621.65 ms/batch
Step 00143500 L_out=0.411 Acc=0.96 ---46064.28 ms/batch
Step 00143550 L_out=0.343 Acc=0.97 ---70098.61 ms/batch
Step 00143600 L_out=0.337 Acc=0.98 ---94156.52 ms/batch
Step 00143650 L_out=0.276 Acc=0.96 ---118381.64 ms/batch
Step 00143700 L_out=0.583 Acc=0.94 ---143134.19 ms/batch
Step 00143750 L_out=0.449 Acc=0.96 ---167770.55 ms/batch
Step 00143800 L_out=0.685 Acc=0.94 ---191974.28 ms/batch
Step 00143850 L_out=0.389 Acc=0.95 ---216256.58 ms/batch
Step 00143900 L_out=0.641 Acc=0.92 ---240270.67 ms/batch
Step 00143950 L_out=1.401 Acc=0.88 ---264049.28 ms/batch
Step 00144000 L_out=0.488 Acc=0.93 ---287988.19 ms/batch
Step 00144050 L_out=0.810 Acc=0.92 ---312860.60 ms/batch
Round 9 | epoch=5, train costTime=323.3939781188965, | total_activation_sum=53419775
Round 9 | epoch=6, current m_iou=0.6984950199349461
Round 9 | Best m_IoU is: 0.702, OA is: 0.919 | val costTime=147.19028067588806
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.451 Acc=0.93 ---13500.02 ms/batch
Step 00144150 L_out=0.225 Acc=0.96 ---37786.41 ms/batch
Step 00144200 L_out=0.369 Acc=0.94 ---62322.48 ms/batch
Step 00144250 L_out=0.326 Acc=0.97 ---86445.75 ms/batch
Step 00144300 L_out=0.528 Acc=0.95 ---111159.79 ms/batch
Step 00144350 L_out=0.326 Acc=0.95 ---135737.03 ms/batch
Step 00144400 L_out=0.636 Acc=0.93 ---159633.82 ms/batch
Step 00144450 L_out=0.247 Acc=0.96 ---183967.49 ms/batch
Step 00144500 L_out=0.378 Acc=0.98 ---208434.58 ms/batch
Step 00144550 L_out=1.467 Acc=0.91 ---232690.27 ms/batch
Step 00144600 L_out=1.054 Acc=0.80 ---256779.30 ms/batch
Step 00144650 L_out=0.404 Acc=0.93 ---280999.02 ms/batch
Step 00144700 L_out=0.416 Acc=0.88 ---305703.96 ms/batch
Round 9 | epoch=6, train costTime=324.52855491638184, | total_activation_sum=53427276
Round 9 | epoch=7, current m_iou=0.7025306456002043
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=149.22269201278687
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.620 Acc=0.95 --- 5442.70 ms/batch
Step 00144800 L_out=0.755 Acc=0.87 ---30368.05 ms/batch
Step 00144850 L_out=0.397 Acc=0.96 ---55002.19 ms/batch
Step 00144900 L_out=0.307 Acc=0.98 ---79020.82 ms/batch
Step 00144950 L_out=0.335 Acc=0.95 ---103426.42 ms/batch
Step 00145000 L_out=0.551 Acc=0.95 ---127480.16 ms/batch
Step 00145050 L_out=0.465 Acc=0.94 ---151606.64 ms/batch
Step 00145100 L_out=0.400 Acc=0.94 ---176347.73 ms/batch
Step 00145150 L_out=0.946 Acc=0.84 ---200786.28 ms/batch
Step 00145200 L_out=0.410 Acc=0.94 ---224855.12 ms/batch
Step 00145250 L_out=0.389 Acc=0.97 ---249156.89 ms/batch
Step 00145300 L_out=0.461 Acc=0.98 ---273697.90 ms/batch
Step 00145350 L_out=0.662 Acc=0.94 ---298091.95 ms/batch
Step 00145400 L_out=0.588 Acc=0.94 ---322599.56 ms/batch
Round 9 | epoch=7, train costTime=325.55656123161316, | total_activation_sum=53525845
Round 9 | epoch=8, current m_iou=0.6933214414222222
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=149.68453669548035
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.208 Acc=0.97 ---21705.23 ms/batch
Step 00145500 L_out=0.122 Acc=0.99 ---46291.68 ms/batch
Step 00145550 L_out=0.334 Acc=0.95 ---70839.54 ms/batch
Step 00145600 L_out=0.866 Acc=0.92 ---95396.38 ms/batch
Step 00145650 L_out=0.737 Acc=0.95 ---119705.63 ms/batch
Step 00145700 L_out=0.201 Acc=0.94 ---143785.29 ms/batch
Step 00145750 L_out=0.772 Acc=0.93 ---168668.19 ms/batch
Step 00145800 L_out=0.755 Acc=0.93 ---192782.45 ms/batch
Step 00145850 L_out=0.328 Acc=0.96 ---217182.60 ms/batch
Step 00145900 L_out=0.334 Acc=0.96 ---241607.43 ms/batch
Step 00145950 L_out=0.511 Acc=0.94 ---266014.20 ms/batch
Step 00146000 L_out=0.404 Acc=0.96 ---290465.36 ms/batch
Step 00146050 L_out=0.608 Acc=0.95 ---314635.56 ms/batch
Round 9 | epoch=8, train costTime=325.6867823600769, | total_activation_sum=53733188
Round 9 | epoch=9, current m_iou=0.6982918607749441
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=141.27093696594238
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.407 Acc=0.97 ---13213.79 ms/batch
Step 00146150 L_out=0.247 Acc=0.98 ---37331.46 ms/batch
Step 00146200 L_out=0.392 Acc=0.96 ---61843.10 ms/batch
Step 00146250 L_out=0.495 Acc=0.94 ---86011.63 ms/batch
Step 00146300 L_out=0.304 Acc=0.98 ---110883.28 ms/batch
Step 00146350 L_out=0.435 Acc=0.96 ---135185.45 ms/batch
Step 00146400 L_out=0.464 Acc=0.91 ---159597.60 ms/batch
Step 00146450 L_out=0.201 Acc=0.96 ---183659.80 ms/batch
Step 00146500 L_out=0.684 Acc=0.95 ---208204.72 ms/batch
Step 00146550 L_out=0.626 Acc=0.95 ---232663.32 ms/batch
Step 00146600 L_out=0.831 Acc=0.90 ---256364.57 ms/batch
Step 00146650 L_out=0.495 Acc=0.96 ---280729.38 ms/batch
Step 00146700 L_out=0.856 Acc=0.87 ---305175.67 ms/batch
Round 9 | epoch=9, train costTime=324.7773389816284, | total_activation_sum=53435848
Round 9 | epoch=10, current m_iou=0.697878142558215
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=144.10047507286072
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.290 Acc=0.97 --- 4827.25 ms/batch
Step 00146800 L_out=1.719 Acc=0.91 ---29315.21 ms/batch
Step 00146850 L_out=0.550 Acc=0.96 ---53234.64 ms/batch
Step 00146900 L_out=0.391 Acc=0.95 ---77893.63 ms/batch
Step 00146950 L_out=0.884 Acc=0.92 ---101950.68 ms/batch
Step 00147000 L_out=0.822 Acc=0.90 ---126288.41 ms/batch
Step 00147050 L_out=0.770 Acc=0.94 ---150447.06 ms/batch
Step 00147100 L_out=0.439 Acc=0.94 ---175034.36 ms/batch
Step 00147150 L_out=0.365 Acc=0.95 ---199638.02 ms/batch
Step 00147200 L_out=0.505 Acc=0.93 ---223781.37 ms/batch
Step 00147250 L_out=0.469 Acc=0.96 ---248066.92 ms/batch
Step 00147300 L_out=0.558 Acc=0.95 ---272006.90 ms/batch
Step 00147350 L_out=0.853 Acc=0.92 ---296689.09 ms/batch
Step 00147400 L_out=0.609 Acc=0.94 ---320602.21 ms/batch
Round 9 | epoch=10, train costTime=323.94982171058655, | total_activation_sum=53444876
Round 9 | epoch=11, current m_iou=0.6985142429363842
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=145.8758282661438
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.784 Acc=0.92 ---21050.76 ms/batch
Step 00147500 L_out=0.339 Acc=0.91 ---45590.85 ms/batch
Step 00147550 L_out=0.530 Acc=0.93 ---69736.90 ms/batch
Step 00147600 L_out=0.141 Acc=0.98 ---94185.48 ms/batch
Step 00147650 L_out=0.694 Acc=0.92 ---118785.87 ms/batch
Step 00147700 L_out=0.448 Acc=0.96 ---143129.96 ms/batch
Step 00147750 L_out=0.465 Acc=0.94 ---167424.31 ms/batch
Step 00147800 L_out=0.407 Acc=0.94 ---191763.40 ms/batch
Step 00147850 L_out=0.405 Acc=0.97 ---216357.04 ms/batch
Step 00147900 L_out=0.436 Acc=0.97 ---240108.09 ms/batch
Step 00147950 L_out=0.766 Acc=0.94 ---264421.05 ms/batch
Step 00148000 L_out=0.414 Acc=0.97 ---289544.98 ms/batch
Step 00148050 L_out=0.362 Acc=0.93 ---314243.46 ms/batch
Round 9 | epoch=11, train costTime=326.05399918556213, | total_activation_sum=53559941
Round 9 | epoch=12, current m_iou=0.7013979152748648
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=142.6052896976471
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.450 Acc=0.96 ---13159.94 ms/batch
Step 00148150 L_out=0.411 Acc=0.95 ---37699.54 ms/batch
Step 00148200 L_out=0.423 Acc=0.97 ---61738.93 ms/batch
Step 00148250 L_out=0.416 Acc=0.96 ---86047.01 ms/batch
Step 00148300 L_out=0.233 Acc=0.97 ---109960.29 ms/batch
Step 00148350 L_out=0.431 Acc=0.95 ---134687.64 ms/batch
Step 00148400 L_out=0.327 Acc=0.97 ---158643.06 ms/batch
Step 00148450 L_out=0.451 Acc=0.97 ---182744.99 ms/batch
Step 00148500 L_out=0.598 Acc=0.91 ---207819.32 ms/batch
Step 00148550 L_out=0.662 Acc=0.93 ---231948.96 ms/batch
Step 00148600 L_out=0.390 Acc=0.95 ---256141.45 ms/batch
Step 00148650 L_out=0.350 Acc=0.97 ---280450.66 ms/batch
Step 00148700 L_out=0.486 Acc=0.94 ---305472.83 ms/batch
Round 9 | epoch=12, train costTime=325.5342767238617, | total_activation_sum=53541669
Round 9 | epoch=13, current m_iou=0.6994245279285621
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=140.47572588920593
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.543 Acc=0.94 --- 4232.11 ms/batch
Step 00148800 L_out=0.381 Acc=0.95 ---27743.36 ms/batch
Step 00148850 L_out=0.108 Acc=0.95 ---51513.26 ms/batch
Step 00148900 L_out=0.332 Acc=0.97 ---75275.30 ms/batch
Step 00148950 L_out=0.176 Acc=0.97 ---99069.78 ms/batch
Step 00149000 L_out=0.342 Acc=0.95 ---122578.82 ms/batch
Step 00149050 L_out=0.353 Acc=0.96 ---146635.33 ms/batch
Step 00149100 L_out=0.299 Acc=0.96 ---170121.14 ms/batch
Step 00149150 L_out=0.223 Acc=0.96 ---193836.35 ms/batch
Step 00149200 L_out=0.341 Acc=0.98 ---217447.61 ms/batch
Step 00149250 L_out=0.417 Acc=0.94 ---240968.95 ms/batch
Step 00149300 L_out=0.336 Acc=0.95 ---264438.57 ms/batch
Step 00149350 L_out=0.439 Acc=0.96 ---288053.35 ms/batch
Step 00149400 L_out=0.324 Acc=0.97 ---311806.47 ms/batch
Round 9 | epoch=13, train costTime=315.6139883995056, | total_activation_sum=53476708
Round 9 | epoch=14, current m_iou=0.6944501295312964
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=142.91571617126465
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.333 Acc=0.97 ---21983.20 ms/batch
Step 00149500 L_out=0.508 Acc=0.94 ---48316.09 ms/batch
Step 00149550 L_out=0.773 Acc=0.95 ---76119.46 ms/batch
Step 00149600 L_out=0.221 Acc=0.98 ---102146.35 ms/batch
Step 00149650 L_out=0.367 Acc=0.95 ---128009.97 ms/batch
Step 00149700 L_out=0.462 Acc=0.95 ---153915.48 ms/batch
Step 00149750 L_out=0.312 Acc=0.97 ---179989.65 ms/batch
Step 00149800 L_out=0.573 Acc=0.91 ---205921.08 ms/batch
Step 00149850 L_out=0.438 Acc=0.96 ---231357.74 ms/batch
Step 00149900 L_out=0.298 Acc=0.97 ---257377.68 ms/batch
Step 00149950 L_out=0.447 Acc=0.94 ---283467.99 ms/batch
Step 00150000 L_out=0.183 Acc=0.96 ---309323.00 ms/batch
Step 00150050 L_out=0.220 Acc=0.98 ---335090.42 ms/batch
Round 9 | epoch=14, train costTime=348.19998121261597, | total_activation_sum=53558249
Round 9 | epoch=15, current m_iou=0.6944897039709503
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=148.28608322143555
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.496 Acc=0.96 ---12416.83 ms/batch
Step 00150150 L_out=0.397 Acc=0.97 ---37885.31 ms/batch
Step 00150200 L_out=0.387 Acc=0.96 ---63656.08 ms/batch
Step 00150250 L_out=0.402 Acc=0.98 ---88865.83 ms/batch
Step 00150300 L_out=0.344 Acc=0.96 ---114771.26 ms/batch
Step 00150350 L_out=0.328 Acc=0.97 ---139897.14 ms/batch
Step 00150400 L_out=0.321 Acc=0.96 ---165848.02 ms/batch
Step 00150450 L_out=0.173 Acc=0.98 ---191346.73 ms/batch
Step 00150500 L_out=0.347 Acc=0.96 ---217064.57 ms/batch
Step 00150550 L_out=0.425 Acc=0.94 ---243122.56 ms/batch
Step 00150600 L_out=0.579 Acc=0.96 ---268358.43 ms/batch
Step 00150650 L_out=0.523 Acc=0.97 ---293687.97 ms/batch
Step 00150700 L_out=0.201 Acc=0.97 ---319629.20 ms/batch
Round 9 | epoch=15, train costTime=341.22258472442627, | total_activation_sum=53557130
Round 9 | epoch=16, current m_iou=0.6970557317816126
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=151.469491481781
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.572 Acc=0.96 --- 4276.47 ms/batch
Step 00150800 L_out=0.122 Acc=0.98 ---31622.57 ms/batch
Step 00150850 L_out=0.555 Acc=0.96 ---58515.05 ms/batch
Step 00150900 L_out=0.500 Acc=0.94 ---85889.95 ms/batch
Step 00150950 L_out=0.246 Acc=0.97 ---112517.35 ms/batch
Step 00151000 L_out=0.491 Acc=0.94 ---139510.39 ms/batch
Step 00151050 L_out=0.565 Acc=0.96 ---166339.73 ms/batch
Step 00151100 L_out=0.379 Acc=0.92 ---193606.37 ms/batch
Step 00151150 L_out=0.286 Acc=0.96 ---221345.97 ms/batch
Step 00151200 L_out=0.839 Acc=0.91 ---248863.96 ms/batch
Step 00151250 L_out=0.315 Acc=0.96 ---276064.76 ms/batch
Step 00151300 L_out=0.255 Acc=0.97 ---303403.85 ms/batch
Step 00151350 L_out=0.153 Acc=0.98 ---330507.63 ms/batch
Step 00151400 L_out=0.263 Acc=0.98 ---356903.91 ms/batch
Round 9 | epoch=16, train costTime=361.9638066291809, | total_activation_sum=53502497
Round 9 | epoch=17, current m_iou=0.700372319635855
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=157.18059086799622
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.435 Acc=0.97 ---22148.29 ms/batch
Step 00151500 L_out=0.216 Acc=0.98 ---49780.26 ms/batch
Step 00151550 L_out=0.760 Acc=0.94 ---77393.93 ms/batch
Step 00151600 L_out=0.559 Acc=0.96 ---104348.00 ms/batch
Step 00151650 L_out=0.418 Acc=0.97 ---131589.71 ms/batch
Step 00151700 L_out=0.467 Acc=0.95 ---159049.06 ms/batch
Step 00151750 L_out=0.450 Acc=0.96 ---186179.10 ms/batch
Step 00151800 L_out=0.513 Acc=0.94 ---213241.31 ms/batch
Step 00151850 L_out=0.280 Acc=0.98 ---240656.83 ms/batch
Step 00151900 L_out=0.399 Acc=0.96 ---267636.06 ms/batch
Step 00151950 L_out=0.674 Acc=0.94 ---294518.07 ms/batch
Step 00152000 L_out=0.352 Acc=0.97 ---322670.64 ms/batch
Step 00152050 L_out=0.406 Acc=0.98 ---350135.14 ms/batch
Round 9 | epoch=17, train costTime=364.3459851741791, | total_activation_sum=53726104
Round 9 | epoch=18, current m_iou=0.6949436242290865
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=160.55325150489807
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.423 Acc=0.97 ---12042.41 ms/batch
Step 00152150 L_out=0.454 Acc=0.96 ---37730.93 ms/batch
Step 00152200 L_out=0.244 Acc=0.93 ---63848.10 ms/batch
Step 00152250 L_out=0.277 Acc=0.97 ---89665.33 ms/batch
Step 00152300 L_out=0.236 Acc=0.92 ---115519.65 ms/batch
Step 00152350 L_out=0.182 Acc=0.98 ---141433.56 ms/batch
Step 00152400 L_out=0.319 Acc=0.94 ---167556.00 ms/batch
Step 00152450 L_out=0.445 Acc=0.95 ---191537.83 ms/batch
Step 00152500 L_out=0.471 Acc=0.95 ---215188.71 ms/batch
Step 00152550 L_out=0.506 Acc=0.94 ---238746.76 ms/batch
Step 00152600 L_out=0.595 Acc=0.96 ---262339.18 ms/batch
Step 00152650 L_out=1.030 Acc=0.92 ---286159.18 ms/batch
Step 00152700 L_out=0.216 Acc=0.97 ---309686.12 ms/batch
Round 9 | epoch=18, train costTime=329.8798794746399, | total_activation_sum=53524128
Round 9 | epoch=19, current m_iou=0.697964363084303
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=142.43813586235046
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.334 Acc=0.94 --- 3301.45 ms/batch
Step 00152800 L_out=0.388 Acc=0.94 ---27067.63 ms/batch
Step 00152850 L_out=0.387 Acc=0.95 ---50898.51 ms/batch
Step 00152900 L_out=0.721 Acc=0.95 ---74434.16 ms/batch
Step 00152950 L_out=0.282 Acc=0.98 ---97932.34 ms/batch
Step 00153000 L_out=0.415 Acc=0.95 ---121602.98 ms/batch
Step 00153050 L_out=0.237 Acc=0.97 ---145093.28 ms/batch
Step 00153100 L_out=0.476 Acc=0.94 ---169008.21 ms/batch
Step 00153150 L_out=0.309 Acc=0.96 ---192856.87 ms/batch
Step 00153200 L_out=0.153 Acc=0.99 ---216450.45 ms/batch
Step 00153250 L_out=0.303 Acc=0.95 ---240772.56 ms/batch
Step 00153300 L_out=0.681 Acc=0.96 ---266512.52 ms/batch
Step 00153350 L_out=0.373 Acc=0.95 ---292346.80 ms/batch
Step 00153400 L_out=0.208 Acc=0.98 ---317842.07 ms/batch
Round 9 | epoch=19, train costTime=322.9204547405243, | total_activation_sum=53472340
Round 9 | epoch=20, current m_iou=0.6985786787998045
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=153.15488648414612
Round 9 | ****EPOCH 20****
Step 00153450 L_out=1.437 Acc=0.92 ---20193.45 ms/batch
Step 00153500 L_out=0.188 Acc=0.93 ---45899.50 ms/batch
Step 00153550 L_out=0.565 Acc=0.92 ---71178.54 ms/batch
Step 00153600 L_out=0.309 Acc=0.93 ---96345.48 ms/batch
Step 00153650 L_out=0.499 Acc=0.93 ---121131.45 ms/batch
Step 00153700 L_out=0.328 Acc=0.94 ---146771.37 ms/batch
Step 00153750 L_out=0.269 Acc=0.96 ---172310.78 ms/batch
Step 00153800 L_out=0.290 Acc=0.95 ---197546.13 ms/batch
Step 00153850 L_out=0.230 Acc=0.97 ---223048.41 ms/batch
Step 00153900 L_out=0.386 Acc=0.96 ---248539.58 ms/batch
Step 00153950 L_out=0.366 Acc=0.94 ---274330.72 ms/batch
Step 00154000 L_out=0.465 Acc=0.95 ---299554.58 ms/batch
Step 00154050 L_out=0.478 Acc=0.95 ---325511.54 ms/batch
Round 9 | epoch=20, train costTime=339.4465444087982, | total_activation_sum=53337151
Round 9 | epoch=21, current m_iou=0.6984691930068186
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=148.39597725868225
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.176 Acc=0.98 ---12037.73 ms/batch
Step 00154150 L_out=0.246 Acc=0.97 ---37401.81 ms/batch
Step 00154200 L_out=0.205 Acc=0.97 ---63125.09 ms/batch
Step 00154250 L_out=0.279 Acc=0.97 ---88731.24 ms/batch
Step 00154300 L_out=0.423 Acc=0.97 ---113847.01 ms/batch
Step 00154350 L_out=0.405 Acc=0.96 ---139690.12 ms/batch
Step 00154400 L_out=0.441 Acc=0.98 ---165382.57 ms/batch
Step 00154450 L_out=0.522 Acc=0.94 ---191311.20 ms/batch
Step 00154500 L_out=0.324 Acc=0.97 ---216975.86 ms/batch
Step 00154550 L_out=0.309 Acc=0.93 ---243008.62 ms/batch
Step 00154600 L_out=0.213 Acc=0.97 ---268863.22 ms/batch
Step 00154650 L_out=0.412 Acc=0.96 ---294133.55 ms/batch
Step 00154700 L_out=0.611 Acc=0.91 ---319950.04 ms/batch
Round 9 | epoch=21, train costTime=342.0732469558716, | total_activation_sum=53423741
Round 9 | epoch=22, current m_iou=0.6941114473198395
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=149.208890914917
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.208 Acc=0.97 --- 3254.29 ms/batch
Step 00154800 L_out=0.735 Acc=0.92 ---28838.04 ms/batch
Step 00154850 L_out=0.352 Acc=0.97 ---54362.92 ms/batch
Step 00154900 L_out=0.315 Acc=0.98 ---80049.60 ms/batch
Step 00154950 L_out=0.224 Acc=0.95 ---105680.82 ms/batch
Step 00155000 L_out=0.394 Acc=0.93 ---131541.41 ms/batch
Step 00155050 L_out=0.377 Acc=0.94 ---157197.42 ms/batch
Step 00155100 L_out=0.269 Acc=0.98 ---183234.46 ms/batch
Step 00155150 L_out=0.300 Acc=0.98 ---208800.42 ms/batch
Step 00155200 L_out=0.268 Acc=0.95 ---234349.16 ms/batch
Step 00155250 L_out=0.328 Acc=0.95 ---259729.87 ms/batch
Step 00155300 L_out=0.603 Acc=0.94 ---285536.87 ms/batch
Step 00155350 L_out=0.661 Acc=0.92 ---310808.89 ms/batch
Step 00155400 L_out=0.457 Acc=0.94 ---336638.93 ms/batch
Round 9 | epoch=22, train costTime=342.2324299812317, | total_activation_sum=53575186
Round 9 | epoch=23, current m_iou=0.6985726341982252
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=163.79476070404053
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.246 Acc=0.96 ---19827.26 ms/batch
Step 00155500 L_out=0.712 Acc=0.96 ---45985.93 ms/batch
Step 00155550 L_out=0.331 Acc=0.93 ---71764.89 ms/batch
Step 00155600 L_out=0.322 Acc=0.98 ---97147.33 ms/batch
Step 00155650 L_out=0.187 Acc=0.98 ---122808.90 ms/batch
Step 00155700 L_out=0.572 Acc=0.93 ---149707.94 ms/batch
Step 00155750 L_out=0.371 Acc=0.95 ---177537.83 ms/batch
Step 00155800 L_out=0.614 Acc=0.96 ---204286.79 ms/batch
Step 00155850 L_out=0.372 Acc=0.97 ---231001.87 ms/batch
Step 00155900 L_out=0.284 Acc=0.97 ---257974.40 ms/batch
Step 00155950 L_out=0.434 Acc=0.93 ---285233.36 ms/batch
Step 00156000 L_out=0.388 Acc=0.96 ---312323.52 ms/batch
Step 00156050 L_out=0.218 Acc=0.96 ---339715.86 ms/batch
Round 9 | epoch=23, train costTime=355.0378339290619, | total_activation_sum=53430491
Round 9 | epoch=24, current m_iou=0.6990013960053121
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=171.64932942390442
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.281 Acc=0.96 ---12112.31 ms/batch
Step 00156150 L_out=0.332 Acc=0.97 ---39655.13 ms/batch
Step 00156200 L_out=0.386 Acc=0.95 ---67030.90 ms/batch
Step 00156250 L_out=0.694 Acc=0.92 ---94454.33 ms/batch
Step 00156300 L_out=0.241 Acc=0.96 ---121645.39 ms/batch
Step 00156350 L_out=0.220 Acc=0.97 ---148688.22 ms/batch
Step 00156400 L_out=0.327 Acc=0.94 ---176074.90 ms/batch
Step 00156450 L_out=0.133 Acc=0.99 ---202978.74 ms/batch
Step 00156500 L_out=0.364 Acc=0.93 ---229971.80 ms/batch
Step 00156550 L_out=0.372 Acc=0.94 ---254486.33 ms/batch
Step 00156600 L_out=0.491 Acc=0.96 ---278426.09 ms/batch
Step 00156650 L_out=0.411 Acc=0.94 ---302571.47 ms/batch
Step 00156700 L_out=0.339 Acc=0.95 ---326547.75 ms/batch
Round 9 | epoch=24, train costTime=348.0243604183197, | total_activation_sum=53631591
Round 9 | epoch=25, current m_iou=0.6960688341330972
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=154.4766194820404
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.191 Acc=0.98 --- 2298.30 ms/batch
Step 00156800 L_out=0.214 Acc=0.96 ---25831.17 ms/batch
Step 00156850 L_out=0.340 Acc=0.94 ---49399.33 ms/batch
Step 00156900 L_out=0.496 Acc=0.95 ---73001.99 ms/batch
Step 00156950 L_out=0.094 Acc=0.99 ---97517.97 ms/batch
Step 00157000 L_out=0.398 Acc=0.96 ---121881.76 ms/batch
Step 00157050 L_out=0.843 Acc=0.91 ---146832.11 ms/batch
Step 00157100 L_out=0.477 Acc=0.94 ---170955.25 ms/batch
Step 00157150 L_out=0.248 Acc=0.96 ---195507.81 ms/batch
Step 00157200 L_out=0.260 Acc=0.91 ---220025.80 ms/batch
Step 00157250 L_out=0.338 Acc=0.98 ---244567.24 ms/batch
Step 00157300 L_out=0.173 Acc=0.98 ---269202.89 ms/batch
Step 00157350 L_out=0.325 Acc=0.97 ---293706.18 ms/batch
Step 00157400 L_out=0.499 Acc=0.95 ---318291.98 ms/batch
Round 9 | epoch=25, train costTime=324.32591485977173, | total_activation_sum=53514901
Round 9 | epoch=26, current m_iou=0.6991809424723023
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=149.8232421875
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.249 Acc=0.97 ---18358.80 ms/batch
Step 00157500 L_out=0.333 Acc=0.96 ---42164.69 ms/batch
Step 00157550 L_out=0.217 Acc=0.98 ---66263.15 ms/batch
Step 00157600 L_out=0.187 Acc=0.97 ---90463.00 ms/batch
Step 00157650 L_out=0.454 Acc=0.94 ---114762.46 ms/batch
Step 00157700 L_out=0.486 Acc=0.96 ---138767.57 ms/batch
Step 00157750 L_out=0.196 Acc=0.96 ---163357.56 ms/batch
Step 00157800 L_out=0.445 Acc=0.94 ---188004.53 ms/batch
Step 00157850 L_out=0.272 Acc=0.99 ---212515.80 ms/batch
Step 00157900 L_out=0.372 Acc=0.96 ---237261.74 ms/batch
Step 00157950 L_out=0.222 Acc=0.94 ---261392.29 ms/batch
Step 00158000 L_out=0.983 Acc=0.92 ---285908.38 ms/batch
Step 00158050 L_out=0.112 Acc=0.96 ---310076.92 ms/batch
Round 9 | epoch=26, train costTime=324.3356890678406, | total_activation_sum=53587616
Round 9 | epoch=27, current m_iou=0.7007577051557445
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=153.28053283691406
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.270 Acc=0.94 ---10066.02 ms/batch
Step 00158150 L_out=0.604 Acc=0.94 ---34526.78 ms/batch
Step 00158200 L_out=0.204 Acc=0.97 ---59490.44 ms/batch
Step 00158250 L_out=0.372 Acc=0.95 ---84311.69 ms/batch
Step 00158300 L_out=0.277 Acc=0.97 ---108798.37 ms/batch
Step 00158350 L_out=0.393 Acc=0.96 ---133521.17 ms/batch
Step 00158400 L_out=0.266 Acc=0.96 ---158311.71 ms/batch
Step 00158450 L_out=0.385 Acc=0.96 ---182802.13 ms/batch
Step 00158500 L_out=0.271 Acc=0.98 ---206842.81 ms/batch
Step 00158550 L_out=0.334 Acc=0.98 ---231219.51 ms/batch
Step 00158600 L_out=0.330 Acc=0.98 ---255312.09 ms/batch
Step 00158650 L_out=1.093 Acc=0.91 ---280011.22 ms/batch
Step 00158700 L_out=0.420 Acc=0.97 ---304703.09 ms/batch
Round 9 | epoch=27, train costTime=327.22420859336853, | total_activation_sum=53631904
Round 9 | epoch=28, current m_iou=0.7013505965271989
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=146.05212378501892
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.320 Acc=0.94 --- 1863.22 ms/batch
Step 00158800 L_out=0.317 Acc=0.97 ---26388.46 ms/batch
Step 00158850 L_out=0.390 Acc=0.97 ---50714.15 ms/batch
Step 00158900 L_out=0.361 Acc=0.94 ---75131.67 ms/batch
Step 00158950 L_out=0.331 Acc=0.95 ---99649.36 ms/batch
Step 00159000 L_out=0.394 Acc=0.91 ---124130.86 ms/batch
Step 00159050 L_out=0.200 Acc=0.97 ---148437.08 ms/batch
Step 00159100 L_out=0.274 Acc=0.97 ---172733.36 ms/batch
Step 00159150 L_out=0.357 Acc=0.95 ---197130.68 ms/batch
Step 00159200 L_out=0.211 Acc=0.95 ---221956.09 ms/batch
Step 00159250 L_out=0.959 Acc=0.93 ---246404.74 ms/batch
Step 00159300 L_out=0.417 Acc=0.97 ---271336.70 ms/batch
Step 00159350 L_out=0.172 Acc=0.97 ---295539.27 ms/batch
Step 00159400 L_out=0.358 Acc=0.98 ---319844.22 ms/batch
Round 9 | epoch=28, train costTime=326.15083718299866, | total_activation_sum=53343476
Round 9 | epoch=29, current m_iou=0.7012551818939674
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=151.36357021331787
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.525 Acc=0.97 ---17956.61 ms/batch
Step 00159500 L_out=0.296 Acc=0.98 ---42159.01 ms/batch
Step 00159550 L_out=0.423 Acc=0.96 ---66740.39 ms/batch
Step 00159600 L_out=0.657 Acc=0.96 ---91272.37 ms/batch
Step 00159650 L_out=0.677 Acc=0.95 ---115828.69 ms/batch
Step 00159700 L_out=0.359 Acc=0.95 ---140027.09 ms/batch
Step 00159750 L_out=0.476 Acc=0.96 ---164458.47 ms/batch
Step 00159800 L_out=0.187 Acc=0.94 ---188956.99 ms/batch
Step 00159850 L_out=0.240 Acc=0.94 ---213453.35 ms/batch
Step 00159900 L_out=0.458 Acc=0.97 ---238014.74 ms/batch
Step 00159950 L_out=0.157 Acc=0.97 ---262598.88 ms/batch
Step 00160000 L_out=0.280 Acc=0.97 ---287078.77 ms/batch
Step 00160050 L_out=0.362 Acc=0.96 ---311130.76 ms/batch
Round 9 | epoch=29, train costTime=325.94801235198975, | total_activation_sum=53382885
Round 9 | epoch=30, current m_iou=0.7015896629008436
Round 9 | Best m_IoU is: 0.703, OA is: 0.919 | val costTime=154.11954188346863
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.205 Acc=0.97 --- 9520.73 ms/batch
Step 00160150 L_out=0.835 Acc=0.88 ---34032.74 ms/batch
Step 00160200 L_out=1.093 Acc=0.85 ---58528.89 ms/batch
Step 00160250 L_out=1.126 Acc=0.92 ---82693.31 ms/batch
Step 00160300 L_out=0.819 Acc=0.92 ---107081.01 ms/batch
Step 00160350 L_out=2.705 Acc=0.82 ---131305.73 ms/batch
Step 00160400 L_out=0.713 Acc=0.90 ---155411.02 ms/batch
Step 00160450 L_out=0.858 Acc=0.84 ---179520.68 ms/batch
Step 00160500 L_out=0.598 Acc=0.97 ---204113.15 ms/batch
Step 00160550 L_out=0.598 Acc=0.94 ---228553.46 ms/batch
Step 00160600 L_out=0.578 Acc=0.94 ---253184.58 ms/batch
Step 00160650 L_out=0.622 Acc=0.92 ---277748.69 ms/batch
Step 00160700 L_out=0.637 Acc=0.95 ---302244.61 ms/batch
Round 10 | epoch=0, train costTime=325.21776962280273, | total_activation_sum=56298300
Round 10 | epoch=1, current m_iou=0.592700632713921
Round 10 | Best m_IoU is: 0.593, OA is: 0.892 | val costTime=128.80779314041138
Round 10 | ****EPOCH 1****
Step 00160750 L_out=1.060 Acc=0.95 --- 1565.53 ms/batch
Step 00160800 L_out=0.773 Acc=0.93 ---27092.73 ms/batch
Step 00160850 L_out=0.991 Acc=0.93 ---51446.89 ms/batch
Step 00160900 L_out=0.515 Acc=0.95 ---75490.35 ms/batch
Step 00160950 L_out=0.345 Acc=0.96 ---99676.10 ms/batch
Step 00161000 L_out=0.406 Acc=0.97 ---124587.32 ms/batch
Step 00161050 L_out=1.564 Acc=0.89 ---148545.38 ms/batch
Step 00161100 L_out=0.508 Acc=0.95 ---172780.55 ms/batch
Step 00161150 L_out=0.802 Acc=0.93 ---197677.96 ms/batch
Step 00161200 L_out=0.636 Acc=0.93 ---222077.22 ms/batch
Step 00161250 L_out=0.314 Acc=0.97 ---246068.65 ms/batch
Step 00161300 L_out=0.296 Acc=0.94 ---270329.44 ms/batch
Step 00161350 L_out=1.111 Acc=0.94 ---294934.13 ms/batch
Step 00161400 L_out=0.306 Acc=0.96 ---319711.87 ms/batch
Round 10 | epoch=1, train costTime=326.77606654167175, | total_activation_sum=56456877
Round 10 | epoch=2, current m_iou=0.6742504533383175
Round 10 | Best m_IoU is: 0.674, OA is: 0.911 | val costTime=131.22925066947937
Round 10 | ****EPOCH 2****
